{"id":1,"date":"2026-05-08T07:43:18","date_gmt":"2026-05-08T07:43:18","guid":{"rendered":"http:\/\/wpte-sa-ro.tomography.inflpr.ro\/?p=1"},"modified":"2026-05-12T08:15:58","modified_gmt":"2026-05-12T08:15:58","slug":"hello-world","status":"publish","type":"post","link":"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/?p=1","title":{"rendered":"Romanian participarion at EUROfusion WPTE-SA and complementary research"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h1 class=\"wp-block-heading has-large-font-size\"><strong>Project director: <\/strong><\/h1>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Teddy Craciunescu (INFLPR)<\/strong><\/p>\n\n\n\n<h1 class=\"wp-block-heading has-medium-font-size\"><em>email: teddy.craciunescu@inflpr.ro<\/em><\/h1>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Partners:<\/strong><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">\u00b7&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; National Institute for Lasers, Plasma and Radiation Physics INFLPR Magurele, Romania<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">\u00b7&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; National Research And Development Institute For Cryogenic And Isotopic Technologies, ICSI, Ramnicu Valcea, Romania<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">&nbsp;<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Team:<\/strong><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><em>INFLPR:<\/em> Teddy Craciunescu, Iulian Gabriel Miron, Drago\u0219 Iustin Palade, Ligia Maria Pom\u00e2rjanschi<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><em>ICSI: <\/em>Sorin Soare, Marian Cururia<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">&nbsp;<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>External Partners:<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>CCFE, Culham Science Center, UK<\/li>\n\n\n\n<li>Consorzio RFX (CNR, ENEA, INFN, Universita\u2019 di Padova, Acciaierie Venete SpA), Padova, Italia<\/li>\n\n\n\n<li>Universitaty of Rome Tor Vergata, Italiy<\/li>\n\n\n\n<li>CIEMAT, Madrid, Spain<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"> <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The Work Package Tokamak Exploitation (WPTE) is mainly dedicated to the operation of the EUROfusion supported tokamaks (ASDEX Upgrade, MAST-U, TCV, WEST) in an integrated scheme in view of preparing for ITER exploitation and guiding the DEMO design.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The main objective of WPTE is to provide the physics basis for ITER and DEMO operational scenarios in a Europe-wide unique integrated approach utilizing machines of different capabilities, sizes and parameters. As no single facility has the possibility to completely test ITER or DEMO scenarios, each EUROfusion facility will address, in a coordinated manner, different aspects of the operating scenarios within a specific operational range. The integration of the accumulated knowledge for prediction towards ITER and DEMO is ensured via outstanding theory and simulation. WPTE\u2019s priorities are directly related to the ITER research plan (<em>https:\/\/wiki.euro-fusion.org\/images\/a\/a0\/Iter_rp.pdf<\/em>) and the EUROfusion document defining the scientific gaps in view of DEMO: \u201cKey DEMO Physics Uncertainties and Related Investigation Needs\u201d (<em>https:\/\/wiki.euro-fusion.org\/images\/a\/ad\/Demo_priorities.pdf<\/em>). In Horizon Europe framework, WPTE activities are focused on the objectives of Mission 1 (Plasma Regimes of Operation) and Mission 2 (Heat Exhaust System).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As outlined in the European Fusion Roadmap, JT-60SA is a crucial facility in support of ITER and DEMO. JT-60SA will be jointly operated and enhanced by the EU and Japan. Fusion for Energy (F4E) and EUROfusion agreed together on the need to rationalize and coordinate the future exploitation of the JT-60SA device for the next funding phase, BA phase II. At the level of institutional responsibilities within Europe, F4E will maintain its focus on design, integration, construction and future enhancements, while EUROfusion will dedicate its efforts towards the joint definition and execution of the scientific programme, the contribution to the plasma operations and the exploitation of diagnostics, and the provision of scientific support to the machine and sub-systems. &nbsp;Among the priorities for the exploitation of JT-60SA, the avoidance and mitigation of disruptions and runaways and the design, integration, construction and future enhancements play a central role.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"> <\/p>\n\n\n\n<h1 class=\"wp-block-heading has-accent-3-color has-text-color has-link-color has-x-large-font-size wp-elements-8a9ecd96524b479cec3fb4911aaa9157\">Project objectives:<\/h1>\n\n\n\n<p class=\"has-accent-3-color has-text-color has-link-color wp-elements-5a8d6430dbaa6c4bca19947bca08ed8b wp-block-paragraph\"><strong>Image-based methods for plasma diagnostic and disruption prediction<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The aim of the project is to contribute to the development of image-based tools for plasma diagnostic. Image-based methods for disruption prediction will be developed considering that many disruptions are preceded by anomalies in the radiation patterns, particularly in ITER-relevant scenarios. Following the successful development and application in JET and AUG of a bolometry reconstruction method, able to provide also an evaluation of the reconstruction uncertainties, this method will be applied to the analysis of the experiments in AUG.<\/p>\n\n\n\n<p class=\"has-accent-3-color has-text-color has-link-color wp-elements-6dd600b7a0db15ca64419ce0bd1bea1f wp-block-paragraph\"><strong>A new modes localization technique and its ensuing usability at AUG<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">An alternate method to the present experimental localization techniques is provided to be used when the latter are unavailable or unreliable. Our method is tested and planned to be validated at AUG in order to trustfully use it. An accurate mode location is a precondition for a good mode amplitude derivation therefore the calculated vs experimental amplitude match will be finally checked to validate the model. Subsequently, the corresponding error field mode amplitude will be also delivered using an upgraded theoretical model.<\/p>\n\n\n\n<p class=\"has-accent-3-color has-text-color has-link-color wp-elements-f10bbf83c71df46c4d98ab7e9743a4b3 wp-block-paragraph\"><strong>Modelling and numerical simulations of turbulent transport in WPTE tokamak devices<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Another central aim of this project is related to the characterization of turbulent transport via test-particle numerical methods. Building on top of previous research (D.I. Palade 2023 Nucl. Fusion 63 046007, D.I. Palade \u2013 in preparation) we aim at developing code, regression models, performing numerical simulations and experimental validation for bespoke WPTE tokamak configurations. In this way, we will contribute to the understanding of the physical processes behind transport and their relation with the plasma parameters in regimes of interest.<\/p>\n\n\n\n<p class=\"has-accent-3-color has-text-color has-link-color wp-elements-edb294873cb05e009a0664f40f4808a2 wp-block-paragraph\"><strong>Support of the installation of the JT-60 TS and VUV diagnostic systems<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">During 2024-2025 the scientific team from ICSI will participate at the testing, integration, installation and commissioning of the TS and VUV diagnostic systems for JT-60SA for which it provided the mechanical design and integration of all systems linked to the mechanics and the manufacture of all designed system integrated with the optics and detection systems.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Also, the complementary research activities aim to accomplish a set of objectives:<\/p>\n\n\n\n<p class=\"has-accent-3-color has-text-color has-link-color wp-elements-583a71095d67bc06eb811604c996ff2b wp-block-paragraph\"><strong>Time series analysis for disruption prediction<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The present project aims on the development of real-time disruption predictors able to provide accurate prediction, but also capable of operating with a minimum number of signals, because in the first campaigns of new devices typically only a very limited number of diagnostics is available.<\/p>\n\n\n\n<p class=\"has-accent-3-color has-text-color has-link-color wp-elements-33d3f71416bf046d9651b09d478d73b7 wp-block-paragraph\"><strong>New aspects of turbulent transport based on numerical simulations and neural networks<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Another aim of this project is to develop new tools of transport evaluation in tokamak devices based on neural networks while also answering open questions related to the interaction between neoclassical and turbulent transport and the influence of the sheared rotation on turbulence and transport.<\/p>\n\n\n\n<p class=\"has-accent-3-color has-text-color has-link-color wp-elements-cad7e0c9f034f54953481250e6f3812b wp-block-paragraph\"><strong>Modes localization and modes locking dynamics models validation at JET<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A precise retrieval of the perturbations location for localized modes during JET dedicated campaigns based on a newly presented analysis is proposed, without the need for the charge exchange recombination data or the equilibrium reconstruction safety factor data. The locked modes behaviour is also to be found and checked against the experimental results by means of the mode amplitude in order to validate the model. It will be checked whether the locking is due to the associated error field through the resonant mode coupling mechanism or not.