Large Deviation Theory approximates rare voltage collapse probabilities via first- and second-order instanton methods that locate the most probable failure point and incorporate boundary curvature.
The continuation power flow: a tool for steady state voltage stability analysis
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Physics-informed ML derives a closed-form VSM expression from T&D co-simulations that is linearized and embedded in TSO-DSO optimization to enforce minimum stability margins online.
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Computing Rare Probabilities of Voltage Collapse
Large Deviation Theory approximates rare voltage collapse probabilities via first- and second-order instanton methods that locate the most probable failure point and incorporate boundary curvature.
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Online Long-Term Voltage Stability Margin Estimation for IBR/DER Dominated Power System with Integrated VSM-Aware TSO-DSO Framework
Physics-informed ML derives a closed-form VSM expression from T&D co-simulations that is linearized and embedded in TSO-DSO optimization to enforce minimum stability margins online.