Ensemble Learning Based Convex Approximation of Three-Phase Power Flow
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Power Systems"
DOI: 10.1109/tpwrs.2021.3055481
Abstract: Though the convex optimization has been widely used in power systems, it still cannot guarantee to yield a tight (accurate) solution to some problems. To mitigate this issue, this paper proposes an ensemble learning based… read more here.
Keywords: power; ensemble learning; power flow; convex approximation ... See more keywords
Escaping Saddle Points for Successive Convex Approximation
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Signal Processing"
DOI: 10.1109/tsp.2021.3138242
Abstract: Optimizing non-convex functions is of primary importance in modern pattern recognition because it underlies the training of deep networks and nonlinear dimensionality reduction. First-order algorithms under suitable randomized perturbations or step-size rules have been shown… read more here.
Keywords: convex approximation; order; successive convex; first order ... See more keywords