{"title":"Determination Method of Optimal Reserve Margin Based on Explainable AI Using Gaussian Process Regression Model and SHAP","authors":"Keito Nishida, Ryuto Shigenobu, Akiko Takahashi, Masakazu Ito, Hisao Taoka, Norikazu Kanao, Hitoshi Sugimoto","doi":"10.1002/eej.23510","DOIUrl":"https://doi.org/10.1002/eej.23510","url":null,"abstract":"<div>\u0000 \u0000 <p>Electric power systems with increasing photovoltaic (PV) systems face concerns regarding degradation in frequency stability due to heightened output forecast errors. As a countermeasure, given the dynamic factors like demand, PV output, and meteorological elements, calculating the optimal reserve margin (ORM) becomes crucial for economic efficiency and resilience reinforcement. To ensure an efficient ORM, Artificial Intelligence (AI) is one of the useful strategies used to analyze the combination of all the elements. However, AI is characterized by a black box problem, and to achieve transparency, AI needs to be transformed into explainable AI. To begin with, this paper analyzed all features importance using SHapley Additive exPlanations (SHAP), adopting a Gaussian process regression model. Then, relevant explanatory variables were selected to improve the prediction accuracy of the ORM. Finally, to verify the effectiveness, this paper planned day-ahead scheduling while securing the ORM determined by the proposed method. It executed detailed demand/supply and system frequency simulations as an operation. The proposed method decreased the risk posed by PV output forecast errors and shortage of reserve margin. Also, the maximum PV capacity increased from 96.2% to 166.2% while maintaining frequency stability.</p>\u0000 </div>","PeriodicalId":50550,"journal":{"name":"Electrical Engineering in Japan","volume":"218 2","pages":""},"PeriodicalIF":0.4,"publicationDate":"2025-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144220421","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}
Yasuhiro Kamino, Makoto Kanemaru, Ryotaro Shinozuka, Tomoyuki Iwawaki, Ken Hirakida, Koji Irikiin, Toshihiko Miyauchi
{"title":"Cavitation Detection Method for Pumps Based on Motor Current Signature Analysis","authors":"Yasuhiro Kamino, Makoto Kanemaru, Ryotaro Shinozuka, Tomoyuki Iwawaki, Ken Hirakida, Koji Irikiin, Toshihiko Miyauchi","doi":"10.1002/eej.23508","DOIUrl":"https://doi.org/10.1002/eej.23508","url":null,"abstract":"<div>\u0000 \u0000 <p>Simple and cost-effective methods for cavitation detection are required for the stable operation of pump systems. Previous researches on cavitation detection systems have used microphones or vibration sensors; however, they are costly and difficult to install. Recently, motor current signature analysis (MCSA) has been gaining attention with regard to motor fault detection. In this paper, we review the characteristics of motor current signals in a cavitation state and propose an MCSA technique for pump cavitation detection. We observed that the foot around the fundamental harmonic spectrum in the power spectral density (PSD) of current signals increased in a cavitation state. Based on these results, we propose defining an evaluation value that reflects the foot and using it for cavitation detection.</p>\u0000 </div>","PeriodicalId":50550,"journal":{"name":"Electrical Engineering in Japan","volume":"218 2","pages":""},"PeriodicalIF":0.4,"publicationDate":"2025-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144220324","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}
{"title":"A Proposal of the Improved Method for Measuring Insulation Resistance Between a Photovoltaic Module String and the Earth Using the Self-Biased Method","authors":"Takuro Kazama, Kazuhiko Kato","doi":"10.1002/eej.23505","DOIUrl":"https://doi.org/10.1002/eej.23505","url":null,"abstract":"<div>\u0000 \u0000 <p>For the safe operation of a photovoltaic generating system, an insulation monitoring function, which can immediately detect deterioration of insulation between photovoltaic module strings and the earth, is indispensable. This function requires accurate measurement, low leakage current, and suppression of rising voltage against the earth. In this paper, a new insulation monitoring method of photovoltaic module strings is proposed by the improved existing self-biased method (SBM) that has an inevitable voltage rise under measurement. In this new method, both terminals of photovoltaic module strings are always connected to the ground with appropriate resistors. Theoretical discussion and experiments for this new method showed precise measurement and acceptable leakage current under various outdoor conditions. In addition, it was confirmed that this method could sufficiently decrease in the voltage rise compared with the existing SBM.</p>\u0000 </div>","PeriodicalId":50550,"journal":{"name":"Electrical Engineering in Japan","volume":"218 2","pages":""},"PeriodicalIF":0.4,"publicationDate":"2025-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144220355","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}
