IEEE Transactions on Power Systems最新文献

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Robust Identification and Correction of Multiple Parameter Errors in Power Networks Using a Relaxation-Regularization Method 基于松弛-正则化方法的电网多参数误差鲁棒识别与校正
IF 8.7 1区 工程技术
IEEE Transactions on Power Systems Pub Date : 2026-07-01 Epub Date: 2026-01-05 DOI: 10.1109/TPWRS.2026.3650784
Dong Liang;Bingze Zhang;Lin Zeng;Hsiao-Dong Chiang;Wei Tian
{"title":"Robust Identification and Correction of Multiple Parameter Errors in Power Networks Using a Relaxation-Regularization Method","authors":"Dong Liang;Bingze Zhang;Lin Zeng;Hsiao-Dong Chiang;Wei Tian","doi":"10.1109/TPWRS.2026.3650784","DOIUrl":"10.1109/TPWRS.2026.3650784","url":null,"abstract":"Accurate line and transformer parameters are essential for all application functions in the energy management system. Assessment and decision results will be distorted if parameter errors exist. This paper proposes a novel robust method for simultaneous identification and correction of multiple parameter errors in power networks using a relaxation-regularization technique. The parameter error identification problem is first formulated as a regularized multi-snapshot weighted least squares problem with adjustable constraints on parameter ranges. Erroneous parameters are identified by solving the regularized problem multiple times with increasing regularization parameters. Analytical justification is provided that, by penalizing the parameter ranges through the regularization term, the ranges of correct parameters will rapidly shrink while the shrinkage of erroneous parameters’ ranges is much slower. The model is then converted into a robust Huber M-estimation formulation with inequality constraints, which rejects bad measurements automatically. The effectiveness of the proposed method is verified using a large number of erroneous parameter combinations under different measurement noise levels, measurement redundancies and scenarios containing bad measurements with promising results.","PeriodicalId":13373,"journal":{"name":"IEEE Transactions on Power Systems","volume":"41 4","pages":"2482-2493"},"PeriodicalIF":8.7,"publicationDate":"2026-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145903443","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Comparison of Positive-Sequence Analysis With EMT Analysis for Integrated Transmission and DER-Rich Distribution Systems 综合输电与富der配电系统正序分析与EMT分析的比较
IF 8.7 1区 工程技术
IEEE Transactions on Power Systems Pub Date : 2026-07-01 Epub Date: 2026-01-12 DOI: 10.1109/TPWRS.2026.3652811
Giritharan Vijay Iswaran;Vijay Vittal;Mojdeh Khorsand;Deepak Ramasubramanian;Parag Mitra;Jens C. Boemer
{"title":"Comparison of Positive-Sequence Analysis With EMT Analysis for Integrated Transmission and DER-Rich Distribution Systems","authors":"Giritharan Vijay Iswaran;Vijay Vittal;Mojdeh Khorsand;Deepak Ramasubramanian;Parag Mitra;Jens C. Boemer","doi":"10.1109/TPWRS.2026.3652811","DOIUrl":"10.1109/TPWRS.2026.3652811","url":null,"abstract":"With increased penetration of residential distributed energy resources, the need to analyze the sufficiency of positive-sequence analysis in emulating the electromagnetic transient (EMT) study results is vital for conducting grid planning studies. One of the approaches to evaluate the efficacy of positive-sequence simulations includes EMT analysis-based parameterization of positive-sequence models. Consequently, this work provides a detailed approach to parameterize the positive-sequence models with reference to results from utility benchmarked EMT data. With such benchmarked models incorporated in an integrated transmission-distribution system, fault studies are carried out to understand and examine the capabilities of positive-sequence simulations. The proposed study is carried out on a modified IEEE 9-Bus system developed in DIgSILENT PowerFactory. This paper finds that positive-sequence simulation cannot accurately capture the stalling of single-phase induction motors. Besides, this work recommends that the readers reparametrize the positive-sequence models for cases with fractional tripping of distributed energy resources and different fault characteristics to accurately coincide with the inferences of the EMT results.","PeriodicalId":13373,"journal":{"name":"IEEE Transactions on Power Systems","volume":"41 4","pages":"2812-2825"},"PeriodicalIF":8.7,"publicationDate":"2026-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145955423","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Mid-Term Load Forecasting With Minimal Data: An In-Context-Learning-Aware Approach Using Large Language Models 基于最小数据的中期负荷预测:使用大型语言模型的上下文学习感知方法
