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Machine Learning Applications Enabling Fusion Energy: Recent Developments 实现聚变能源的机器学习应用:最新发展
IF 2.1 4区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2025-09-03 DOI: 10.1007/s10894-025-00509-z
Cristina Rea

Over the last few years, machine learning helped to develop advanced capabilities for fusion energy over a broad range of domains. This includes advanced algorithms to extract information from fusion diagnostics, enhanced algorithms for plasma state estimation and control, accelerated simulation tools to improve predictive capabilities, and expanded modeling capabilities for fusion materials design. This topical collection covers recent developments in machine learning applied research further enabling the path to fusion energy; in particular it covers a wide breadth of fusion subfields – from inertial confinement fusion, to magnetically confined plasma, including high temperature superconducting magnet design and optimization. This editorial summarizes the collection while also providing a critical outlook on how machine learning can be used in the future to accelerate the development of fusion energy as a reliable energy source.

在过去的几年里,机器学习帮助在广泛的领域开发了核聚变能源的先进能力。这包括从聚变诊断中提取信息的先进算法,用于等离子体状态估计和控制的增强算法,用于提高预测能力的加速仿真工具,以及用于聚变材料设计的扩展建模能力。这个专题集涵盖了机器学习应用研究的最新发展,进一步实现了聚变能的路径;特别是它涵盖了广泛的核聚变子领域-从惯性约束核聚变,到磁约束等离子体,包括高温超导磁体的设计和优化。这篇社论总结了这些收集,同时也提供了一个批判性的展望,即未来如何使用机器学习来加速聚变能源作为可靠能源的发展。
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引用次数: 0
Retrospective of the ARPA-E BETHE-GAMOW-Era Fusion Programs and Project Cohorts 回顾ARPA-E bethe - gamow时代的聚变项目和项目队列
IF 2.1 4区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2025-08-30 DOI: 10.1007/s10894-025-00504-4
S. C. Hsu, M. C. Handley, S. E. Wurzel, P. B. McGrath

This paper provides a retrospective of the BETHE (Breakthroughs Enabling THermonuclear-fusion Energy) and GAMOW (Galvanizing Advances in Market-aligned fusion for an Overabundance of Watts) fusion programs of the Advanced Research Projects Agency-Energy (ARPA-E), as well as fusion project cohorts (associated with OPEN 2018, OPEN 2021, and Exploratory Topics) initiated during the same time period (2018–2022). BETHE (announced in 2019) aimed to increase the number of higher-maturity, lower-cost fusion approaches. GAMOW (announced in 2020) aimed to expand and translate research-and-development efforts in materials, fuel cycle, and enabling technologies needed for commercial fusion energy. Both programs had a vision of enabling timely commercial fusion energy while laying the foundation for greater public-private collaborations to accelerate fusion-energy development. Finally, this paper describes ARPA-E’s fusion Technology-to-Market (T2M) activities during this era, which included supporting ARPA-E fusion performers’ commercialization pathways, improving fusion costing models, exploring cost targets for potential early markets for fusion energy, engaging with the broader fusion ecosystem (especially investors and nongovernmental organizations), and highlighting the importance of social license for timely fusion commercialization.