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h1 class=\"wp-block-heading has-accent-3-color has-text-color has-link-color has-x-large-font-size wp-elements-47f84262db38fc2cd4c2ac762ca1ad4d\">Results:<\/h1>\n\n\n\n<h1 class=\"wp-block-heading has-accent-3-color has-text-color has-link-color has-x-large-font-size wp-elements-3364b15a4ff1e5e0d73105b82c39ad73\">2024-2025<\/h1>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The Romanian participation at the WPTE comprises the diagnostic support for AUG experiments that are performed at ASDEX Upgrade tokamak.&nbsp; The bolometry Maximum Likelihood code has been used for the experiments RT-01 \u201cCore-Edge-SOL integrated H-mode scenario compatible with exhaust constraints in support of ITER\u201d and RT-02: \u201cPhysics understanding of alternatives to Type-I ELM regime\u201d. The ML method has been also used for the design of the bolometric diagnostics for the Divertor Tokamak Test Facility (DTT, Italy).<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"558\" height=\"236\" src=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-2.jpg\" alt=\"\" class=\"wp-image-16\" style=\"width:645px;height:auto\" srcset=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-2.jpg 558w, https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-2-300x127.jpg 300w\" sizes=\"auto, (max-width: 558px) 100vw, 558px\" \/><\/figure>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><em>Bolometry analysis for the AUG pulse #43046 and radiated profiles<\/em><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Innovative algorithms that enhance the accuracy of the bolometry inversio processes, thereby ensuring reliable results for physics understanding, modelling, and plasma control has been developed. This work introduces new methodologies based on Physics-Informed Neural Networks (PINNs) to perform time-resolved emission tomography from bolometer data. The algorithm has been applied to reconstruct specific radiative anomalies, such as Multifaceted Asymmetric Radiation from the Edge (MARFE), core radiation, and radiative rings, at the Joint European Torus (JET). The study demonstrates that PINNs not only enhance the overall accuracy of tomographic inversions but also offer advanced capabilities like super-resolution, data projection, and self-modelling. In the same time it represents a valuable tool for the development of image-based disruption prediction methods.<\/li>\n\n\n\n<li>A physics-informed autoencoder (PIC-AE) is introduced to impose physical or mathematical constraints on the latent representation, allowing the discovery of fundamental dynamics and model parameters. It has been applied to edge-localized modes (ELMs) in nuclear fusion plasmas to test if ELMs follow a Lotka-Volterra model and the results indicate the need for alternative models.&nbsp; For causality detection, a novel autoencoder-based method has been developed to overcome limitations of traditional techniques. This new approach accurately identifies causal relationships while providing a probabilistic measure of their strength. Applied to nuclear fusion data, it has confirmed the causal influence of ion cyclotron resonance heating (ICRH) on sawtooth crashes, aligning with previous findings obtained through different methodologies and extending the analysis to the spatio-temporal domain.<\/li>\n\n\n\n<li>In this stage, the project team focused also on developing regression models for ion turbulent transport in WPTE devices. These models will later be tested and compared with experimental and gyrokinetic data. The present work aimed to establish the methodology for building such tools before a validation campaign. As a preparatory step, additional tests, corrections, and programming improvements were made to the in-house code T3ST, which evaluates transport coefficients in tokamak axisymmetric equilibria using synthetically generated random fields as surrogates for electrostatic turbulence. Two representative discharges, TCV (#81500) and WEST (#54178), were selected. G-EQDSK equilibrium files were extracted from the LAC and Cephelee servers and pre-processed using Wolfram Mathematica scripts developed in earlier project stages. Due to limited experimental data, turbulence in these cases was modeled with the standard ITG\/TEM drift-like spectrum of T3ST, allowing the parameters <img loading=\"lazy\" decoding=\"async\" width=\"103\" height=\"18\" src=\"blob:https:\/\/wpte-sa-ro.tomography.inflpr.ro\/0b7ec61e-f20a-473e-ad72-2e21cd2c7c5b\">, and <img loading=\"lazy\" decoding=\"async\" width=\"15\" height=\"16\" src=\"blob:https:\/\/wpte-sa-ro.tomography.inflpr.ro\/62932c91-b043-445c-b1d0-a9864d61eb25\">&nbsp;to vary independently. Two simulation sets were performed. In the first, individual turbulence parameters were varied across relevant ranges, showing that Pad\u00e9 (2,2) approximants accurately capture single-parameter dependencies and reproduce known analytical trends. The second, larger series (1000 runs) explored the full 5D space (<img loading=\"lazy\" decoding=\"async\" width=\"87\" height=\"18\" src=\"blob:https:\/\/wpte-sa-ro.tomography.inflpr.ro\/9c238a50-0194-41d0-8d68-5ffbbc860a39\">) to fit a Pad\u00e9 (3,3) regression model for the transport coefficients. The model achieved global errors below 20%, with higher accuracy for diffusion than for convection. The WEST case performed better overall, likely due to its less elongated and less triangular magnetic geometry.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"250\" height=\"219\" src=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-1.jpg\" alt=\"\" class=\"wp-image-14\" style=\"width:341px;height:auto\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"298\" height=\"224\" src=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image.jpg\" alt=\"\" class=\"wp-image-13\" style=\"width:439px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><em>Fig. : (Left) Poloidal plane projection of the distribution of gyrocenter test-particles achieved asymptotically. Black line indicates LCFS while orange line the local flux-tube. (TCV #81500). (Right) . Regression plot comparing diffusions (left) and convections (right) obtained with the T3ST code (x axis) and the regression model (y axis) for the learning database (red) and the validation set (blue). The validity of the regression\u2019s predictions can be assessed following the <img loading=\"lazy\" decoding=\"async\" width=\"32\" height=\"14\" src=\"blob:https:\/\/wpte-sa-ro.tomography.inflpr.ro\/82842054-0b8e-40ee-b8a7-c56c6809c9ef\">line (black) and the <img loading=\"lazy\" decoding=\"async\" width=\"97\" height=\"14\" src=\"blob:https:\/\/wpte-sa-ro.tomography.inflpr.ro\/7e69f4fe-2098-4c12-b970-f0bf78600e3e\">&nbsp;limits (green). The data is obtained for the case of WEST #54718 discharge at t=1.s and mid radius dominated by ITG turbulence.<\/em><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The importance of the unit safety factor profile derivation is associated with the central 1\/1 perturbation developing either as a reconnection process triggered by a less than unity magnetic axis safety factor or as a 1\/1 interchange perturbation when the safety factor near the magnetic axis is slightly above 1, both flattening the central temperature and driving a restored sawtooth preventing safety factor profile afterwards. A theoretical model has been proposed in order to describe the 1\/1 mode and to further derive the magnetic axis safety factor dynamic profile as an indicator of the sawtooth activity or of the onset of the magnetic flux pumping mechanism. The 1\/1 corresponding error field amplitude is provided to check its influence on the central perturbation dynamics that could affect its subsequent phenomena related to the central stability of the plasma. For this aim, no matter the mode location is available or not, we being able to theoretically derive it.      <img loading=\"lazy\" decoding=\"async\" width=\"325\" height=\"442\" src=\"blob:https:\/\/wpte-sa-ro.tomography.inflpr.ro\/a8893435-0ebb-4201-9e28-c1cd2c2870de\"><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><em>AUG 36663 1\/1 mode (a) experimental vs calculated mode amplitude and corresponding error field amplitude, (b) experimental vs calculated mode frequency and (c) calculated location.<\/em><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The JT-60SA Thomson scattering system (TS) is required to measure electron temperature Te and density ne profiles and is standard diagnostic in tokamak experiments. Since YAG lasers can operate with high power and high repetition rate, a Thomson scattering system using a YAG laser (YAG Thomson system) can measure temporal evolution of Te and ne profiles during the entire discharge. The YAG Thomson system has been used in JT-60U and will also be re-employed in JT-60SA. Later it was decided to procure a new laser. Two Thomson scattering diagnostics are planned to be installed on JT60SA to measure electron temperature and density profiles across a plasma in the equatorial plane: one dedicated to the core region of the plasma (P2), another to the edge region (P1). P1 samples the edge profile with 50 spatial positions, P2 the core profile with 46 positions, corresponding to 96 fibres optic bundles and 96 polychromators. Some of the P1 channels will be used for the core measurements. This project addresses the P1 (edge region) system only. The results obtained during 2025 refer to TS &amp; VUV spectrometer manufacturing.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"544\" height=\"178\" src=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-3.jpg\" alt=\"\" class=\"wp-image-15\" style=\"width:645px;height:auto\" srcset=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-3.jpg 544w, https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-3-300x98.jpg 300w\" sizes=\"auto, (max-width: 544px) 100vw, 544px\" \/><\/figure>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><em>The VUV system coupled to the VacChamber was packed and shipped to ENEA (arrival at ENEA, Roma on 18<sup>th<\/sup> of Sept. 2025).