IF 8.7 1区 工程技术
IEEE Transactions on Power Systems Pub Date : 2026-07-01 Epub Date: 2026-01-15 DOI: 10.1109/TPWRS.2026.3654059
Yating Zhou;Shuai Zhang;Meng Wang
{"title":"Mid-Term Load Forecasting With Minimal Data: An In-Context-Learning-Aware Approach Using Large Language Models","authors":"Yating Zhou;Shuai Zhang;Meng Wang","doi":"10.1109/TPWRS.2026.3654059","DOIUrl":"10.1109/TPWRS.2026.3654059","url":null,"abstract":"Accurate mid-term load forecasting at the building level is vital for the strategic planning, operation, and sustainability of modern power systems. Machine learning approaches often require large amounts of historical data for training, which may be unavailable in practice. Existing solutions typically rely on transfer learning, which requires extensive data from source domains and task-specific fine-tuning. These approaches are unsuited for mid-term forecasting, where long-range historical data is often limited. To address these challenges, this paper proposes Load-Context, a novel mid-term load forecasting method that leverages the in-context learning (ICL) capability of pre-trained large language models (LLMs). Load-Context consists of a frozen LLM backbone and a lightweight, trainable ICL-aware adapter, enabling effective few-shot and zero-shot forecasting without the need for fine-tuning. We further design a prompt construction strategy that captures spatial correlations among buildings and periodic load patterns. Once pre-trained, the proposed method can generalize to a wide range of target tasks through prompt-based adaptation. Experiments on real-world datasets demonstrate that Load-Context achieves high forecasting accuracy with minimal data.","PeriodicalId":13373,"journal":{"name":"IEEE Transactions on Power Systems","volume":"41 4","pages":"2866-2878"},"PeriodicalIF":8.7,"publicationDate":"2026-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145972044","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Bidirectional Synthetic Inertia of a High-Voltage Direct-Current Transmission System With Battery Energy Storage Support 基于电池储能的高压直流输电系统的双向综合惯性
IF 8.7 1区 工程技术
IEEE Transactions on Power Systems Pub Date : 2026-07-01 Epub Date: 2026-01-19 DOI: 10.1109/TPWRS.2026.3655961
Héctor Levis;Miguel A. Torres;Claudio Burgos-Mellado;Diego Muñoz-Carpintero;Carlos R. Baier
{"title":"Bidirectional Synthetic Inertia of a High-Voltage Direct-Current Transmission System With Battery Energy Storage Support","authors":"Héctor Levis;Miguel A. Torres;Claudio Burgos-Mellado;Diego Muñoz-Carpintero;Carlos R. Baier","doi":"10.1109/TPWRS.2026.3655961","DOIUrl":"10.1109/TPWRS.2026.3655961","url":null,"abstract":"The proliferation of renewable energy sources and high-voltage direct-current (HVDC) transmission is creating low-inertia scenarios in power systems, compromising stability and causing severe frequency excursions and high rates of change of frequency (ROCOF) during disturbances. Existing HVDC control strategies offer limited inertia emulation through DC voltage variation and lack efficient coordination for simultaneous frequency support in the interconnected AC grids. We propose a coordinated control strategy deploying bidirectional synthetic inertia using the HVDC link's DC capacitors, complemented by battery energy storage systems (BESS). The inertia contribution in each AC grid is dynamically decomposed into a weighted sum of active power from the local BESS, local DC capacitors, and the remote AC grid. This approach respects BESS state of charge (SOC) constraints to extend lifespan and mitigates DC voltage oscillations by incorporating remote AC grid support when voltage or SOC limits are exceeded. The strategy was experimentally evaluated using the control hardware-in-the-loop methodology. The results