本文回顾了美国能源部高级研究计划局(ARPA-E)的BETHE(实现热核聚变能源的突破)和GAMOW(为过剩的瓦提供符合市场的聚变进展)聚变项目,以及同一时期(2018 - 2022)启动的聚变项目队列(与OPEN 2018、OPEN 2021和探索性主题相关)。BETHE(于2019年宣布)旨在增加更高成熟度、更低成本的聚变方法的数量。GAMOW(于2020年宣布)旨在扩大和转化商业聚变能源所需的材料、燃料循环和使能技术方面的研发工作。这两个项目的愿景都是及时实现核聚变能源的商业化,同时为更大的公私合作奠定基础,以加速核聚变能源的发展。最后,本文描述了ARPA-E在这个时代的聚变技术市场(T2M)活动,包括支持ARPA-E聚变表演者的商业化途径,改进聚变成本模型,探索聚变能源潜在早期市场的成本目标,与更广泛的聚变生态系统(特别是投资者和非政府组织)合作,并强调社会许可对及时聚变商业化的重要性。
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引用次数: 0
EUV and Soft X-ray Spectroscopy of Highly Charged Heavy Ions Using LHD: Research Ranging from Industrial Light Sources to Basic Atomic Physics 用LHD研究高电荷重离子的EUV和软x射线光谱学:从工业光源到基础原子物理的研究
IF 2.1 4区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2025-08-26 DOI: 10.1007/s10894-025-00510-6
Chihiro Suzuki, Fumihiro Koike, Izumi Murakami, Daiji Kato, Naoki Tamura, Nobuyuki Nakamura, Takeshi Higashiguchi, Hiroyuki A. Sakaue, Hayato Ohashi, Motoshi Goto, Takako Kato, Gerard O’Sullivan

This article reviews various achievements in spectroscopy of highly charged ions of a variety of heavy elements injected into the Large Helical Device (LHD) plasmas. We focus on discrete and quasi-continuum spectra observed in extreme ultraviolet (EUV) and soft X-ray wavelength ranges using multiple grazing incidence spectrometers. In particular, the atomic number dependence and temperature dependence of the spectral features have been investigated more comprehensively than ever before over extremely wide ranges based on comparisons with theoretical models and other experimental data. Consequently, the series of studies could provide an experimental database valuable for investigations of basic atomic physics issues specific to highly charged heavy ions, as well as the applications to industrial light source developments.

本文综述了注入大螺旋装置(LHD)等离子体的各种重元素高电荷离子的光谱学研究的各种成果。我们重点研究了在极紫外(EUV)和软x射线波长范围内使用多重掠入射光谱仪观测到的离散和准连续光谱。特别是,在与理论模型和其他实验数据比较的基础上,光谱特征的原子序数依赖性和温度依赖性比以往任何时候都更全面地研究了非常广泛的范围。因此,这一系列研究可以为研究高电荷重离子的基本原子物理问题以及工业光源开发的应用提供一个有价值的实验数据库。
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引用次数: 0
MHD Stability Associated with Vaporization from a Liquid Metal Plasma-Facing Surface 液态金属等离子体表面汽化的MHD稳定性
IF 2.1 4区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2025-08-18 DOI: 10.1007/s10894-025-00505-3
Nopparit Somboonkittichai, Guizhong Zuo, Christopher Albert

This study investigates the density distributions of hydrogen ((mathrm {H^0}) and (mathrm {H^+})) and lithium ((mathrm {Li^0}), (mathrm {Li^+}), (mathrm {Li^{2+}}), and (mathrm {Li^{3+}})) atoms and ions in a magnetized plasma exposed to a liquid lithium surface, and evaluates the potential for magnetohydrodynamic (MHD) instability triggered by pressure variations in the plasma. The physical model employs multiple reaction rate equations for various species and charge states, including net ionization and recombination to describe density distributions. MHD stability is assessed using the energy principle associated with pressure gradients. The analysis is conducted under simplified conditions neglecting curvature and time variations in plasma temperature and toroidal magnetic field. The results strongly suggest that under high central electron temperature, the electron density and total pressure in a plasma with a liquid lithium surface peak in the core–edge transition region. This leads to a steep negative radial pressure gradient, in which a pressure-driven instability is mitigated. This simplified study demonstrates that pressure-driven instability in the edge region can be avoided if an optimal balance is maintained between central electron temperature and vapor flux from the liquid lithium surface.

