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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Journal metrics at Scopus Article at Scopus Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

Technical challenges of AI data center integration into power grids - a surveyGinzburg-Ganz, Elinor; Lifshits, Pavel; Machlev, Ram; Belikov, Juri; Krieger, Ziv; Levron, YoashEnergies2025 / art. 137 https://doi.org/10.3390/en19010137

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS