• Applications of game theory to design and operation of modern power systems: a comprehensive reviewNavon, Aviad; Yosef, Gefen Ben; Machlev, Ram; Shapira, Shmuel; Chowdhury, Nilanjan Roy; Belikov, Juri; Orda, Ariel; Levron, YoashEnergies2020 / art. 3982, 34 p https://doi.org/10.3390/en13153982 https://www.scopus.com/sourceid/62932 https://www.scopus.com/record/display.uri?eid=2-s2.0-85090805314&origin=inward&txGid=9ea0914a9ac43b7b9af405712ee1f436 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=ENERGIES&year=2022 https://www.webofscience.com/wos/woscc/full-record/WOS:000559166100001
• Distributed storage placement policy for minimizing frequency deviations: A combinatorial optimization approach based on enhanced cross-entropy methodMachlev, Ram; Chowdhury, Nilanjan Roy; Belikov, Juri; Levron, YoashInternational Journal of Electrical Power and Energy Systems2022 / p. 1-14 : ill https://doi.org/10.1016/j.ijepes.2021.107332 https://www.scopus.com/sourceid/17985 https://www.scopus.com/record/display.uri?eid=2-s2.0-85111043303&origin=inward&txGid=f7e91c248b4808e5cb4a081a626b4657 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=INT%20J%20ELEC%20POWER&year=2022 https://www.webofscience.com/wos/woscc/full-record/WOS:000705235800015
• Effects of the COVID-19 pandemic on energy systems and electric power grids — a review of the challenges aheadNavon, Aviad; Machlev, Ram; Carmon, David; Onile, Abiodun Emmanuel; Belikov, Juri; Levron, YoashEnergies2021 / art. 1056, 14 p. : ill https://doi.org/10.3390/en14041056 https://www.scopus.com/sourceid/62932 https://www.scopus.com/record/display.uri?eid=2-s2.0-85105865556&origin=inward&txGid=e45ddd81a27825079e96675e41ff6cc5 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=ENERGIES&year=2022 https://www.webofscience.com/wos/woscc/full-record/WOS:000623441800001
• Explainability and transparency of classifiers for air-handling unit faults using explainable artificial intelligence (XAI)Meas, Molika; Machlev, Ram; Köse, Ahmet; Tepljakov, Aleksei; Loo, Lauri; Levron, Yoash; Petlenkov, Eduard; Belikov, JuriSensors2022 / art. 6338 : ill https://doi.org/10.3390/s22176338 https://www.scopus.com/sourceid/130124 https://www.scopus.com/record/display.uri?eid=2-s2.0-85137870410&origin=inward&txGid=5a2ebc51ea16181bd31f4c3ab94cba4b https://jcr.clarivate.com/jcr-jp/journal-profile?journal=SENSORS-BASEL&year=2022 https://www.webofscience.com/wos/woscc/full-record/WOS:000851691400001
• Explainability-based trust algorithm for electricity price forecasting modelsHeistrene, Leena; Machlev, Ram; Perl, Michael; Belikov, Juri; Baimel, Dmitry; Levy, Kfir; Mannor, Shie; Levron, YoashEnergy and AI2023 / art 100259, 18 p https://doi.org/10.1016/j.egyai.2023.100259 https://www.scopus.com/sourceid/21101047378 https://www.scopus.com/record/display.uri?eid=2-s2.0-85152481256&origin=inward&txGid=449367b98d146fbf159e34d86b536284 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=ENERGY%20AI&year=2023 https://www.webofscience.com/wos/woscc/full-record/WOS:001144928600001
• Explainable AI based fault detection and diagnosis system for air handling unitsBelikov, Juri; Meas, Molika; Machlev, Ram; Köse, Ahmet; Tepljakov, Aleksei; Loo, Lauri; Petlenkov, Eduard; Levron, YoashProceedings of the 19th International Conference on Informatics in Control, Automation and Robotics - ICINCO, 2022 , Lisbon, Portugal2022 / p. 271-279 https://doi.org/10.5220/0011350000003271
• Explainable Artificial Intelligence (XAI) techniques for energy and power systems : review, challenges and opportunitiesMachlev, Ram; Heistrene, L.; Perl, M.; Levy, K. Y.; Belikov, Juri; Mannor, S.; Levron, YoashEnergy and AI2022 / art. 100169, 13 p. : ill https://doi.org/10.1016/j.egyai.2022.100169 https://www.scopus.com/sourceid/21101047378 https://www.scopus.com/record/display.uri?eid=2-s2.0-85132376057&origin=inward&txGid=7ff0ba320a9573d92d9c94a51e6d1fc0 https://www.webofscience.com/wos/woscc/full-record/WOS:001059192900006
• Explaining the decisions of deep learning models for load disaggregation (NILM) based on XAIMachlev, Ram; Malka, Asaf; Perl, Michael; Levron, Yoash; Belikov, Juri2022 IEEE Power & Energy Society General Meeting (PESGM)2022 / art. 183865 , p. 1-5 : ill https://doi.org/10.1109/PESGM48719.2022.9917049
• Explaining the decisions of power quality disturbance classifiers using latent space featuresMachlev, Ram; Perl, Michael; Caciularu, Avi; Belikov, Juri; Levy, Kfir Yehuda; Levron, YoashInternational journal of electrical power & energy systems2023 / art. 108949 https://doi.org/10.1016/j.ijepes.2023.108949 https://www.scopus.com/sourceid/17985 https://www.scopus.com/record/display.uri?eid=2-s2.0-85146300050&origin=inward&txGid=d0252b42c34e3f6f867293a6a61a53eb https://jcr.clarivate.com/jcr-jp/journal-profile?journal=INT%20J%20ELEC%20POWER&year=2023 https://www.webofscience.com/wos/woscc/full-record/WOS:000938644800001
• Measuring explainability and trustworthiness of power quality disturbances classifiers using XAI - explainable artificial intelligenceMachlev, Ram; Perl, Michael; Belikov, Juri; Levy, Kfir; Levron, YoashIEEE transactions on industrial informatics2022 / p. 5127−5137 https://doi.org/10.1109/TII.2021.3126111 https://www.scopus.com/sourceid/144912 https://www.scopus.com/record/display.uri?eid=2-s2.0-85131174076&origin=inward&txGid=503ddfa05b3d9f33dbd130a0a11e0143 https://www.webofscience.com/wos/woscc/full-record/WOS:000793847600014 https://www.webofscience.com/wos/woscc/full-record/WOS:000793847600014
• MO-NILM: A multi-objective evolutionary algorithm for NILM classificationMachlev, Ram; Belikov, Juri; Beck, Yuval; Levron, YoashEnergy and buildings2019 / p. 134-144 https://doi.org/10.1016/j.enbuild.2019.06.046 https://www.scopus.com/sourceid/29359 https://www.scopus.com/record/display.uri?eid=2-s2.0-85068222085&origin=inward&txGid=d1d5d16fbf856fdb5cfe002aee4a2e6d https://jcr.clarivate.com/jcr-jp/journal-profile?journal=ENERG%20BUILDINGS&year=2022 https://www.webofscience.com/wos/woscc/full-record/WOS:000482245700012
• Neural Architecture Search (NAS) for designing optimal power quality disturbance classifiersWang, Qianchao; Kapuza, Itamar; Baimel, Dmitry; Belikov, Juri; Levron, Yoash; Machlev, RamElectric Power Systems Research2023 / art. 109574 https://doi.org/10.1016/j.epsr.2023.109574 https://www.scopus.com/sourceid/16044 https://www.scopus.com/record/display.uri?eid=2-s2.0-85163818885&origin=resultslist&sort=plf-f&src=s&sid=9d6331182095b815f95f73c05de1b326&sot=b&sdt=b&s=TITLE-ABS-KEY%28%22Neural+Architecture+Search+%28NAS%29+for+designing+optimal+power+quality+disturbance+classifiers%22%29&sl=109&sessionSearchId=9d6331182095b815f95f73c05de1b326&relpos=0 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=ELECTR%20POW%20SYST%20RES&year=2023 https://www.webofscience.com/wos/woscc/full-record/WOS:001029298100001