<\/em><em><\/em><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"353\" src=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-6.jpg\" alt=\"\" class=\"wp-image-18\" style=\"width:645px;height:auto\" srcset=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-6.jpg 600w, https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-6-300x177.jpg 300w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The main results obtained in the framework of the complementary research are the followings:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Disruptions are a potential showstopper on the route to developing a tomakak fusion reactor. Since their consequences can be more severe the larger the devices, in the next generation of machines they will have to be carefully managed from the beginning of operation. On the other hand, in new devices coming on line, the diagnostic coverage is typically limited and there will be no opportunity to collect many examples for the training of traditional machine learning classifiers. It is therefore important to develop predictors that can ideally operate satisfactorily without training and with minimal diagnostic information. A technique capable of satisfying these requirements is described in the present work. It is based on converting the time series of macroscopic basic signals, such as the plasma current or the locked mode amplitude, into a string of symbols, before quantifying the complexity of the resulting sequences with permutation entropy. The application to a large dataset of discharges of JET with a metallic wall has provided very interesting results. In addition to good statistical performances, the warning times are sufficient not only for mitigation but also for the prevention of most disruptive events. The transfer of the technique to JET with a carbon wall has also been quite encouraging and therefore it is proposed to deploy the approach in new machines such as JT-60SA and DTT.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"599\" height=\"231\" src=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-4.jpg\" alt=\"\" class=\"wp-image-20\" style=\"width:645px;height:auto\" srcset=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-4.jpg 599w, https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-4-300x116.jpg 300w\" sizes=\"auto, (max-width: 599px) 100vw, 599px\" \/><\/figure>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><em>Time evolution of the raw signals in black and the corresponding permutation entropy H in blue for some representative discharges. First two rows:&nbsp; plasma current I. Last two rows: locked mode amplitude ML. The vertical red line indicates the beginning of the current quench.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Overview statistics of the results obtained for the disruptive discharges of JET database with the metallic wall using the locked mode amplitude signal.&nbsp;<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\">&nbsp;<\/td><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\">Correct predictions %<\/td><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\">Missed disruptions %<\/td><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\">Early Alarms %<\/td><td class=\"has-text-align-center\" data-align=\"center\">Tardy Alarms %<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">False Alarms %<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\">Symbolic dynamics<\/td><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\">&nbsp; 97.64<\/td><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\">&nbsp; 0.0<\/td><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\">&nbsp; 2.14<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.22<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">7.27<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\">Chaos onset<\/td><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\">&nbsp; 96.2<\/td><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\">&nbsp; 2.34<\/td><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\">&nbsp; 1.4<\/td><td class=\"has-text-align-center\" data-align=\"center\">&nbsp; 0.06<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">6.30<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Concept drift<\/td><td class=\"has-text-align-center\" data-align=\"center\">&nbsp; 98.6<\/td><td class=\"has-text-align-center\" data-align=\"center\">&nbsp; 1.17<\/td><td class=\"has-text-align-center\" data-align=\"center\">&nbsp; 1.4<\/td><td class=\"has-text-align-center\" data-align=\"center\">&nbsp; 0.20<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>During 2025 the interplay between neoclassical and turbulent transport in tokamak plasmas has been studied, using the newly developed T3ST code (a Lagrangian test-particle framework), and focusing on how collisions and turbulence jointly influence particle fluxes. A central motivation of the work is to challenge two long-standing assumptions in fusion transport theory: P1: total fluxes can be obtained as the sum of independently computed neoclassical and turbulent contributions; P2: that neoclassical fluxes vanish in the absence of collisions. To analyse these propositions, we introduced a novel decomposition of the particle flux into neoclassical and turbulent subcomponents, each associated with partial transport coefficients derived from Lagrangian trajectories. Our analytical and numerical results show that P1 is formally incorrect: when both collisions and turbulence are present, a synergistic diffusion appears, approximately proportional to the product of the separate neoclassical and turbulent diffusion coefficients. This synergy enhances turbulent fluxes, while neoclassical fluxes remain largely unaffected by turbulence. In contrast, P2 holds true: the neoclassical component of transport indeed vanishes when turbulence is present but collisions are absent. Finally, we explored how magnetic equilibrium parameters such as the safety factor, magnetic shear, and major\/minor radius affect turbulent transport. We found that these dependencies naturally arise from the structure of neoclassical trajectories within the Lagrangian propagator. Overall, our results reveal couplings between collisions, turbulence, and magnetic geometry, providing new physical insight and guidance for more accurate transport modelling in fusion plasmas.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"602\" height=\"244\" src=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image.gif\" alt=\"\" class=\"wp-image-17\" style=\"width:645px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><em>Exact (red) synergic diffusions D^((syn)) and their interpolating approximation (blue as functions of \u03a6 and \u03bd^\u22c6 (a). Histogram of the ratio between the exact and approximate values over the 2D grid (b).<\/em><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A new method for localizing the perturbations at JET, based on knowledge of their amplitude is briefly presented. Relying on the successful testing of the perturbations model (Miron (JET Contributors) 2021 Nucl. Fusion 61 106016) against the experimental results at JET, its reversed implementation is applied to derive the location of the modes. The experimental mode amplitude plays, this time, the role of the input data with the aim of conversely obtaining the perturbations location. The calculated location accuracy is conditioned by a good theoretical retrieval of the experimental mode amplitude and frequency. Based on the chosen initial conditions, the desired location is the one associated with the best possible mentioned retrieval. Our model reliability basically ensures the derivation of the suitable location. No safety factor and plasma rotational velocity data profiles are used. The method has been extensively tested and checked in order to become a valid alternative to the usual localization techniques.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"323\" height=\"453\" src=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-7.jpg\" alt=\"\" class=\"wp-image-22\" style=\"width:499px;height:auto\" srcset=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-7.jpg 323w, https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-7-214x300.jpg 214w\" sizes=\"auto, (max-width: 323px) 100vw, 323px\" \/><\/figure>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><em>JET 100815 discharge experimental vs. calculated 2\/1 mode (a) amplitude, (b) frequency and (c) location. The grey modelled location error bars are due to the HRTS data errors input. The pink experimental location error bars are the differences between the two consecutive ECE channels positions that bound the phase jump at the resonant surface.<\/em><em><\/em><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">&nbsp;<\/h1>\n\n\n\n<h3 class=\"wp-block-heading has-accent-3-color has-text-color has-link-color has-x-large-font-size wp-elements-5f3aee793da1ad7b47b8017c420ea789\"><strong>Publications:<\/strong><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">&nbsp;<\/h3>\n\n\n\n<h3 class=\"wp-block-heading has-accent-3-color has-text-color has-link-color has-large-font-size wp-elements-286df7271db1c7af4491dc72b2b952bd\"><strong>Papers<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a>Craciunescu, T., Murari, A., Rossi, R., Vega, J., Gelfusa, M., Symbolic dynamics for disruption prediction in case of data scarcity and diagnostic limitations (2025) Plasma Physics and Controlled Fusion, 67 (8), art. no. 085009DOI: 10.1088\/1361-6587\/adf463<\/a><\/li>\n\n\n\n<li>G. Miron et al, A theoretical method for mode localization, Nuclear Fusion 65 (2025) 056031, https:\/\/doi.org\/10.1088\/1741-4326\/adcc42<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>D.I. Palade and L.M. Pom\u00e2rjanschi, Effects of neoclassical dynamics and equilibrium on turbulent transport in tokamaks, submitted to Physics of Plasmas.