本研究研究了暴露于液态锂表面的磁化等离子体中氢((mathrm {H^0})和(mathrm {H^+}))和锂((mathrm {Li^0}), (mathrm {Li^+}), (mathrm {Li^{2+}})和(mathrm {Li^{3+}}))原子和离子的密度分布,并评估了等离子体压力变化引发磁流体动力学(MHD)不稳定性的可能性。物理模型采用多种反应速率方程来描述不同的物质和电荷状态,包括净电离和重组,以描述密度分布。利用与压力梯度相关的能量原理评估MHD稳定性。分析是在简化条件下进行的,忽略了等离子体温度和环向磁场的曲率和时间变化。结果表明,在中心电子温度较高的情况下,具有液态锂表面的等离子体的电子密度和总压在核心-边缘过渡区达到峰值。这导致了一个陡峭的负径向压力梯度,从而减轻了压力驱动的不稳定性。这个简化的研究表明,如果中心电子温度和液态锂表面的蒸气通量保持最佳平衡,可以避免边缘区域压力驱动的不稳定性。
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引用次数: 0
Progress in the Development of a W-based Corrosion Barrier for ENEA Liquid Sn-based Divertor Design 用于ENEA液体锡基分流器设计的w基腐蚀屏障的研制进展
IF 2.1 4区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2025-08-18 DOI: 10.1007/s10894-025-00503-5
M. Bugatti, L. Bana, D. Vavassori, M. Iafrati, D. Dellasega, M. Passoni

Experimental research was conducted to develop a corrosion barrier for protecting the copper-chromium-zirconium (CuCrZr) and stainless steel components of future liquid tin divertors. W-based coatings with tailored properties were deposited on planar metallic samples by high power impulse magnetron sputtering (HiPIMS), optimizing the deposition parameters to enhance mechanical properties and improve corrosion resistance. A validation experimental campaign was carried out based on conditions expected in the ENEA liquid metal divertor design. To identify the highest-performing coating, coated samples were exposed to a static droplet of liquid tin at (400,^{circ })C for up to 600 min, followed by post-mortem characterization. The results indicate that tin corrosion is significantly less concerning towards steel and can be effectively prevented under these operating conditions through the developed coatings. On CuCrZr substrates, pure-W coatings demonstrated insufficient corrosion protection and reliability issues, leading to mechanical failure of the barrier. The experiments underlined the importance of substrate preparation and surface defects on corrosion barrier properties. In contrast, W-Al coatings were able to successfully and reliably prevent liquid tin corrosion, indicating that low-crystallinity and amorphous materials are more suitable as corrosion barriers for liquid tin divertor applications.

为研制一种能保护未来液锡分流器铜铬锆(CuCrZr)和不锈钢组件的防腐蚀屏障,进行了试验研究。采用高功率脉冲磁控溅射(HiPIMS)技术在平面金属样品上制备了具有定制性能的w基涂层,优化了沉积参数,提高了材料的力学性能和耐腐蚀性。根据ENEA液态金属导流器设计的条件,进行了验证实验。为了鉴定性能最好的涂层,将涂层样品暴露在(400,^{circ })℃的静态液态锡液滴中长达600分钟,然后进行尸检表征。结果表明,锡腐蚀对钢的影响显著降低,在这些工况下,通过开发的涂层可以有效地防止锡腐蚀。在CuCrZr基板上,纯w涂层表现出防腐能力不足和可靠性问题,导致屏障的机械失效。实验强调了衬底制备和表面缺陷对腐蚀屏障性能的重要性。相比之下,W-Al涂层能够成功可靠地防止液锡腐蚀,这表明低结晶度和非晶材料更适合作为液锡分流剂的腐蚀屏障。
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引用次数: 0
In Memoriam: Professor Yoshi Hirooka (1953–2025)–A Founding Visionary of Liquid Metals for Fusion 纪念:广冈耀教授(1953-2025)——液态金属核聚变的奠基人
IF 2.1 4区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2025-08-14 DOI: 10.1007/s10894-025-00507-1
Guizhong Zuo
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引用次数: 0
A Novel Unsupervised Gated Recurrent Neural Network for Plasma Disruption Prediction in Aditya Tokamak Using Dynamic Threshold-Based Temporal Differentiation 一种基于动态阈值时间分化的无监督门控递归神经网络用于Aditya Tokamak等离子体破坏预测
IF 2.1 4区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2025-08-14 DOI: 10.1007/s10894-025-00506-2
Priyanka Muruganandham, Sangeetha Jayaraman, Sivanesan Perumal, Kumudni Tahiliani, Rakesh Tanna, Joydeep Ghosh, Nilam Ramaiya, Aditya-U Team