• A new resonant fault current limiter for improved wind turbine transient stabilityDemin, Slava; Sitbon, Moshe; Aharon, Ilan; Barbi, Eli; Machlev, Ram; Belikov, Juri; Levron, Yoash; Baimel, DmitryElectric Power Systems Research2023 / art. 109600, 8 p https://doi.org/10.1016/j.epsr.2023.109600 https://www.scopus.com/sourceid/16044 https://www.scopus.com/record/display.uri?eid=2-s2.0-85164253731&origin=resultslist&sort=plf-f&src=s&sid=3788597bbbb5be03473134e7cefc2b4a&sot=b&sdt=b&s=TITLE-ABS-KEY%28%22A+new+resonant+fault+current+limiter+for+improved+wind+turbine+transient+stability%22%29&sl=116&sessionSearchId=3788597bbbb5be03473134e7cefc2b4a&relpos=0 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=ELECTR%20POW%20SYST%20RES&year=2023 https://www.webofscience.com/wos/woscc/full-record/WOS:001029372300001
• Open source dataset generator for power quality disturbances with deep-learning reference classifiersMachlev, Ram; Chachkes, A.; Belikov, Juri; Beck, Yuval; Levron, YoashElectric power systems research2021 / art. 107152, 7 p. : ill https://doi.org/10.1016/j.epsr.2021.107152 https://www.scopus.com/sourceid/16044 https://www.scopus.com/record/display.uri?eid=2-s2.0-85102821882&origin=inward&txGid=654336cd0112dc588d30aef485531387 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=ELECTR%20POW%20SYST%20RES&year=2022 https://www.webofscience.com/wos/woscc/full-record/WOS:000639729900007
• PMU placement for fault line location using neural additive models—A global XAI techniquePerl, Michael; Sun, Zhenglong; Machlev, Ram; Belikov, Juri; Levy, Kfir Yehuda; Levron, YoashInternational journal of electrical power and energy systems2024 / art. 109573, 10 p. : ill https://doi.org/10.1016/j.ijepes.2023.109573 https://www.scopus.com/sourceid/17985 https://www.scopus.com/record/display.uri?eid=2-s2.0-85178481968&origin=resultslist&sort=plf-f&src=s&sot=b&sdt=b&s=ALL%28%22PMU+placement+for+fault+line+location+using+neural+additive+models+-+a+global+XAI+technique+%E2%80%AF%22%29&sessionSearchId=a1950993a8713b95c4defac4e2fbf8c1&relpos=3 https://www.scopus.com/sourceid/17985 https://www.webofscience.com/wos/woscc/full-record/WOS:001129688400001
• A public dataset for synchronous motor electrical faults diagnosis with CNN and LSTM reference classifiersSun, Zhenglong; Machlev, Ram; Wang, Qianchao; Belikov, Juri; Levron, Yoash; Baimel, DmitryEnergy and AI2023 / art. 100274, 17 p https://doi.org/10.1016/j.egyai.2023.100274 https://www.scopus.com/sourceid/21101047378 https://www.scopus.com/record/display.uri?eid=2-s2.0-85160608489&origin=resultslist&sort=plf-f&src=s&sid=12fc6674d3acb868d5041e144ab7f844&sot=b&sdt=b&s=TITLE-ABS-KEY%28%22A+public+data-set+for+synchronous+motor+electrical+faults+diagnosis+with+CNN+and+LSTM+reference+classifiers%22%29&sl=124&sessionSearchId=12fc6674d3acb868d5041e144ab7f844&relpos=0 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=ENERGY%20AI&year=2023 https://www.webofscience.com/wos/woscc/full-record/WOS:001087272300001
• Readiness of small energy markets and electric power grids to global health crises: Lessons from the COVID-19 pandemicCarmon, David; Navon, Aviad; Machlev, Ram; Belikov, Juri; Levron, YoashIEEE Access2020 / art. 9139437, p. 127234−127243 https://doi.org/10.1109/ACCESS.2020.3008929 https://www.scopus.com/sourceid/21100374601 https://www.scopus.com/record/display.uri?eid=2-s2.0-85089229000&origin=inward&txGid=58bb98211a36b049faa869bd2afdac01 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=IEEE%20ACCESS&year=2022 https://www.webofscience.com/wos/woscc/full-record/WOS:000551820300001