<\/li>\n\n\n\n<li>D.I. Palade and L.M. Pom\u00e2rjanschi, \u201cT3ST code: turbulent transport in tokamaks via stochastic trajectories\u201d, 2025 Nucl. Fusion 65 086007.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Rossi, R., Murari, A., Craciunescu, T., Wyss, I., Mazon, D., Pau, A., Costantini, A., Gelfusa, M., Time-resolved, physics-informed neural networks for tokamak total emission reconstruction and modelling (2025) Nuclear Fusion, 65 (3), art. no. 036030 DOI: 10.1088\/1741-4326\/adb3bc<\/li>\n\n\n\n<li>Rutigliano, N., Rossi, R., Murari, A., Gelfusa, M., Craciunescu, T., Mazon, D., Gaudio, P., Physics-informed neural networks for the modelling of interferometer-polarimetry in tokamak multi-diagnostic equilibrium reconstructions (2025) Plasma Physics and Controlled Fusion, 67 (6), art. no. 065029 DOI: 10.1088\/1361-6587\/addde6<\/li>\n\n\n\n<li>Peluso, E., Craciunescu, T., Apruzzese, G.M., Belpane, A., Palomba, S., Senni, L., D&#8217;Agostino, V., Gelfusa, M., Gaudio, P., Boncagni, L., Maximum likelihood bolometric tomography for DTT diagnostic design<br>(2025) Fusion Engineering and Design, 215, art. no. 114947 DOI: 10.1016\/j.fusengdes.2025.114947<\/li>\n\n\n\n<li>Peluso, E., Apruzzese, G.M., Belpane, A., Palomba, S., Senni, L., Giovannozzi, E., D&#8217;Agostino, V., Craciunescu, T., Gelfusa, M., Gaudio, P., Boncagni, L., Initial design of a real-time and an intershot bolometric data exploitation strategy for DTT, (2025) Journal of Instrumentation, 20 (5), art. no. C05001 DOI: 10.1088\/1748-0221\/20\/05\/C05001<\/li>\n\n\n\n<li>R.Rossi, A.Murari, T.Craciunescu, N.Rutigliano, I.Wyss, J.Vega, P.Gaudio, M.Gelfusa, On the Use of Autoencoders to Study the Dynamics and the Causality Relations of Complex Systems with Applications to Nuclear Fusion, Computer Physics Communications, in review.<\/li>\n\n\n\n<li>Marcer, G., Dal Molin, A., Nocente, M., Rebai, M., Rigamonti, D., Angelone, M., Bracco, A., Camera, F., Cazzaniga, C., Craciunescu, T., Croci, G., Dalla Rosa, M., Fugazza, S.L., Giacomelli, L., Gorini, G., Kazakov, Y., Khilkevitch, E., Muraro, A., Panontin, E., Perelli Cippo, E., Pillon, M., Putignano, O., Scionti, J., Shevelev, A., Tardocchi, M., Absolute measurement of the deuterium-tritium reaction gamma-ray emission in magnetic confinement fusion plasmas, (2025) Nuclear Fusion, 65 (8), art. no. 086036 DOI: 10.1088\/1741-4326\/adeea7<\/li>\n\n\n\n<li>F.A. D\u2019Isa, S. Soare, A. Fassina, N. Hajnal, A. Kornev, A. Makarov, Y. Ohtani, M. Akimitsu, J. Ayllon-Guerola, M. Cavinato, L. Giudicotti, G. Phillips, V. Raimondi, C. Sozzi, R. Pasqualotto, JT-60SA edge Thomson scattering procurement and tests, Fusion Engineering and Design, Volume 220, 2025,&nbsp; 115300, <a href=\"https:\/\/doi.org\/10.1016\/j.fusengdes.2025.115300\">https:\/\/doi.org\/10.1016\/j.fusengdes.2025.115300<\/a>.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading has-accent-3-color has-text-color has-link-color has-large-font-size wp-elements-ad74e4700dc17a977fc2a9a99ba222f2\"><strong>Conferences<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A. Murari, R. Rossi, T. Craciunescu, J. Vega, M. Gelfusa, When Explainable AI is not enough: Informed Machine Learning to Combine Fidelity and Interpretability, Sixth IAEA Technical Meeting on Fusion Data Processing, Validation and Analysis9\u201312 Sept 2025, Fudan University, Shanghai, China&nbsp;(oral)<\/li>\n\n\n\n<li>T. Craciunescu, A. Murari, R. Rossi,M. Gelfusa,&nbsp;Prediction of Fusion Plasma Disruption Prediction based on Time Series Complexity Changes Detection,&nbsp;8th&nbsp;CHAOS&nbsp;2025 International Conference will take place in Athens, Greece, 17 &#8211; 20 June, 2025&nbsp;(oral)<\/li>\n\n\n\n<li>T. Craciunescu, A. Murari, R. Rossi,M. Gelfusa,&nbsp;Nuclear Fusion Plasma Disruptions Forecasting by Time Series Analysis,&nbsp;11th International conference on Time Series and Forecasting,&nbsp;&nbsp;ITISE 2025,&nbsp;July-16th-18th, 2025, Gran Canaria, Spain (poster)<\/li>\n\n\n\n<li>T. Craciunescu, A. Murari, R. Rossi, J. Vega, M. Gelfusa, Time series methods for fusion plasma disruption prediction,&nbsp;Sixth IAEA Technical Meeting on Fusion Data Processing, Validation and Analysis9\u201312 Sept 2025, Fudan University, Shanghai, China&nbsp;(oral)<\/li>\n\n\n\n<li>L.M. Pom\u00e2rjanschi, D.I. Palade, Neoclassical Effects on Turbulent Transport in Tokamak Devices, 51st EPS Conference on Plasma Physics, 7 \u2013 11 July 2025, Vilnius, Lithuania (poster);<\/li>\n\n\n\n<li>L.M. Pom\u00e2rjanschi, D.I. Palade, Collisional Effects on Turbulent Transport in Tokamak Devices, International Conference on Plasma Physics and Applications (CPPA), 3 \u2013 5 Sept. 2025, Bucharest, Romania (poster).<\/li>\n\n\n\n<li>M. Gelfusa, R. Rossi, T. Craciunescu, J. Vega,, A. Murari, A Comprehensive Strategy of Disruption Prediction to Avoid the Collapse of the Configuration in the Next Generation of Tokamak Devices, , Sixth IAEA Technical Meeting on Fusion Data Processing, Validation and Analysis9\u201312 Sept 2025, Fudan University, Shanghai, China&nbsp;(oral)<\/li>\n\n\n\n<li>I. Wyss, A. Murari, T. Craciunescu, R. Rossi, M. Gelfusa, Latest Developments of the Maximum Likelihood Approach to Tomography for both Offline and Real Time Investigation of the Total Emission of Radiation, Validation and Analysis9\u201312 Sept 2025, Fudan University, Shanghai, China&nbsp;(oral)<\/li>\n\n\n\n<li>R. Rossi M. Gelfusa, T. Crraciunescu, J. Vega, A. Murari, Avoiding the Collapse of the Tokamak Configuration: an AI based Control Strategy for Reactor Grade Devices, International Conference on Diagnostics For Fusion Reactors: the Burning Plasma Era (ICFRD2025), 1\u20135 Sept 2025 Varenna, Villa Monastero (oral)<\/li>\n\n\n\n<li>G. Miron et al, Testing the modes coupling effect on flux pumping in plasmas, P4.194, 51st EPS Conference on Plasma Physics, 7-11 July 2025, Vilnius, Lithuania.<\/li>\n\n\n\n<li>D.I. Palade, \u201cT3ST code: Turbulent Transport in Tokamaks via Stochastic Trajectories\u201d, 51st EPS Conference on Plasma Physics, 7 \u2013 11 July 2025, Vilnius, Lithuania; (poster)<\/li>\n\n\n\n<li>D.I. Palade, \u201cNon-linear transport coefficients in inhomogeneous magnetized plasmas\u201d, International Conference on Plasma Physics and Applications (CPPA), 3 \u2013 5 Sept. 2025, Bucharest, Romania (oral)<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"has-xx-large-font-size wp-block-paragraph\"><strong>Participarea Romaniei la EUROfusion WPTE-SA si cercetari complementare<\/strong><\/p>\n\n\n\n<h1 class=\"wp-block-heading has-large-font-size\"><strong>Director de proiect:<\/strong> <\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">Teddy Craciunescu (INFLPR)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">e<strong><em>mail:<\/em><\/strong><a href=\"mailto:teddy.craciunescu@inflpr.ro\"><strong><em>teddy.craciunescu@inflpr.ro<\/em><\/strong><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-large-font-size\"><strong>Partneri:<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Institutul Natuonal pentru Fizica Laserlor, Plasmei si Radiatiei, Magurele, Romania<\/li>\n\n\n\n<li>Institutul National de Cercetare-Dezvoltare pentru Tehnologii Criogenice si Izotopice, ICSI, Ramnicu Valcea, Romania<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading has-large-font-size\"><strong>Echipa de cercetare:<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><em>INFLPR:<\/em><em> <\/em>Teddy Craciunescu, Iulian Gabriel Miron, Drago\u0219 Iustin Palade, Ligia Maria Pom\u00e2rjanschi<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>ICSI: <\/em>Sorin Soare, Marian Cururia<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-large-font-size\"><strong>Parteneri externi:<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>CCFE, Culham Science Center, UK<\/li>\n\n\n\n<li>Consorzio RFX (CNR, ENEA, INFN, Universita\u2019 di Padova, Acciaierie Venete SpA), Padova, Italia<\/li>\n\n\n\n<li>Universitaty of Rome Tor Vergata, Italiy<\/li>\n\n\n\n<li>CIEMAT, Madrid, Spain<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Pachetul de lucru pentru exploatarea Tokamak-urilor (WPTE) este dedicat \u00een principal operarii tokamak-urilor sus\u021binute de EUROfusion (ASDEX Upgrade, MAST-U, TCV, WEST) \u00eentr-o schem\u0103 integrat\u0103, \u00een vederea preg\u0103tirii pentru exploatarea ITER \u0219i a ghid\u0103rii proiect\u0103rii DEMO.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Obiectivul principal al WPTE este de aeoferi baza fizic\u0103 pentru scenariile opera\u021bionale ITER \u0219i DEMO \u00eentr-o abordare integrat\u0103 unic\u0103 la nivel european, utiliz\u00e2nd ma\u0219ini cu capacit\u0103\u021bi, dimensiuni \u0219i parametri diferi\u021bi. \u00centruc\u00e2t nicio instala\u021bie nu are posibilitatea de a testa complet scenariile ITER sau DEMO, fiecare instala\u021bie EUROfusion va aborda, \u00eentr-un mod coordonat, diferite aspecte ale scenariilor opera\u021bionale \u00eentr-un anumit interval opera\u021bional. Integrarea cuno\u0219tin\u021belor acumulate pentru predic\u021bie \u00een vederea ITER \u0219i DEMO este asigurat\u0103 prin intermediul unor teorii \u0219i simul\u0103ri remarcabile. Priorit\u0103\u021bile WPTE sunt direct legate de planul de cercetare ITER (<em>https:\/\/wiki.euro-fusion.org\/images\/a\/a0\/Iter_rp.pdf<\/em>) \u0219i de documentul EUROfusion care define\u0219te lacunele \u0219tiin\u021bifice \u00een vederea DEMO: \u201eIncertitudinea cheie a fizicii DEMO \u0219i nevoile de investigare aferente\u201d (<em>https:\/\/wiki.euro-fusion.org\/images\/a\/ad\/Demo_priorities.pdf<\/em>). \u00cen cadrul <em>Orizont Europe<\/em> activit\u0103\u021bile WPTE se concentreaz\u0103 pe obiectivele Misiunii 1 (Regimuri de operare cu plasm\u0103) \u0219i Misiunii 2 (Sistem de evacuare a c\u0103ldurii). &nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A\u0219a cum este subliniat \u00een Foaia de parcurs european\u0103 pentru fuziune, JT-60SA este o instala\u021bie crucial\u0103 \u00een sprijinul ITER \u0219i DEMO. JT-60SA va fi operat \u0219i \u00eembun\u0103t\u0103\u021bit \u00een comun de UE \u0219i Japonia. <em>Fusion for Energy<\/em> (F4E) \u0219i EUROfusion au convenit \u00eempreun\u0103 asupra necesit\u0103\u021bii de a ra\u021bionaliza \u0219i coordona exploatarea viitoare a dispozitivului JT-60SA pentru urm\u0103toarea faz\u0103 de finan\u021bare, BA faza II. La nivelul responsabilit\u0103\u021bilor institu\u021bionale din Europa, F4E \u00ee\u0219i va men\u021bine concentrarea pe proiectare, integrare, construc\u021bie \u0219i \u00eembun\u0103t\u0103\u021biri viitoare, \u00een timp ce EUROfusion \u00ee\u0219i va dedica eforturile definirii \u0219i execut\u0103rii comune a programului \u0219tiin\u021bific, contribu\u021biei la opera\u021biunile cu plasm\u0103 \u0219i exploat\u0103rii diagnosticelor, precum \u0219i furniz\u0103rii de sprijin \u0219tiin\u021bific pentru ma\u0219in\u0103 \u0219i subsisteme. Printre priorit\u0103\u021bile pentru exploatarea JT-60SA, evitarea \u0219i atenuarea perturb\u0103rilor \u0219i a derapajelor nucleare, precum \u0219i proiectarea, integrarea, construc\u021bia \u0219i \u00eembun\u0103t\u0103\u021birile viitoare joac\u0103 un rol central.