demonstrate, in general, satisfactory performance in maintaining a stable voltage in the HVDC link while reducing frequency transients in both AC grids. The evaluation of the overall bidirectional performance indicates that the strategy achieves an average reduction in maximum frequency excursion of 29% and maximum ROCOF of 32.5%, compared to the base case without inertial support. The overall performance is confirmed to improve significantly as the BESS resource becomes more available, validating the advantages of the proposed coordination.","PeriodicalId":13373,"journal":{"name":"IEEE Transactions on Power Systems","volume":"41 4","pages":"3045-3057"},"PeriodicalIF":8.7,"publicationDate":"2026-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146001018","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Dynamic Analysis of Centralized Energy Storage Systems—A Comparison Between Grid-Following and Grid-Forming Controls 集中式储能系统的动态分析——随网控制与成网控制的比较
IF 8.7 1区 工程技术
IEEE Transactions on Power Systems Pub Date : 2026-07-01 Epub Date: 2026-02-03 DOI: 10.1109/TPWRS.2026.3660711
Qiang Fu;Siqi Bu;Yang Wang;Mingyu Yan
{"title":"Dynamic Analysis of Centralized Energy Storage Systems—A Comparison Between Grid-Following and Grid-Forming Controls","authors":"Qiang Fu;Siqi Bu;Yang Wang;Mingyu Yan","doi":"10.1109/TPWRS.2026.3660711","DOIUrl":"10.1109/TPWRS.2026.3660711","url":null,"abstract":"This study investigates the small-signal stability of centralized energy storage systems (CESSs) using grid-following (GFL) and grid-forming (GFM) controls, particularly focusing on bidirectional power flow and multiple energy storage systems (ESSs). To address the issue of complex dynamics in CESSs when comprehensive GFL and GFM control loops are considered, high-order dynamics are simplified using the virtual damping method by focusing on the dominant oscillation mode. Damping analysis verifies that CESSs using a single-type control (either GFL or GFM) have dynamic superimposition characteristics. Specifically, as ESS number increases, the damping of GFM-CESSs improves but that of GFL-CESSs decreases. The damping sensitivity shows that the damping of GFM-CESSs is more sensitive to bidirectional power flow and all control loops, whereas that of GFL-CESSs is more sensitive to <italic>d</i>-axis control loop. Consequently, GFM-CESSs are preferred for large-scale integration but are limited in scenarios with significant power reversal. If GFL and GFM controls are hybridized in CESSs, the ratio of GFM-CESSs should be constrained to avoid instability from modal resonance between GFL-CESSs and GFM-CESSs. This highlights that implementing GFM-CESSs necessitates considering scenario limitations rather than pursuing maximal integration under hybrid integration conditions. The conclusions are validated through modal analysis and time-domain simulations.","PeriodicalId":13373,"journal":{"name":"IEEE Transactions on Power Systems","volume":"41 4","pages":"3058-3073"},"PeriodicalIF":8.7,"publicationDate":"2026-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146110903","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Tight MIP Formulations for Optimal Operation and Investment of Storage Including Reserves 包括储备在内的储库最优运行和投资的紧密MIP公式
IF 8.7 1区 工程技术
IEEE Transactions on Power Systems Pub Date : 2026-07-01 Epub Date: 2026-03-03 DOI: 10.1109/TPWRS.2026.3669407
Maaike B. Elgersma;Germán Morales-España;Karen I. Aardal;Niina Helistö;Juha Kiviluoma;Mathijs M. de Weerdt
{"title":"Tight MIP Formulations for Optimal Operation and Investment of Storage Including Reserves","authors":"Maaike B. Elgersma;Germán Morales-España;Karen I. Aardal;Niina Helistö;Juha Kiviluoma;Mathijs M. de Weerdt","doi":"10.1109/TPWRS.2026.3669407","DOIUrl":"10.1109/TPWRS.2026.3669407","url":null,"abstract":"Fast and accurate large-scale energy system models are needed to investigate the potential of storage to complement the fluctuating energy production of renewable energy systems. However, standard Mixed-Integer Programming (MIP) models that describe optimal investment and operation of these storage units, including the optional capacity to provide up/down reserves, do not scale well. To improve scalability, the integrality