{"title":"Protein Synthesis via in vitro Transcription and Translation System inside Monodisperse Vesicles Fabricated by Microfluidics","authors":"Satoshi Nanjo, Mamiko Tsugane, Tomoaki Matsuura, Hiroaki Suzuki","doi":"10.1002/eej.23512","DOIUrl":"https://doi.org/10.1002/eej.23512","url":null,"abstract":"<div>\u0000 \u0000 <p>In this study, we investigated the conditions for protein synthesis by an in vitro transcription and translation (IVTT) system within giant unilamellar vesicles (GUVs) produced with a microfluidic channel. The commercial IVTT system consisted of purified components (PURE system), and DNA encoding target protein was encapsulated in GUVs and incubated to synthesize the proteins. Synthesis of green fluorescent protein (GFP) and nanopore-forming α-hemolysin were tested as the models of water-soluble protein and membrane protein, respectively. The stability of the GUVs and the efficiency of protein synthesis were assessed, focusing on variations in the concentration of the PURE system and the size of the GUVs. Our findings contribute to the development of homogeneous bioreactors and biosensors based on GUV technology.</p></div>","PeriodicalId":50550,"journal":{"name":"Electrical Engineering in Japan","volume":"218 2","pages":""},"PeriodicalIF":0.4,"publicationDate":"2025-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144220356","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}
{"title":"Liver Microphysiological System for Drug-Induced Liver Injury (DILI) Evaluation Based on Kinetic Pump Integrated Microfluidic Plate (KIM-Plate)","authors":"Kenta Shinha, Hiroko Nakamura, Masaki Nishikawa, Yasuyuki Sakai, Hiroshi Kimura","doi":"10.1002/eej.23513","DOIUrl":"https://doi.org/10.1002/eej.23513","url":null,"abstract":"<div>\u0000 \u0000 <p>Prediction of the risk of developing Drug-induced liver injury (DILI) is very important in drug discovery. Although animal tests usually evaluate DILI, the prediction accuracy of DILI is low because experimental animals have different metabolic pathways from humans. A few microphysiological systems (MPS) have been developed as novel evaluation systems for DILI evaluation. However, the proposed system is not yet practical due to operability, throughput issues, and prediction accuracy. Our purpose is to develop a practical DILI evaluation system. In this study, we investigate the influence of perfusion culture on hepatotoxicity tests using our previously developed Kinetic pump integrated microfluidic plate (KIM-Plate). The results of acetaminophen toxicity tests showed that perfusion culture using KIM-Plate improved the detection sensitivity of hepatotoxicity. We suggest that the liver model MPS based on KIM-Plate could be a novel DILI evaluation system that integrates highly functional liver models and coculture with immune cells.</p>\u0000 </div>","PeriodicalId":50550,"journal":{"name":"Electrical Engineering in Japan","volume":"218 2","pages":""},"PeriodicalIF":0.4,"publicationDate":"2025-05-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144220353","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}
{"title":"Development of a New Unit Commitment Method With Quantum Predator Prey Brain Storm Optimization","authors":"Yusuke Kawauchi, Hiroyuki Mori, Hsiao-Dong Chiang","doi":"10.1002/eej.23509","DOIUrl":"https://doi.org/10.1002/eej.23509","url":null,"abstract":"<div>\u0000 \u0000 <p>This paper proposes a new method for unit commitment (UC) with Quantum Predator Prey Brain Storm Optimization (QPPBSO). The UC problems may be expressed as a mixed integer nonlinear programming problem in which binary variables mean on/off conditions of units and continuous ones imply their output. Recently, Evolutionary Computation (EC) has been applied to the UC problems due to the existence of indifferentiable cost functions such as large-scale steam turbine units, etc. However, there is still room for improvement in EC because the UC problems have high nonlinear features. This paper focuses on the integration of EC with Quantum Computing (QC) that is promising in power systems. Specifically, this paper combines QC with Predator Prey Brain Storm Optimization (PPBSO) of high-performance EC. The effectiveness of the proposed method is demonstrated in the New England 39-node system.</p>\u0000 </div>","PeriodicalId":50550,"journal":{"name":"Electrical Engineering in Japan","volume":"218 2","pages":""},"PeriodicalIF":0.4,"publicationDate":"2025-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144220233","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}
{"title":"Proposal of the Rocking Electric Power Generator Using Pendulum Mechanism for ICT Applications in the Fisheries Industry","authors":"Nobumasa Nishiyama, Seito Hamaguchi, Takato Ishino, Kouichi Kamada, Tsukasa Kitahara","doi":"10.1002/eej.23507","DOIUrl":"https://doi.org/10.1002/eej.23507","url":null,"abstract":"<div>\u0000 \u0000 <p>To introduce ICT to the fisheries industry, it is important to secure a power supply. To supplement solar power generation at night, on rainy days, and on cloudy days, we have devised a rocking electric power generator that generates electricity from the rocking motion of waves. We report on the building up a rocking electric power generator. The generator can generate electricity by a rocking motion. It achieved to 1.28 VA rotational speed of 0.78 rps, and the maximum output current is 40 mA. The load resistance is available at 