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h1 class=\"wp-block-heading has-accent-3-color has-text-color has-link-color has-x-large-font-size wp-elements-c5ec4e720593aad73625087d1d8c3802\"><strong>Obiectivele proiectului<\/strong><\/h1>\n\n\n\n<p class=\"has-accent-3-color has-text-color has-link-color has-large-font-size wp-elements-0de12cc99c4bc854f56a5fb477ac104d wp-block-paragraph\"><strong>Metode imagistice pentru predictia diagnostica plasmei si predictia disruptiilor<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Scopul proiectului este de a contribui la dezvoltarea de instrumente imagistice pentru diagnosticarea plasmei. Metodele bazate pe procesarea imaginilor pentru predic\u021bia perturb\u0103rilor vor fi dezvoltate, av\u00e2nd \u00een vedere c\u0103 multe disruptii sunt precedate de anomalii \u00een radiative, \u00een special \u00een scenariile relevante pentru ITER. \u00cen urma dezvolt\u0103rii \u0219i aplic\u0103rii cu succes \u00een JET \u0219i AUG a unei metode de reconstruc\u021bie bolometric\u0103, capabil\u0103 s\u0103 ofere \u0219i o evaluare a incertitudinilor de reconstruc\u021bie, aceast\u0103 metod\u0103 va fi aplicat\u0103 analizei experimentelor din AUG.<\/p>\n\n\n\n<p class=\"has-accent-3-color has-text-color has-link-color wp-elements-ead816f6272d5490eaba8ccb66b3f716 wp-block-paragraph\"><strong>O noua tehnica de localizare a perturbatiilor si utilizarea acesteia in cazul instalatiei tokamak AUG&nbsp;<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A fost livrata o metoda alternativa la tehnicile actuale experimentale de localizare a perturbatiilor, atunci cand acestea din urma sunt inaccesibile sau nesigure. Metoda noastra e testata si pregatita sa fie validata la AUG pentru a fi folosita cu incredere. Determinarea unei locatii precise a perturbatiei reprezinta o preconditie pentru aflarea exacta a amplitudinii acesteia, prin urmare, finalmente, va fi verificata potrivirea cu acuratete a amplitudinii teoretice si experimentale care, practic, valideaza modelul teoretic folosit. Ulterior, va fi aflata amplitudinea campului magnetic-eroare asociat perturbatiei, uzand de un model teoretic imbunatatit care acopera si dinamica acestei marimi fizice.<\/p>\n\n\n\n<p class=\"has-accent-3-color has-text-color has-link-color wp-elements-e575db47279b7943d202c581389c1410 wp-block-paragraph\"><strong>Modelare \u0219i simul\u0103ri numerice ale transportului turbulent \u00een dispozitive tokamak \u00een cadrul WPTE<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Un alt obiectiv central al acestui proiect este legat de caracterizarea transportului turbulent prin metode numerice cu particule test. Pornind de la cercet\u0103ri anterioare (D.I. Palade 2023 Nucl. Fusion 63 046007, D.I. Palade \u2013 \u00een preg\u0103tire), ne propunem s\u0103 dezvolt\u0103m cod, modele de regresie, s\u0103 realiz\u0103m simul\u0103ri numerice \u0219i validare experimental\u0103 pentru configura\u021bii tokamak WPTE personalizate. \u00cen acest mod, vom contribui la \u00een\u021belegerea proceselor fizice care stau la baza transportului \u0219i a rela\u021biei acestora cu parametrii plasmei \u00een regimuri de interes.<\/p>\n\n\n\n<p class=\"has-accent-3-color has-text-color has-link-color wp-elements-098146403a40941284d52e686e8a992a wp-block-paragraph\"><strong>Suport pentru instalarea sistemelor de diagnostica Thomson Scattering si Vacuum Ultraviolet Spectrometer la instalatia tokamak JT-60<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In perioada 2024-2026, echipa \u0219tiin\u021bific\u0103 de la ICSI va participa la testarea, integrarea, instalarea \u0219i punerea \u00een func\u021biune a sistemelor de diagnosticare TS \u0219i VUV pentru JT-60SA, pentru care a asigurat proiectarea mecanic\u0103 \u0219i integrarea tuturor sistemelor legate de mecanic\u0103, precum \u0219i fabricarea tuturor sistemelor proiectate integrate cu optica \u0219i sistemele de detec\u021bie.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">De asemenea, activitatile de cercetare complementare vizeaza atingerea unui set de obiective:<\/p>\n\n\n\n<p class=\"has-accent-3-color has-text-color has-link-color wp-elements-a88afa6c94d034a990ad99a8e1bc3766 wp-block-paragraph\"><strong>Metode de analiza a serrilor temporale pentru predictia disrptiilor in plasma<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Prezentul proiect vizeaz\u0103 dezvoltarea unor predictori de perturb\u0103ri \u00een timp real, capabili s\u0103 ofere o predic\u021bie precis\u0103, dar \u0219i s\u0103 func\u021bioneze cu un num\u0103r minim de semnale, deoarece \u00een primele campanii de dispozitive noi este de obicei disponibil doar un num\u0103r foarte limitat de diagnostice.<\/p>\n\n\n\n<p class=\"has-accent-3-color has-text-color has-link-color wp-elements-395e1b7a8f6c4d4be413368795784367 wp-block-paragraph\"><strong>Aspecte noi ale transportului turbulent bazate pe simul\u0103ri numerice \u0219i re\u021bele neuronale<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Un alt obiectiv al acestui proiect este dezvoltarea unor noi instrumente de evaluare a transportului \u00een dispozitive tokamak, bazate pe re\u021bele neuronale, precum \u0219i abordarea unor \u00eentreb\u0103ri deschise legate de interac\u021biunea dintre transportul neoclasic \u0219i cel turbulent \u0219i de influen\u021ba rota\u021biei forfecate asupra turbulen\u021bei \u0219i transportului.<\/p>\n\n\n\n<p class=\"has-accent-3-color has-text-color has-link-color wp-elements-2028323315fba3f4960eb9b24808bcba wp-block-paragraph\"><strong>Validatarea la instalatia tokamak JET a modelelor de localizare a perturbatiilor si de descriere a dinamicii perturbatiilor blocate<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A fost propusa o metoda de regasire precisa a locatiei perturbatiilor MHD ale plasmei instalatiei tokamak JET, in campanii de descarcari dedicate, bazata pe noua noastra metoda teoretica ce nu mai necesita folosirea de date diagnostice asociate recombinarii schimbului de sarcini sau reconstructiei de echilibru a factorului de siguranta al plasmei. Comportamentul dinamic al asa-numitor instabilitati blocate din plasma (in rezonanta stransa cu perturbatii externe plasmei, in mod obisnuit) va fi determinat si comparat cu rezultatele experimentale via dinamica amplitudinii instabilitatilor, astfel incat modelul teoretic folosit sa fie validat si la JET. Se va verifica daca blocajul se datoreaza cuplajului resonant al perturbatiei cu campului magnetic-eroare asociat sau nu.<\/p>\n\n\n\n<h1 class=\"wp-block-heading has-accent-3-color has-text-color has-link-color has-x-large-font-size wp-elements-bb01665c578309ef120a170d7ce71503\"><strong>Results:<\/strong><\/h1>\n\n\n\n<p class=\"has-accent-3-color has-text-color has-link-color has-x-large-font-size wp-elements-50c5b6a5880028e2e270944e4f5c9c4a wp-block-paragraph\"><strong>2024-<\/strong><strong>2025<\/strong><strong><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Participarea rom\u00e2neasc\u0103 la WPTE cuprinde suportul de diagnosticare pentru experimentele AUG efectuate la tokamak-ul ASDEX Upgrade. Codul bolometric de Maxim\u0103 Probabilitate a fost utilizat pentru experimentele RT-01 \u201e Core-Edge-SOL integrated H- mode scenario compatible with exhaust constraints in support of ITER \u201d \u0219i RT-02: \u201e Physics understanding of alternatives to Type-I ELM regime\u201d. Metoda ML a fost, de asemenea, utilizat\u0103 pentru proiectarea diagnostic\u0103rii bolometrice pentru Facilitatea de Testare a Tokamak-ului Divertor (DTT, Italia).<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"873\" height=\"369\" src=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image.png\" alt=\"\" class=\"wp-image-24\" srcset=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image.png 873w, https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-300x127.png 300w, https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-768x325.png 768w\" sizes=\"auto, (max-width: 873px) 100vw, 873px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center has-medium-font-size wp-block-paragraph\"><em>Bolometry analysis for the AUG pulse #43046 and radiated profiles<\/em><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Au fost dezvolta\u021bi algoritmi inovatori care sporesc precizia proceselor de inversie bolometric\u0103, asigur\u00e2nd astfel rezultate fiabile pentru \u00een\u021belegerea fizicii, modelare \u0219i controlul plasmei. Aceast\u0103 lucrare introduce noi metodologii bazate pe retele neuronale de tip PINN (Physics-Informed Neural Networks) pentru a efectua reconstructii tomografice cu emisie rezolvat\u0103 \u00een timp din datele bolometrice. Algoritmul a fost aplicat pentru a reconstrui anomalii radiative specifice, cum ar fi instabilitatile de tip MARFE, \u0219i inelele radiative, la JET. Studiul demonstreaz\u0103 c\u0103 PINN-urile nu numai c\u0103 \u00eembun\u0103t\u0103\u021besc precizia general\u0103 a reconstructiilor tomografice, dar ofer\u0103 \u0219i capabilit\u0103\u021bi avansate precum super-rezolu\u021bia, proiec\u021bia datelor \u0219i automodelare. In acela\u0219i timp, reprezint\u0103 un instrument valoros pentru dezvoltarea metodelor de predic\u021bie a perturb\u0103rilor bazate pe imagini.