constraints are often relaxed, resulting in Linear Programming (LP) relaxations that allow simultaneous charging and discharging, while this is not feasible in practice. To address this, we derive the convex hull of the solutions for the optimal operation of storage for one time period, as well as for problems including investments and reserves, guaranteeing that no tighter MIP formulation or better LP approximation exists for one time period. When incorporating this convex hull into a multi-period formulation and including it in large-scale energy system models, the improved LP relaxations can better prevent simultaneous charging and discharging, and the tighter MIP could positively affect the solving time. We demonstrate this with illustrative case studies of a unit commitment problem and a transmission expansion planning problem.","PeriodicalId":13373,"journal":{"name":"IEEE Transactions on Power Systems","volume":"41 4","pages":"2428-2440"},"PeriodicalIF":8.7,"publicationDate":"2026-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11419843","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147350310","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reliability Assessment of Power System Based on the Dichotomy Method 基于二分法的电力系统可靠性评估
IF 8.7 1区 工程技术
IEEE Transactions on Power Systems Pub Date : 2026-07-01 Epub Date: 2026-03-03 DOI: 10.1109/TPWRS.2026.3670147
Wenjie Wan;Han Hu;Feiyu Chen;Xiaoyu Liu;Kequan Zhao
{"title":"Reliability Assessment of Power System Based on the Dichotomy Method","authors":"Wenjie Wan;Han Hu;Feiyu Chen;Xiaoyu Liu;Kequan Zhao","doi":"10.1109/TPWRS.2026.3670147","DOIUrl":"10.1109/TPWRS.2026.3670147","url":null,"abstract":"With a sustainable increase in the scale of power system, the number of states in the state space grows exponentially, and the reliability assessment of the power system faces enormous challenges. Traditional assessment methods, such as state enumeration (SE) and Monte Carlo simulation (MCS) methods, have encountered performance bottlenecks in terms of efficiency and accuracy. In this paper, the lattice theory of the state space was studied, and a dichotomy method was proposed to efficiently partition the state space into some disjoint sub-lattices with a small number of optimal power flow (OPF) operations. Based on dichotomy method, the reliability indices of the entire space can be calculated lattice-by-lattice. Alone with the partitioning procedure, the calculated loss of load probability (LOLP) monotonically increases and rapidly tends to the analytic value. Moreover, we designed a customized Monte Carlo sampling method in lattices of interest to compute expected energy not supply (EENS). The experiments are conducted on the RBTS and RTS-79 systems. The results show that the proposed method achieves the analytic LOLP of the RBTS system after 578 of OPF operations, which is 1,673 of times faster than traditional SE methods, and the designed Monte Carlo sampling method converged after 6,578 of OPF operations on test systems which is 268 of times faster than MCS methods. In the RTS system, the proposed method achieves higher computational efficiency while improving accuracy, with speed improvements of 153 and 14 times compared to SE and MCS, respectively.","PeriodicalId":13373,"journal":{"name":"IEEE Transactions on Power Systems","volume":"41 4","pages":"2617-2629"},"PeriodicalIF":8.7,"publicationDate":"2026-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147350317","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Quantifying Damping Effect on Transient Stability of Grid-Connected Virtual Synchronous Generator With Current Limiting 定量阻尼对限流并网虚拟同步发电机暂态稳定性的影响
IF 8.7 1区 工程技术
IEEE Transactions on Power Systems Pub Date : 2026-07-01 Epub Date: 2026-03-06 DOI: 10.1109/TPWRS.2026.3670934
Jialun Yang;Hua Ye;Qianying Mou;Yifei Guo;Yutian Liu;Bikash C. Pal