Plasma disruption prediction is essential for sustaining stable nuclear fusion reactions. Existing data-driven approaches face limitations due to their dependence on labeled datasets, which are often difficult to curate in dynamic plasma environments. Also, these models typically rely on setting a fixed threshold—a manually defined cutoff point to detect fluctuations in plasma current that may indicate an impending disruption. This threshold is manually defined and remains constant, which can make it ineffective under evolving plasma conditions, where the nature of fluctuations may change over time. To address the limitations, this study proposes an unsupervised Gated Recurrent Neural Network model with a Dynamic Threshold-based Temporal Differentiation Algorithm (GRNN-DTTD) to predict disruptions. This threshold is formed by continuously analyzing temporal variations in plasma current fluctuations, allowing it to adjust based on evolving signal patterns. This adaptive mechanism enables the GRNN-DTTD to detect abnormal trends associated with impending disruptions without the need for pre-labeled training data. By learning directly from variations in the input signals over time, the model operates in an unsupervised manner, which identifies disruptive patterns and issues early warnings. Experimental evaluation was conducted on Aditya dataset (133 training shots, 91 unseen testing shots) which demonstrates the model’s effectiveness by achieving 98.9% prediction accuracy with warning times of 12–30 ms prior to disruption events. The results show that the proposed framework avoids manual threshold setting, eliminates dependency on labeled data, and improves adaptability to changing plasma conditions.

等离子体破坏预测对于维持稳定的核聚变反应至关重要。现有的数据驱动方法由于依赖于标记数据集而面临局限性,而这些数据集通常难以在动态等离子体环境中进行管理。此外,这些模型通常依赖于设置一个固定的阈值——一个手动定义的截止点,以检测等离子体电流的波动,这可能表明即将发生中断。该阈值是手动定义的,并保持不变,这可能使其在不断变化的等离子体条件下无效,因为等离子体条件下波动的性质可能随时间而改变。为了解决这些局限性,本研究提出了一种无监督门控递归神经网络模型,该模型采用基于动态阈值的时间微分算法(GRNN-DTTD)来预测中断。这个阈值是通过不断分析等离子体电流波动的时间变化形成的,允许它根据不断变化的信号模式进行调整。这种自适应机制使GRNN-DTTD能够在不需要预先标记训练数据的情况下检测与即将发生的中断相关的异常趋势。通过直接从输入信号随时间的变化中学习,该模型以无监督的方式运行,识别破坏性模式并发出早期警告。在Aditya数据集上进行了实验评估(133个训练镜头,91个未见测试镜头),证明了该模型的有效性,在中断事件发生前12-30毫秒的预警时间内,该模型的预测准确率达到98.9%。结果表明,该框架避免了手动设置阈值,消除了对标记数据的依赖,提高了对等离子体条件变化的适应性。
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引用次数: 0
Tritium Transport Model at the Breeder Module Level for a Water-Cooled Ceramic Breeder Blanket for the CFETR 用于CFETR的水冷陶瓷增殖毯的增殖模块级氚输运模型
IF 2.1 4区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2025-08-09 DOI: 10.1007/s10894-025-00508-0
Xueli Zhao, Baoliang Zhang, Shuai Chen, Wanhuan Yang, Weihua Zhong

The tritium self-sufficiency concept has been pursued with the development of fusion energy, which requires tritium treatment and recovery. Accordingly, the tritium transport characteristics in a breeder blanket are crucial to predict the tritium inventories and permeation. In the present work, a multiphysics coupling analysis model for a water-cooled ceramic breeder (WCCB) blanket was built, providing a method to conduct a comprehensive assessment of the tritium transport behaviors in the blanket, including the tritium concentration, tritium inventory, and tritium permeation through the structural material to the coolant. Bulk diffusion and surface processing of tritium in the blanket are considered, and the isotope exchange reaction in the purge gas and the effect of the hydrogen content on the tritium transport behavior are also considered. These results indicate that hydrogen plays a significant role in reducing the tritium inventory and permeation.