240 Ω or more. We clarified the relationship between rocking motion and power generation in a rocking power generator, using evaluation sensors each of motion and electricity. As a result of increasing the power generation efficiency of the air gap generator, the load current also flows to the coil, which causes the electromagnetic brake to work more strongly. Due to the influence of the electromagnetic brake, it was not possible to increase the generated voltage. It was found that a driving torque by the pendulum load was required that exceeded the braking force produced by the electromagnetic brake. To increase the pendulum load, the float becomes to lose its balance because the center of gravity becomes higher. The relationship between the pendulum load and balance is important for stable levitation.</p>\u0000 </div>","PeriodicalId":50550,"journal":{"name":"Electrical Engineering in Japan","volume":"218 2","pages":""},"PeriodicalIF":0.4,"publicationDate":"2025-05-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144220194","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}
{"title":"Experimental Verification of the Switching Loss Reduction Effect and Characteristic Fluctuation of SiC MOSFETs Dependent on Gate Drive Voltage","authors":"Takahide Sagae, Shin-Ichiro Hayashi, Keiji Wada","doi":"10.1002/eej.23514","DOIUrl":"https://doi.org/10.1002/eej.23514","url":null,"abstract":"<div>\u0000 \u0000 <p>The switching frequency of silicon carbide (SiC) metal–oxide–semiconductor field-effect transistors (MOSFETs) should be increased to maximize their benefits in power conversion circuits. However, the switching loss increases when the switching frequency is increased. Generally, the gate resistance is designed to be small to reduce the switching loss for one cycle. However, SiC MOSFETs have a higher parasitic gate resistance than Si power devices. This paper proposes reducing the switching losses by “overdriving” the SiC MOSFETs, in which the gate voltage <i>V</i>g is designed to be higher than the rated gate–source voltage of the SiC MOSFET. The relationship between gate voltage <i>V</i>g and switching loss is clarified both theoretically and experimentally. Additionally, the effect of “overdrive” on the long-term reliability of SiC MOSFETs is evaluated by conducting continuous switching tests. The results show that “overdrive” can maximize the benefits of SiC MOSFETs based on the expected lifetime of the power conversion circuit.</p>\u0000 </div>","PeriodicalId":50550,"journal":{"name":"Electrical Engineering in Japan","volume":"218 2","pages":""},"PeriodicalIF":0.4,"publicationDate":"2025-05-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144220115","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}
{"title":"Method for Suppressing Gate Voltage Oscillations in Magnetically Coupled Gate Drives for Series-Connected Power Semiconductor Devices","authors":"Takahiro Urakabe, Taiki Kanda, Makoto Hagiwara, Yusuke Higaki, Yuki Itogawa","doi":"10.1002/eej.23511","DOIUrl":"https://doi.org/10.1002/eej.23511","url":null,"abstract":"<div>\u0000 \u0000 <p>This study examines the gate magnetic coupling technique, a gate drive technology for series-connected power semiconductor devices, and discusses the generation principle of gate voltage oscillation specific to the technique and its countermeasures. Additionally, this study proposes two gate-drive circuits designed to suppress gate voltage oscillation. The experimental results obtained using 3.3 kV/750 A SiC-MOSFET/SiC-SBD power modules demonstrate that the proposed methods can suppress gate voltage oscillation and reduce the voltage imbalance between the series-connected elements.</p>\u0000 </div>","PeriodicalId":50550,"journal":{"name":"Electrical Engineering in Japan","volume":"218 2","pages":""},"PeriodicalIF":0.4,"publicationDate":"2025-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144220380","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}
Koki Watanabe, Tatsuya Sakoda, Akira Takahashi, Naoyuki Negishi, Kazunori Miyazaki
{"title":"Section Locating of Water-Tree Degraded Cable by Measuring Residual Charges Induced by Induced Voltage Pulses","authors":"Koki Watanabe, Tatsuya Sakoda, Akira Takahashi, Naoyuki Negishi, Kazunori Miyazaki","doi":"10.1002/eej.23506","DOIUrl":"https://doi.org/10.1002/eej.23506","url":null,"abstract":"<div>\u0000 \u0000 <p>To establish a novel section locating technique for a water-tree degraded 22 kV cross-linked polyethylene (XLPE) cable, that is, included in another undegraded cables, we measured a reflected injection pulse at the impedance mismatch, which is dependent on water trees. The injection pulse was propagated into cables to be measured, and the measured arrival times of reflected pulses containing residual charges due to water trees were varied depending on the locations of water-tree degraded cables. The section locating was achieved by using the arrival time of the reflected pulse.</p>\u0000 </div>","PeriodicalId":50550,"journal":{"name":"Electrical Engineering in Japan","volume":"218 2","pages":""},"PeriodicalIF":0.4,"publicationDate":"2025-04-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144220177","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}