• Reinforcement learning model-based and model-free paradigms for optimal control problems in power systems: comprehensive review and future directionsGinzburg-Ganz, Elinor; Segev, Itay; Balabanov, Alexander; Segev, Elior; Kaully Naveh, Sivan; Machlev, Ram; Belikov, Juri; Katzir, Liran; Keren, Sarah; Levron, YoashEnergies2024 / art. 5307, 54 p. : ill https://doi.org/10.3390/en17215307 https://www.scopus.com/sourceid/62932 https://www.scopus.com/record/display.uri?eid=2-s2.0-85208552494&origin=resultslist&sort=plf-f&src=s&sot=b&sdt=b&s=TITLE-ABS-KEY%28%22Reinforcement+learning+model-based+and+model-free+paradigms+for+optimal+control+problems+in+power+systems%3A+comprehensive+review+and+future+directions%22%29&sessionSearchId=f0876d62207f5190162f69085a3e5f00&relpos=0 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=ENERGIES&year=2023 https://www.webofscience.com/wos/woscc/full-record/WOS:001351375800001
• A review of optimal control methods for energy storage systems - energy trading, energy balancing and electric vehiclesMachlev, Ram; Zargari, Noa; Chowdhury, N; Belikov, Juri; Levron, YoashJournal of energy storage2020 / art. 101787, 16 p https://doi.org/10.1016/j.est.2020.101787 https://www.scopus.com/sourceid/21100400826 https://www.scopus.com/record/display.uri?eid=2-s2.0-85089818451&origin=inward&txGid=d15c10c299beeb05e10b2a4618b936cc https://jcr.clarivate.com/jcr-jp/journal-profile?journal=J%20ENERGY%20STORAGE&year=2022 https://www.webofscience.com/wos/woscc/full-record/WOS:000599940800008
• Uses of the digital twins concept for energy services, intelligent recommendation systems, and demand side management : a reviewOnile, Abiodun Emmanuel; Machlev, Ram; Petlenkov, Eduard; Levron, Yoash; Belikov, JuriEnergy reports2021 / p. 997−1015 https://doi.org/10.1016/j.egyr.2021.01.090 https://www.scopus.com/sourceid/21100389511 https://www.scopus.com/record/display.uri?eid=2-s2.0-85100666778&origin=inward&txGid=8b3a8ef689a702e459e53cfd8bb98dc5 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=ENERGY%20REP&year=2022 https://www.webofscience.com/wos/woscc/full-record/WOS:000701745900013
• Verification of utility-scale solar photovoltaic plant models for dynamic studies of transmission networksMachlev, Ram; Batushansky, Zohar; Soni, Sachin; Chadliev, Vladimir; Belikov, Juri; Levron, YoashEnergies2020 / art. 3191, 20 p. : ill https://doi.org/10.3390/en13123191 https://www.scopus.com/sourceid/62932 https://www.scopus.com/record/display.uri?eid=2-s2.0-85087962300&origin=inward&txGid=4222446d8708c8efe3564e9540530e76 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=ENERGIES&year=2022 https://www.webofscience.com/wos/woscc/full-record/WOS:000550194300001
• Virtual inertia control methods in islanded microgridsŠkiparev, Vjatšeslav; Machlev, Ram; Chowdhury, Nilanjan Roy; Levron, Yoash; Petlenkov, Eduard; Belikov, JuriEnergies2021 / art. 1562, 20 p. : ill https://doi.org/10.3390/en14061562 https://www.scopus.com/sourceid/62932 https://www.scopus.com/record/display.uri?eid=2-s2.0-85106444279&origin=inward&txGid=25149d3569997759b0eed68abaea32ee https://jcr.clarivate.com/jcr-jp/journal-profile?journal=ENERGIES&year=2022 https://www.webofscience.com/wos/woscc/full-record/WOS:000634404400001