随着聚变能的发展,氚自给自足的概念一直在追求,这需要对氚进行处理和回收。因此,氚在繁殖毯中的运输特性对预测氚的存量和渗透是至关重要的。本文建立了水冷陶瓷增殖堆(WCCB)包层的多物理场耦合分析模型,为全面评估包层中氚的输运行为提供了一种方法,包括氚浓度、氚库存以及氚通过结构材料向冷却剂的渗透。考虑了氚在包层中的整体扩散和表面处理,并考虑了吹扫气体中的同位素交换反应和氢含量对氚输运行为的影响。这些结果表明,氢在降低氚库存和渗透中起着重要作用。
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引用次数: 0
Monte Carlo Evaluations of Displacement and Ion Range Values on Ti-6Al-4 V Fusion Structural Alloy by Aneutronic Fusion Reactions ti - 6al - 4v熔合结构合金的位移和离子范围的蒙特卡罗评价
IF 2.1 4区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2025-07-10 DOI: 10.1007/s10894-025-00502-6
Hatun Korkut, Turgay Korkut

Studies on energy production based on approaches based on nuclear fusion reactions that do not produce neutron emissions have recently gained momentum. In this study, the interactions between the particles emitted from the neutron-free fusion (or aneutronic fusion) reactions of 3He(d, p)4He, 6Li(d, α)4He, 6Li(p, α)3He and 11B(p, 2α)4He and Ti-6Al-4V alloy were modeled with SRIM, FLUKA and GEANT4 Monte Carlo simulation codes. Damage and penetrability parameters obtained from the simulations were evaluated. Evaluations were made on the most suitable aneutronic reaction for this alloy. It is thought that important outcomes have been obtained regarding fusion reactor structure and engineering.

基于不产生中子发射的核聚变反应方法的能源生产研究最近取得了进展。本文利用SRIM、FLUKA和GEANT4蒙特卡罗模拟程序模拟了3He(d, p)4He、6Li(d, α)4He、6Li(p, α)3He和11B(p, 2α)4He与Ti-6Al-4V合金的无中子聚变(或无中子聚变)反应所发射的粒子与Ti-6Al-4V合金的相互作用。对仿真得到的损伤和穿透参数进行了评价。对该合金进行了最适宜的负电子反应评价。认为在核聚变堆结构和工程方面取得了重要成果。
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引用次数: 0
Comparative Study of Epoxy-Wollastonite Composites and Sn55PbAgSb Solder for Helium Cooling Channels in Toroidal Field Coil Casings 环氧硅灰石复合材料与Sn55PbAgSb焊料用于环形磁场线圈套管氦冷却通道的比较研究
IF 2.1 4区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY Pub Date : 2025-06-16 DOI: 10.1007/s10894-025-00501-7
Hu Wang, Chao Fang, Zhengbao Yu, Yong Xiao, Shuangsong Du, Yinbin Lv, Jing Huang, Jin Liu, Aofeng Shi, Xiaoyu Dong, Jing Wei, Weihua Wang, Wei Lu, Xiaowu Yu

To address the thermal management challenges under extreme operational conditions of tokamak toroidal field (TF) magnets, this study systematically compared the cryogenic performance of epoxy-wollastonite composites (EWC) implemented in ITER and Sn55PbAgSb solder (SPAS) applied in EAST for helium cooling channels, based on the Comprehensive Research Facility for Fusion Technology (CRAFT) TF coil casing. Through finite element heat transfer modeling at 4.2 K with heat flux ranging from 1 W/m²to 30 W/m², the results demonstrate that cooling channels fabricated with SPAS solder exhibit a 2.12–5.32% reduction in the average cold-side temperature (Tcs) compared to EWC, with the performance gap narrowing to 0.23% at ultra-low heat flux conditions (1 W/m²). The mechanical testing under 77 K cryogenic conditions demonstrates superior crush resistance in EWC (no defects at 400 kN) compared to solder-based counterparts (crack initiation observed at 200 kN). The findings establish a material selection protocol: SPAS is optimal for high heat flux regions to enhance thermal dissipation, while EWC is preferred in mechanically critical zones to ensure structural integrity. These results offer actionable engineering guidelines, balancing thermal efficiency and mechanical robustness for future fusion reactors.

