Machine Learning Accelerated Real-Time Model Predictive Control for Power Systems

Artificial Intelligence Techniques for Dynamic Security Assessments – A Survey

“…Using DL enabled it to extract spatial and temporal features from the input data and combine local features with global ones, which ML algorithms such as SVM or simpler ANN structures could not. MPL applications with more than one hidden layer only started to become prevalent in recent years, as seen in (Abbass, Lis, & Mushtaq, 2023;Ali, El-Amary, Ibrahim, & Mekhamer, 2015;Anderson et al, 2023;Bahmanyar & Karami, 2014;Gurung, Naetiladdanon, & Sangswang, 2021;Hashiesh, Mostafa, Khatib, Helal, & Mansour, 2012;Hossain & Kumar, 2023;Krishnan & Thampatty, 2020;Naderi et al, 2023;Ren & Xu, 2019;Sepehr, Gomis-Bellmunt, & Pouresmaeil, 2022;Shah & Verma, 2016;Tang et al, 2017;Y. Wang & Pal, 2023;R.…”

“…Based on the number of buses considered, these systems can be classified as small (≤50 busbars),medium (between 50 and 500 busbars), or large (¿500 busbars). Small test systems used in the literature are the IEEE 4-bus test system (Abbass et al, 2023), the IEEE 9-bus test system (Bahbah & Girgis, 2004;Goh et al, 2015;Hossain & Kumar, 2023;C. Xu et al, 2005), the IEEE 14bus power system (Adewuyi, Shigenobu, Ooya, Senjyu, & Howlader, 2019;Ali et al, 2015;Dharmapala et al, 2020;Goh et al, 2015;Innah & Hiyama, 2011;Jayasankar et al, 2010;Ortiz-Villalba et al, 2020;Pannell et al, 2018;Pérez-Londoño et al, 2017;, the IEEE 24-bus power system (Y. , the IEEE 30-bus power system (Ali et al, 2015;Jain et al, 2003;Mukherjee & De, 2020;Nandanwar et al, 2018;Pérez-Londoño et al, 2017;Suganyadevi et al, 2016;Suliman & Rahman, 2010;, the IEEE 39-bus New England (Adewole & Tzoneva, 2017;Azman et al, 2020;Bahmanyar & Karami, 2014;Bo et al, 2014;Cepeda et al, 2014;Chen et al, 2019;Echeverría et al, 2017;Frimpong et al, 2017;Gomez et al, 2011;Gu & Li, 2013;Hashiesh et al, 2012;Hossain & Kumar, 2023;Hu et al, 2019;F.…”

“…Voltage stability issues can be short-term or long-term depending on how long it takes for the disturbance to cause a system collapse. As for short-term large-disturbance voltage stability assessments, several IS have been proposed in recent years (see, for example (Abbass et al, 2023;Ali et al, 2015;Dharmapala et al, 2020;Hossain & Kumar, 2023;Hosseini et al, 2012;Y. Luo et al, 2023;Nakas et al, 2023;Nuqui et al, 2001;Sajan et al, 2015a;Y.…”

“…For online applications, the goal is to perform fast, real-time stability assessments to identify risky conditions so the system operator can take preventive/remedial actions. Works focused on online stability assessments are (Abbass et al, 2023;Ali et al, 2015;Alizadeh & Amraee, 2014;Anderson et al, 2023;Azman et al, 2020;Bahbah & Girgis, 2004;Bahmanyar & Karami, 2014;Bashiri Mosavi et al, 2018;Bo et al, 2014;Chen et al, 2019;Dharmapala et al, 2020;Diao et al, 2009;Frimpong et al, 2017;Gao et al, 2023;Geeganage et al, 2015;Genc et al, 2010;Goh et al, 2015;Gomez et al, 2011;Gu & Li, 2013;, 2014Hashiesh et al, 2012;Hossain & Kumar, 2023;Hu et al, 2019;Innah & Hiyama, 2011;Jain et al, 2003;Jayasankar et al, 2010;Kaci et al, 2014;Kamwa et al, 2010;Karapidakis, 2007;F. Li et al, 2021;Y.…”

“…Wang et al, 2019;Xie & Sun, 2021) and the activation of under-voltage load disconnection (UVLS) Zhu & Luo, 2021). Other corrective control actions are the modification of control system parameters (Hossain & Kumar, 2023;Yousefian et al, 2017;Yousefian & Kamalasadan, 2016Zhao et al, 2023a) and load shedding (Genc et al, 2010;Naderi et al, 2023;Tian et al, 2019). As indicated earlier, many works only focus on evaluating system stability, without triggering any actions.…”