<\/li>\n\n\n\n<li><span style=\"letter-spacing: -0.1px;\">O retea neuronala de tip PIC-AE (physics-informed autoencoder) este introdus pentru a impune constr\u00e2ngeri fizice sau matematice asupra reprezent\u0103rii latente, permi\u021b\u00e2nd descoperirea dinamicii fundamentale \u0219i a parametrilor modelului. Acesta a fost aplicat modurilor localizate la margini (ELM) \u00een plasmele de fuziune nuclear\u0103 pentru a testa dac\u0103 ELM-urile urmeaz\u0103 un model Lotka-Volterra, iar rezultatele indic\u0103 necesitatea unor modele alternative. Pentru detectarea cauzalit\u0103\u021bii, a fost dezvoltat\u0103 o nou\u0103 metod\u0103 bazat\u0103 pe autoencoder pentru a dep\u0103\u0219i limitele tehnicilor tradi\u021bionale. Aceast\u0103 nou\u0103 abordare identific\u0103 cu precizie rela\u021biile cauzale, oferind \u00een acela\u0219i timp o m\u0103sur\u0103 probabilistic\u0103 a intensit\u0103\u021bii acestora. Aplicat\u0103 datelor de fuziune nuclear\u0103, aceasta a confirmat influen\u021ba cauzal\u0103 a \u00eenc\u0103lzirii prin rezonan\u021b\u0103 ciclotronic\u0103 ionic\u0103 (ICRH) asupra accidentelor din\u021bi de fier\u0103str\u0103u, aliniindu-se cu descoperirile anterioare ob\u021binute prin diferite metodologii \u0219i extinz\u00e2nd analiza la domeniul spatio-temporal.<\/span><\/li>\n\n\n\n<li>I<span style=\"letter-spacing: -0.1px;\">n aceast\u0103 etap\u0103, echipa proiectului s-a concentrat, de asemenea, pe dezvoltarea unor modele de regresie pentru transportul turbulent ionic \u00een dispozitivele WPTE. Aceste modele vor fi ulterior testate \u0219i comparate cu date experimentale \u0219i rezultate girocinetice. Lucrarea de fa\u021b\u0103 a avut ca scop stabilirea metodologiei pentru construirea unor astfel de instrumente \u00eenaintea unei campanii de validare. Ca etap\u0103 preg\u0103titoare, au fost realizate teste suplimentare, corec\u021bii \u0219i \u00eembun\u0103t\u0103\u021biri de programare ale codului propriu T3ST, care evalueaz\u0103 coeficien\u021bii de transport \u00een echilibre axisimetrice de tokamak utiliz\u00e2nd c\u00e2mpuri aleatoare generate sintetic ca substitut pentru turbulen\u021ba electrostatic\u0103.Au fost selectate dou\u0103 desc\u0103rc\u0103ri reprezentative, TCV (#81500) \u0219i WEST (#54178). Fi\u0219ierele de echilibru G-EQDSK au fost extrase de pe serverele LAC \u0219i Cephelee \u0219i preprocesate folosind scripturi Wolfram Mathematica dezvoltate \u00een etapele anterioare ale proiectului. Din cauza datelor experimentale limitate, turbulen\u021ba \u00een aceste cazuri a fost modelat\u0103 folosind spectrul standard de tip drift ITG\/TEM al T3ST, permi\u021b\u00e2nd varia\u021bia independent\u0103 a parametrilor \ud835\udef7, \ud835\udf06\u2093, \ud835\udf06\ud835\udc66, \ud835\udf06\ud835\udc67, \ud835\udf0f\ud835\udc50, \ud835\udc58\u2080 \u0219i \ud835\udc3f\ud835\udc5b.<\/span><\/li>\n\n\n\n<li>Au fost efectuate dou\u0103 seturi de simul\u0103ri. \u00cen primul, parametrii individuali ai turbulen\u021bei au fost varia\u021bi pe intervale relevante, ar\u0103t\u00e2nd c\u0103 aproxima\u021biile Pad\u00e9 (2,2) descriu cu acurate\u021be dependen\u021bele de un singur parametru \u0219i reproduc tendin\u021bele analitice cunoscute. Al doilea set, mai extins (1000 de rul\u0103ri), a explorat \u00eentregul spa\u021biu 5D (\ud835\udef7, \ud835\udf06\u2093, \ud835\udf06\ud835\udc66, \ud835\udc58\u2080, \ud835\udc3f\ud835\udc5b) pentru a ajusta un model de regresie Pad\u00e9 (3,3) pentru coeficien\u021bii de transport. Modelul a atins erori globale sub 20%, cu o acurate\u021be mai mare pentru difuzie dec\u00e2t pentru convec\u021bie. Cazul WEST a prezentat performan\u021be generale mai bune, probabil datorit\u0103 geometriei magnetice mai pu\u021bin alungite \u0219i mai pu\u021bin triunghiulare.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"250\" height=\"219\" src=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-9.jpg\" alt=\"\" class=\"wp-image-27\" style=\"width:396px;height:auto\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"298\" height=\"224\" src=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-10.jpg\" alt=\"\" class=\"wp-image-28\" style=\"width:411px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><em>(St\u00e2nga) Proiec\u021bia \u00een plan poloidal a distribu\u021biei particulelor test de tip gyrocentru ob\u021binut\u0103 \u00een regim asimptotic. Linia neagr\u0103 indic\u0103 LCFS, iar linia portocalie tubul de flux local (TCV #81500). (Dreapta) Grafic de regresie care compar\u0103 difuziile (st\u00e2nga) \u0219i convec\u021biile (dreapta) ob\u021binute cu codul T3ST (axa x) \u0219i modelul de regresie (axa y) pentru baza de date de antrenare (ro\u0219u) \u0219i setul de validare (albastru). Validitatea predic\u021biilor regresiei poate fi evaluat\u0103 urm\u0103rind linia <\/em><em>\ud835\udc66<\/em><em> = <\/em><em>\ud835\udc65<\/em><em> (negru) \u0219i limitele <\/em><em>\ud835\udc66<\/em><em> = (100 \u00b1 20%)<\/em><em>\ud835\udc65<\/em><em> (verde). Datele sunt ob\u021binute pentru cazul desc\u0103rc\u0103rii WEST #54718 la t = 1 s \u0219i la raz\u0103 median\u0103, dominat\u0103 de turbulen\u021b\u0103 de tip ITG.<\/em><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Importanta determinarii profilului factorului de siguranta 1 este legata de perturbatia centrala de tip 1\/1, care se dezvolta fie ca un fenomen de reconectare declansat de un factor de siguranta in axa magnetica subunitar, fie ca o perturbatie 1\/1 de tip de inter-schimb, atunci c\u00e2nd factorul de siguranta \u00een apropierea axei magnetice este usor supraunitar; ambele fenomene determina o aplatizare a temperaturii centrale si conduc ulterior la restabilirea unui profil al factorului de siguranta care previne aparitia unui profil de tip \u201edinte de fierestrau\u201d (sawtooth). A fost propus un model teoretic pentru a descrie modul 1\/1 si pentru a afla \u00een continuare profilul dinamic al factorului de siguranta in axa magnetica, ca indicator al activitatii de tip sawtooth sau al declansarii mecanismului de pompare a fluxului magnetic. Amplitudinea c\u00e2mpului magnetic-eroare corespunzator modului 1\/1 este furnizata pentru a verifica influenta acestuia asupra dinamicii perturbatiei centrale, care ar putea afecta fenomenele ulterioare legate de stabilitatea centrala a plasmei. \u00cen acest scop, indiferent daca localizarea modului este disponibila sau nu, suntem capabili sa o determinam teoretic.<img loading=\"lazy\" decoding=\"async\" width=\"299\" height=\"439\" src=\"blob:https:\/\/wpte-sa-ro.tomography.inflpr.ro\/8a71c260-6baf-4ee7-9652-893f794ab724\"><\/li>\n<\/ul>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><em>Descarcarea AUG nr. 36663: (a) amplitudinea experimentala vs teoretica a perturbatiei 1\/1 si a campului magnetic-eroare asociat, (b) frecventa perturbatiei 1\/1 experimentala vs teoretica si&nbsp; (c) locatia calculata a modului 1\/1.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Sistemul de \u00eempr\u0103\u0219tiere Thomson (TS) al JT-60SA este necesar pentru a m\u0103sura profilele temperaturii electronilor (Te) \u0219i densit\u0103\u021bii electronilor (ne) \u0219i reprezint\u0103 un diagnostic standard \u00een experimentele de tip tokamak. Deoarece laserele YAG pot func\u021biona la putere ridicat\u0103 \u0219i cu o rat\u0103 mare de repeti\u021bie, un sistem de \u00eempr\u0103\u0219tiere Thomson utiliz\u00e2nd un laser YAG (sistem Thomson YAG) poate m\u0103sura evolu\u021bia temporal\u0103 a profilelor Te \u0219i ne pe \u00eentreaga durat\u0103 a desc\u0103rc\u0103rii. Sistemul Thomson YAG a fost utilizat \u00een JT-60U \u0219i va fi reutilizat \u0219i \u00een JT-60SA. Ulterior, s-a decis achizi\u021bionarea unui nou laser.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Dou\u0103 diagnostice de \u00eempr\u0103\u0219tiere Thomson sunt planificate s\u0103 fie instalate pe JT-60SA pentru a m\u0103sura profilele temperaturii \u0219i densit\u0103\u021bii electronilor \u00een plasma, \u00een planul ecuatorial: unul dedicat regiunii centrale a plasmei (P2), iar cel\u0103lalt regiunii de margine (P1). P1 e\u0219antioneaz\u0103 profilul de margine cu 50 de pozi\u021bii spa\u021biale, iar P2 profilul central cu 46 de pozi\u021bii, corespunz\u00e2nd unui num\u0103r de 96 de fascicule de fibre optice \u0219i 96 de policromatoare. Unele dintre canalele P1 vor fi utilizate pentru m\u0103sur\u0103tori \u00een regiunea central\u0103.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Acest proiect abordeaz\u0103 exclusiv sistemul P1 (regiunea de margine). Rezultatele ob\u021binute \u00een cursul anului 2025 se refer\u0103 la fabricarea sistemului TS \u0219i a spectrometrului VUV.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"850\" height=\"278\" src=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-1.png\" alt=\"\" class=\"wp-image-29\" srcset=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-1.png 850w, https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-1-300x98.png 300w, https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-1-768x251.png 768w\" sizes=\"auto, (max-width: 850px) 100vw, 850px\" \/><\/figure>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><em>Sistemul VUV cuplat la camera de vid a fost ambalat <\/em><em>\u0219<\/em><em>i expediat c<\/em><em>\u0103<\/em><em>tre ENEA (sosire la ENEA, Roma, la 18 septembrie 2025).