{"title":"Quantifying Damping Effect on Transient Stability of Grid-Connected Virtual Synchronous Generator With Current Limiting","authors":"Jialun Yang;Hua Ye;Qianying Mou;Yifei Guo;Yutian Liu;Bikash C. Pal","doi":"10.1109/TPWRS.2026.3670934","DOIUrl":"10.1109/TPWRS.2026.3670934","url":null,"abstract":"The switching and saturation nonlinearities introduced by current limiting strategies not only reshape the power-angle characteristics but also change the damping properties of the virtual synchronous generator (VSG)-controlled grid-forming (GFM) inverters. However, the damping effect on the transient stability of GFM inverters with current limiting has not been intuitively and analytically investigated and quantified yet. This paper first analyzes the piecewise characteristic of the power-angle curve for the GFM inverter when current limiting is activated. Then concavity and convexity of the phase portrait under different operating modes of the GFM inverter are analytically investigated. An important proposition on the curvature of the phase portrait of GFM inverter with different current-limiting strategies is proposed and proven. Based on this, the dissipated energy of the GFM inverter is graphically illustrated and precisely estimated. Consequently, the critical clearing angle (CCA) and energy difference indicator of GFM inverters with current limiting are analytically determined with low conservativeness. The effectiveness of theoretical analyses is validated by simulation and experimental tests.","PeriodicalId":13373,"journal":{"name":"IEEE Transactions on Power Systems","volume":"41 4","pages":"3008-3028"},"PeriodicalIF":8.7,"publicationDate":"2026-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147371535","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
IEEE Power & Energy Society Publication Information IEEE电力与能源协会出版信息
IF 8.7 1区 工程技术
IEEE Transactions on Power Systems Pub Date : 2026-07-01 Epub Date: 2026-06-24 DOI: 10.1109/TPWRS.2026.3699996
{"title":"IEEE Power & Energy Society Publication Information","authors":"","doi":"10.1109/TPWRS.2026.3699996","DOIUrl":"10.1109/TPWRS.2026.3699996","url":null,"abstract":"","PeriodicalId":13373,"journal":{"name":"IEEE Transactions on Power Systems","volume":"41 4","pages":"C2-C2"},"PeriodicalIF":8.7,"publicationDate":"2026-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11578153","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148314170","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Identifying the Smallest Adversarial Load Perturbation That Renders DC-OPF Infeasible 识别使DC-OPF不可行的最小对抗性负载扰动
IF 8.7 1区 工程技术
IEEE Transactions on Power Systems Pub Date : 2026-07-01 Epub Date: 2026-01-12 DOI: 10.1109/TPWRS.2026.3651838
Samuel Chevalier;William A. Wheeler
{"title":"Identifying the Smallest Adversarial Load Perturbation That Renders DC-OPF Infeasible","authors":"Samuel Chevalier;William A. Wheeler","doi":"10.1109/TPWRS.2026.3651838","DOIUrl":"10.1109/TPWRS.2026.3651838","url":null,"abstract":"What is the globally smallest load perturbation that renders DC-OPF infeasible? Reliably identifying such “adversarial attack” perturbations has useful applications in a variety of emerging grid-related contexts, including machine learning performance verification, cybersecurity, and operational robustness of power systems dominated by stochastic renewable energy resources. In this paper, we formulate the inherently nonconvex adversarial attack problem by applying a parameterized version of Farkas' lemma to a perturbed set of DC-OPF equations. Since the resulting formulation is very hard to globally optimize, we also propose a parameterized generation control policy which, when applied to the primal DC-OPF problem, provides solvability guarantees. Together, these nonconvex problems provide guaranteed upper and lower bounds on adversarial attack size; by combining them into a single optimization problem, we can efficiently “squeeze” these bounds towards a common global solution. We apply these methods on a range of small- to medium-sized test cases from PGLib, benchmarking our results against the best adversarial attack lower bounds provided by Gurobi 12.0’s spatial Branch and Bound solver.","PeriodicalId":13373,"journal":{"name":"IEEE Transactions on Power Systems","volume":"41 4","pages":"3161-3171"},"PeriodicalIF":8.7,"publicationDate":"2026-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145955419","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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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