为了解决托卡马克环形磁场(TF)磁体在极端运行条件下的热管理挑战,本研究系统地比较了ITER中使用的环氧硅灰石复合材料(EWC)和EAST中使用的Sn55PbAgSb焊料(SPAS)的低温性能,基于聚变技术综合研究设施(CRAFT) TF线圈外壳。通过对热流密度为1 W/m²~ 30 W/m²的4.2 K条件下的有限元传热建模,结果表明,与EWC相比,采用SPAS焊料制备的冷却通道的平均冷侧温度(Tcs)降低了2.12 ~ 5.32%,在超低热流密度条件下(1 W/m²),其性能差距缩小至0.23%。在77 K低温条件下的力学测试表明,与基于焊料的材料(在200 kN时观察到裂纹萌生)相比,EWC具有更好的抗压性(在400 kN时无缺陷)。研究结果建立了一种材料选择方案:SPAS是高热流密度区域的最佳材料,以增强散热,而EWC是机械关键区域的首选材料,以确保结构完整性。这些结果提供了可操作的工程指导方针,平衡热效率和机械稳健性为未来的聚变反应堆。
{"title":"Comparative Study of Epoxy-Wollastonite Composites and Sn55PbAgSb Solder for Helium Cooling Channels in Toroidal Field Coil Casings","authors":"Hu Wang,&nbsp;Chao Fang,&nbsp;Zhengbao Yu,&nbsp;Yong Xiao,&nbsp;Shuangsong Du,&nbsp;Yinbin Lv,&nbsp;Jing Huang,&nbsp;Jin Liu,&nbsp;Aofeng Shi,&nbsp;Xiaoyu Dong,&nbsp;Jing Wei,&nbsp;Weihua Wang,&nbsp;Wei Lu,&nbsp;Xiaowu Yu","doi":"10.1007/s10894-025-00501-7","DOIUrl":"10.1007/s10894-025-00501-7","url":null,"abstract":"<div><p>To address the thermal management challenges under extreme operational conditions of tokamak toroidal field (TF) magnets, this study systematically compared the cryogenic performance of epoxy-wollastonite composites (EWC) implemented in ITER and Sn<sub>55</sub>PbAgSb solder (SPAS) applied in EAST for helium cooling channels, based on the Comprehensive Research Facility for Fusion Technology (CRAFT) TF coil casing. Through finite element heat transfer modeling at 4.2 K with heat flux ranging from 1 W/m²to 30 W/m², the results demonstrate that cooling channels fabricated with SPAS solder exhibit a 2.12–5.32% reduction in the average cold-side temperature (<i>T</i><sub>cs</sub>) compared to EWC, with the performance gap narrowing to 0.23% at ultra-low heat flux conditions (1 W/m²). The mechanical testing under 77 K cryogenic conditions demonstrates superior crush resistance in EWC (no defects at 400 kN) compared to solder-based counterparts (crack initiation observed at 200 kN). The findings establish a material selection protocol: SPAS is optimal for high heat flux regions to enhance thermal dissipation, while EWC is preferred in mechanically critical zones to ensure structural integrity. These results offer actionable engineering guidelines, balancing thermal efficiency and mechanical robustness for future fusion reactors.</p></div>","PeriodicalId":634,"journal":{"name":"Journal of Fusion Energy","volume":"44 2","pages":""},"PeriodicalIF":2.1,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145143790","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Journal of Fusion Energy
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