<\/em><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"937\" height=\"551\" src=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-2.png\" alt=\"\" class=\"wp-image-30\" srcset=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-2.png 937w, https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-2-300x176.png 300w, https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-2-768x452.png 768w\" sizes=\"auto, (max-width: 937px) 100vw, 937px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center has-medium-font-size wp-block-paragraph\"><em>Sistemul de diaganoza TS livrat la QST, Naka, Japonia, 2025<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The main results obtained in the framework of the complementary research are the followings:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Disruptiile reprezint\u0103 un poten\u021bial obstacol \u00een calea dezvolt\u0103rii unui reactor de fuziune tomakak. Deoarece consecin\u021bele lor pot fi cu at\u00e2t mai severe cu c\u00e2t dispozitivele sunt mai mari, \u00een urm\u0103toarea genera\u021bie de ma\u0219ini acestea vor trebui gestionate cu aten\u021bie de la \u00eenceputul func\u021bion\u0103rii. Pe de alt\u0103 parte, \u00een cazul noilor dispozitive care intr\u0103 \u00een func\u021biune, acoperirea diagnostic\u0103 este de obicei limitat\u0103 \u0219i nu va exista nicio oportunitate de a colecta multe exemple pentru antrenarea clasificatorilor tradi\u021bionali de \u00eenv\u0103\u021bare automat\u0103. Prin urmare, este important s\u0103 se dezvolte predictori care pot func\u021biona \u00een mod ideal satisf\u0103c\u0103tor f\u0103r\u0103 antrenament \u0219i cu informa\u021bii de diagnostic minime. O tehnic\u0103 capabil\u0103 s\u0103 satisfac\u0103 aceste cerin\u021be este descris\u0103 \u00een lucrarea de fa\u021b\u0103. Aceasta se bazeaz\u0103 pe convertirea seriei temporale de semnale macroscopice de baz\u0103, cum ar fi curentul plasmatic sau amplitudinea modului blocat, \u00eentr-un \u0219ir de simboluri, \u00eenainte de cuantificarea complexit\u0103\u021bii secven\u021belor rezultate cu entropia de permutare. Aplicarea la un set mare de date de desc\u0103rc\u0103ri de JET cu un perete metalic a oferit rezultate foarte interesante. Pe l\u00e2ng\u0103 performan\u021bele statistice bune, timpii de avertizare sunt suficien\u021bi nu numai pentru atenuare, ci \u0219i pentru prevenirea majorit\u0103\u021bii evenimentelor perturbatoare. Transferul tehnicii la JET cu un perete de carbon a fost, de asemenea, destul de \u00eencurajator \u0219i, prin urmare, se propune implementarea abord\u0103rii \u00een ma\u0219ini noi, cum ar fi JT-60SA \u0219i DTT.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"936\" height=\"361\" src=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-3.png\" alt=\"\" class=\"wp-image-31\" srcset=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-3.png 936w, https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-3-300x116.png 300w, https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-3-768x296.png 768w\" sizes=\"auto, (max-width: 936px) 100vw, 936px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-left has-medium-font-size wp-block-paragraph\"><em>Evolu<\/em><em>\u021b<\/em><em>ia <\/em><em>\u00ee<\/em><em>n timp a semnalelor brute cu negru <\/em><em>\u0219<\/em><em>i entropia de permutare corespunz<\/em><em>\u0103<\/em><em>toare H cu albastru pentru unele desc<\/em><em>\u0103<\/em><em>rc<\/em><em>\u0103<\/em><em>ri reprezentative. <\/em><em>Primele dou<\/em><em>\u0103<\/em><em> r<\/em><em>\u00e2<\/em><em>nduri: curentul plasmatic I. Ultimele dou<\/em><em>\u0103<\/em><em> r<\/em><em>\u00e2<\/em><em>nduri: amplitudinea modului blocat ML. Linia ro<\/em><em>\u0219<\/em><em>ie vertical<\/em><em>\u0103<\/em><em> indic<\/em><em>\u0103<\/em><em> <\/em><em>\u00ee<\/em><em>nceputul stingerii curentului.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>.<\/strong><\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>Statistici generale ale rezultatelor ob\u021binute pentru desc\u0103rc\u0103rile disruptive ale bazei de date JET cu peretele metalic utiliz\u00e2nd semnalul de amplitudine \u00een mod blocat.<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\">&nbsp;<\/td><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\">Correct predictions %<\/td><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\">Missed disruptions %<\/td><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\">Early Alarms %<\/td><td class=\"has-text-align-center\" data-align=\"center\">Tardy Alarms %<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">False Alarms %<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\">Dinamica simbolica<\/td><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\"><strong>&nbsp;<\/strong> 97.64<\/td><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\"><strong>&nbsp;<\/strong> 0.0<\/td><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\"><strong>&nbsp;<\/strong> 2.14<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.22<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">7.27<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\">Amorsarea regimului haotic<\/td><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\"><strong>&nbsp;<\/strong> 96.2<\/td><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\"><strong>&nbsp;<\/strong> 2.34<\/td><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"2\"><strong>&nbsp;<\/strong> 1.4<\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>&nbsp;<\/strong> 0.06<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">6.30<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Schimbare de paradigma<\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>&nbsp;<\/strong> 98.6<\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>&nbsp;<\/strong> 1.17<\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>&nbsp;<\/strong> 1.4<\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>&nbsp;<\/strong> 0.20<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u00cen cursul anului 2025 a fost studiat\u0103 interac\u021biunea dintre transportul neoclasic \u0219i cel turbulent \u00een plasmele de tokamak, utiliz\u00e2nd codul T3ST recent dezvoltat (un cod lagrangian cu particule test) \u0219i concentr\u00e2ndu-se asupra modului \u00een care coliziunile \u0219i turbulen\u021ba influen\u021beaz\u0103 \u00eempreun\u0103 fluxurile de particule. O motiva\u021bie central\u0103 a lucr\u0103rii este testarea a dou\u0103 ipoteze folosite in teoria transportului turbulent \u00een fuziune: P1: fluxurile de particule totale sunt egale cu suma contribu\u021biilor neoclasice \u0219i turbulente calculate independent; P2: fluxurile neoclasice dispar \u00een absen\u021ba coliziunilor. Pentru a analiza aceste ipoteze, am introdus o nou\u0103 descompunere a fluxului de particule \u00een subcomponente neoclasice \u0219i turbulente, fiecare asociat\u0103 cu coeficien\u021bi de transport par\u021biali deriva\u021bi din traiectorii lagrangiene. Rezultatele noastre analitice \u0219i numerice arat\u0103 c\u0103 P1 este formal incorect\u0103: atunci c\u00e2nd sunt prezente at\u00e2t coliziuni, c\u00e2t \u0219i turbulen\u021b\u0103, apare o difuzie sinergic\u0103, aproximativ propor\u021bional\u0103 cu produsul coeficien\u021bilor de difuzie neoclasici \u0219i turbulen\u021bi calcula\u021bi separat. Aceast\u0103 sinergie amplific\u0103 fluxurile turbulente, \u00een timp ce fluxurile neoclasice r\u0103m\u00e2n \u00een mare parte neafectate de turbulen\u021b\u0103. \u00cen schimb, P2 este valid\u0103: componenta neoclasic\u0103 a transportului dispare \u00eentr-adev\u0103r atunci c\u00e2nd turbulen\u021ba este prezent\u0103, dar coliziunile lipsesc. \u00cen final, am investigat modul \u00een care parametrii echilibrului magnetic, precum factorul de siguran\u021b\u0103, forfecarea magnetic\u0103 \u0219i razele major\u0103 \u0219i minor\u0103, influen\u021beaz\u0103 transportul turbulent. Am constatat c\u0103 aceste dependen\u021be apar \u00een mod natural din structura traiectoriilor neoclasice \u00een cadrul propagatorului lagrangian.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"232\" src=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image.jpeg\" alt=\"\" class=\"wp-image-19\" style=\"width:645px;height:auto\" srcset=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image.jpeg 600w, https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-300x116.jpeg 300w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><em>Difuzia sinergica<\/em><em> <\/em><em>exact<\/em><em>\u0103<\/em><img loading=\"lazy\" decoding=\"async\" width=\"31\" height=\"16\" src=\"blob:https:\/\/wpte-sa-ro.tomography.inflpr.ro\/2eabe96f-e6fd-4b83-a776-c0393b2a8f89\"><em>(ro<\/em><em>\u0219<\/em><em>u) <\/em><em>\u0219<\/em><em>i aproxima<\/em><em>\u021b<\/em><em>ia sa de interpolare (albastru) ca func<\/em><em>\u021b<\/em><em>ii de <\/em><img loading=\"lazy\" decoding=\"async\" width=\"10\" height=\"16\" src=\"blob:https:\/\/wpte-sa-ro.tomography.inflpr.ro\/cdaf6756-1cc2-431d-b1bb-0b3e6979d04e\"><em>&nbsp;<\/em><em>\u0219<\/em><em>i <\/em><img loading=\"lazy\" decoding=\"async\" width=\"13\" height=\"16\" src=\"blob:https:\/\/wpte-sa-ro.tomography.inflpr.ro\/dbd3390c-a963-4ce2-9eea-0b8d9401e7b0\"><em>(a). Histograma raportului dintre valorile exacte <\/em><em>\u0219<\/em><em>i cele aproximative pe grila 2D (b).<\/em><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2022&nbsp;&nbsp;&nbsp; E prezentata, pe scurt, o noua metoda de localizare a perturbatiilor din instalatia tokamak JET, bazata pe cunoasterea amplitudinii acestora. Pornind de la testarea cu succes a modelului perturbatiilor MHD (Miron (JET Contributors) 2021 Nucl. Fusion 61 106016) \u00een raport cu rezultatele experimentale de la JET, modelul e implementat inversat pentru a determina localizarea modurilor. Amplitudinea modului experimental joaca, de data aceasta, rolul datelor de intrare, cu scopul de a obtine, \u00een mod invers, locatia perturbatiilor. Precizia locatiei calculate este conditionata de o buna regasire teoretica a amplitudinii si frecventei experimentale a modului. Pe baza conditiilor initiale alese, locatia de determinat este cea asociata cu cea mai buna regasire posibila mentionata. Fiabilitatea modelului nostru asigura, \u00een esenta, determinarea locatiei adecvate. Nu se utilizeaza profiluri de date privind factorul de siguranta si viteza de rotatie a plasmei. Metoda a fost testata si verificata intensiv pentru a deveni o alternativa valida la tehnicile obisnuite de localizare a perturbatiilor.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"287\" height=\"454\" src=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-5.jpg\" alt=\"\" class=\"wp-image-21\" style=\"width:410px;height:auto\" srcset=\"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-5.jpg 287w, https:\/\/wpte-sa-ro.tomography.inflpr.ro\/wp-content\/uploads\/2026\/05\/image-5-190x300.jpg 190w\" sizes=\"auto, (max-width: 287px) 100vw, 287px\" \/><\/figure>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><em>Descarcarea JET nr. 100815: Valorile experimentala vs. calculata ale (a) amplitudinii, (b) frecventei si (c) locatiei perturbatiei 2\/1. Barele de eroare gri se datoreaza erorilor datelor de intrare HRTS (furnizoare de date ale temperaturii ionice si vitezei de rotatie toroidala a plasmei). Barele de eroare roz reprezinta diferentele dintre pozitiile a doua canale consecutive ECE (de masurare experimentala a locatiei) ce corespund unei diferenta de faza <\/em><img loading=\"lazy\" decoding=\"async\" width=\"8\" height=\"16\" src=\"blob:https:\/\/wpte-sa-ro.tomography.inflpr.ro\/435b072c-c0c1-4e93-a6fc-dca183e13b0e\"><em>&nbsp;a frecventei la suprafata de rezonanta a perturbatiei 2\/1.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Publicatii:<\/strong><\/h2>\n\n\n\n<p class=\"has-accent-3-color has-text-color has-link-color has-large-font-size wp-elements-e89aafda141804df0f4d31ff15a79ce3 wp-block-paragraph\"><strong>Articole stiintifice<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Craciunescu, T., Murari, A., Rossi, R., Vega, J., Gelfusa, M., Symbolic dynamics for disruption prediction in case of data scarcity and diagnostic limitations (2025) Plasma Physics and Controlled Fusion, 67 (8), art. no. 085009DOI: 10.1088\/1361-6587\/adf463<\/li>\n\n\n\n<li>G. Miron et al, A theoretical method for mode localization, Nuclear Fusion 65 (2025) 056031, https:\/\/doi.org\/10.1088\/1741-4326\/adcc42<\/li>\n\n\n\n<li>D.I. Palade and L.M. Pom\u00e2rjanschi, Effects of neoclassical dynamics and equilibrium on turbulent transport in tokamaks, submitted to Physics of Plasmas.<\/li>\n\n\n\n<li>D.I. Palade and L.M. Pom\u00e2rjanschi, \u201cT3ST code: turbulent transport in tokamaks via stochastic trajectories\u201d, 2025 Nucl. Fusion 65 086007.<\/li>\n\n\n\n<li>Rossi, R., Murari, A., Craciunescu, T., Wyss, I., Mazon, D., Pau, A., Costantini, A., Gelfusa, M.,&nbsp;Time-resolved, physics-informed neural networks for tokamak total emission reconstruction and modelling (2025) Nuclear Fusion, 65 (3), art. no. 036030 DOI: 10.1088\/1741-4326\/adb3bc<\/li>\n\n\n\n<li>Rutigliano, N., Rossi, R., Murari, A., Gelfusa, M., Craciunescu, T., Mazon, D., Gaudio, P., Physics- informed neural networks for the modelling of interferometer-polarimetry in tokamak multi- diagnostic equilibrium reconstructions (2025) Plasma Physics and Controlled Fusion, 67 (6), art. no. 065029 DOI: 10.1088\/1361-6587\/addde6<\/li>\n\n\n\n<li>Peluso, E., Craciunescu, T., Apruzzese, G.M., Belpane, A., Palomba, S., Senni, L., D&#8217;Agostino, V., Gelfusa, M., Gaudio, P., Boncagni, L., Maximum likelihood bolometric tomography for DTT diagnostic&nbsp;&nbsp;design(2025) Fusion Engineering and Design, 215, art. no. 114947 DOI: 10.1016\/j.fusengdes.2025.114947<\/li>\n\n\n\n<li>Peluso, E., Apruzzese, G.M., Belpane, A., Palomba, S., Senni, L., Giovannozzi, E., D&#8217;Agostino, V., Craciunescu, T., Gelfusa, M., Gaudio, P., Boncagni, L., Initial design of a real-time and an intershot bolometric data exploitation strategy for DTT, (2025) Journal of Instrumentation, 20 (5), art. no. C05001 DOI: 10.1088\/1748-0221\/20\/05\/C05001<\/li>\n\n\n\n<li>R.Rossi, A.Murari, T.Craciunescu, N.Rutigliano, I.Wyss, J.Vega, P.Gaudio, M.Gelfusa, On the Use of Autoencoders to Study the Dynamics and the Causality Relations of Complex Systems with Applications to Nuclear Fusion, Computer Physics Communications, in review.<\/li>\n\n\n\n<li>Marcer, G., Dal Molin, A., Nocente, M., Rebai, M., Rigamonti, D., Angelone, M., Bracco, A., Camera, F., Cazzaniga, C., Craciunescu, T., Croci, G., Dalla Rosa, M., Fugazza, S.L., Giacomelli, L., Gorini, G., Kazakov, Y., Khilkevitch, E., Muraro, A., Panontin, E., Perelli Cippo, E., Pillon, M., Putignano, O., Scionti, J., Shevelev, A., Tardocchi, M., Absolute measurement of the deuterium- tritium reaction gamma-ray emission in magnetic confinement fusion plasmas, (2025) Nuclear Fusion, 65 (8), art. no. 086036 DOI: 10.1088\/1741-4326\/adeea7<\/li>\n\n\n\n<li>F.A. D\u2019Isa, S. Soare, A. Fassina, N. Hajnal, A. Kornev, A. Makarov, Y. Ohtani, M. Akimitsu, J. Ayllon-Guerola, M. Cavinato, L. Giudicotti, G. Phillips, V. Raimondi, C. Sozzi, R. Pasqualotto, JT- 60SA edge Thomson scattering procurement and tests, Fusion Engineering and Design, Volume 220, 2025, 115300, <a href=\"https:\/\/doi.org\/10.1016\/j.fusengdes.2025.115300\">https:\/\/doi.org\/10.1016\/j.fusengdes.2025.115300<\/a>.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading has-accent-3-color has-text-color has-link-color has-large-font-size wp-elements-836c51789437bedf4672ce940846515e\"><strong>Participari la conferinte internationale<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A. Murari, R. Rossi, T. Craciunescu, J. Vega, M. Gelfusa, When Explainable AI is not enough: Informed Machine Learning to Combine Fidelity and Interpretability, Sixth IAEA Technical Meeting on Fusion Data Processing, Validation and Analysis9\u201312 Sept 2025, Fudan University, Shanghai, China (oral)<\/li>\n\n\n\n<li>T. Craciunescu, A. Murari, R. Rossi,M. Gelfusa, Prediction of Fusion Plasma Disruption Prediction based on Time Series Complexity Changes Detection, 8th CHAOS 2025 International Conference will take place in Athens, Greece, 17 &#8211; 20 June, 2025 (oral)<\/li>\n\n\n\n<li>&#8211; T. Craciunescu, A. Murari, R. Rossi,M. Gelfusa, Nuclear Fusion Plasma Disruptions Forecasting by Time Series Analysis, 11th International conference on Time Series and Forecasting, ITISE 2025, July-16th-18th, 2025, Gran Canaria, Spain (poster)<\/li>\n\n\n\n<li>T. Craciunescu, A. Murari, R. Rossi, J. Vega, M. Gelfusa, Time series methods for fusion plasma disruption prediction, Sixth IAEA Technical Meeting on Fusion Data Processing, Validation and Analysis 9\u201312 Sept 2025, Fudan University, Shanghai, China (oral)<\/li>\n\n\n\n<li>L.M. Pom\u00e2rjanschi, D.I. Palade, Neoclassical Effects on Turbulent Transport in Tokamak Devices, 51st EPS Conference on Plasma Physics, 7 \u2013 11 July 2025, Vilnius, Lithuania (poster);<\/li>\n\n\n\n<li>L.M. Pom\u00e2rjanschi, D.I. Palade, Collisional Effects on Turbulent Transport in Tokamak Devices, International Conference on Plasma Physics and Applications (CPPA), 3 \u2013 5 Sept. 2025, Bucharest, Romania (poster).<\/li>\n\n\n\n<li>M. Gelfusa, R. Rossi, T. Craciunescu, J. Vega,, A. Murari, A Comprehensive Strategy of Disruption Prediction to Avoid the Collapse of the Configuration in the Next Generation of Tokamak Devices, Sixth IAEA Technical Meeting on Fusion Data Processing, Validation and Analysis9\u201312 Sept 2025, Fudan University, Shanghai, China (oral)<\/li>\n\n\n\n<li>I. Wyss, A. Murari, T. Craciunescu, R. Rossi, M. Gelfusa, Latest Developments of the Maximum Likelihood Approach to Tomography for both Offline and Real Time Investigation of the Total Emission of Radiation, Validation and Analysis9\u201312 Sept 2025, Fudan University, Shanghai, China (oral)<\/li>\n\n\n\n<li>R. Rossi M. Gelfusa, T. Crraciunescu, J. Vega, A. Murari, Avoiding the Collapse of the Tokamak Configuration: an AI based Control Strategy for Reactor Grade Devices, International Conference on Diagnostics For Fusion Reactors: the Burning Plasma Era (ICFRD2025), 1\u20135 Sept 2025 Varenna, Villa Monastero (oral)<\/li>\n\n\n\n<li>G. Miron et al, Testing the modes coupling effect on flux pumping in plasmas, P4.194, 51st EPS Conference on Plasma Physics, 7-11 July 2025, Vilnius, Lithuania.<\/li>\n\n\n\n<li>D.I. Palade, \u201cT3ST code: Turbulent Transport in Tokamaks via Stochastic Trajectories\u201d, 51st EPS Conference on Plasma Physics, 7 \u2013 11 July 2025, Vilnius, Lithuania; (poster)<\/li>\n\n\n\n<li>D.I. Palade, \u201cNon-linear transport coefficients in inhomogeneous magnetized plasmas\u201d, International Conference on Plasma Physics and Applications (CPPA), 3 \u2013 5 Sept. 2025, Bucharest, Romania (oral)<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Project director: Teddy Craciunescu (INFLPR) email: teddy.craciunescu@inflpr.ro Partners: \u00b7&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; National Institute for Lasers, Plasma and Radiation Physics INFLPR Magurele, Romania \u00b7&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; National Research And Development Institute For Cryogenic And Isotopic Technologies, ICSI, Ramnicu Valcea, Romania &nbsp; Team: INFLPR: Teddy Craciunescu, Iulian Gabriel Miron, Drago\u0219 Iustin Palade, Ligia Maria Pom\u00e2rjanschi ICSI: Sorin Soare, Marian Cururia &nbsp; [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/index.php?rest_route=\/wp\/v2\/posts\/1","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1"}],"version-history":[{"count":4,"href":"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/index.php?rest_route=\/wp\/v2\/posts\/1\/revisions"}],"predecessor-version":[{"id":37,"href":"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/index.php?rest_route=\/wp\/v2\/posts\/1\/revisions\/37"}],"wp:attachment":[{"href":"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wpte-sa-ro.tomography.inflpr.ro\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}