Machine learning for sustainable energy systems

PL Donti, JZ Kolter - Annual Review of Environment and …, 2021 - annualreviews.org
In recent years, machine learning has proven to be a powerful tool for deriving insights from
data. In this review, we describe ways in which machine learning has been leveraged to …

[图书][B] Modern power system analysis

T Gonen - 2016 - books.google.com
Filling a gap in the literature, this text introduces readers to power systems, with an
emphasis on topics in modern power transmission engineering. Drawing on the author's …

Evaluating the resilience of electrical power line outages caused by wildfires

HR Sayarshad, R Ghorbanloo - Reliability Engineering & System Safety, 2023 - Elsevier
Power transmission lines are an essential component of the electricity distribution system,
responsible for transporting electricity from power plants to homes and businesses. Power …

Large-Scale Grid Optimization: the Workhorse of Future Grid Computations

A Pandey, MR Almassalkhi, S Chevalier - Current Sustainable/Renewable …, 2023 - Springer
Abstract Purpose of Review The computation methods for modeling, controlling, and
optimizing the transforming grid are evolving rapidly. We review and systemize knowledge …

[HTML][HTML] Preignition risk mitigation model for analysis of wildfires caused by electrical power conductors

HR Sayarshad - International Journal of Electrical Power & Energy …, 2023 - Elsevier
Most wildfires started by electrical power are caused by the contact of trees and surface fuels
with power lines. We propose a preignition risk mitigation model to reduce the risk of crown …

Computational and numerical analysis of AC optimal power flow formulations on large-scale power grids

AS Nair, S Abhyankar, S Peles… - Electric Power Systems …, 2022 - Elsevier
Alternating current optimal power flow (AC-OPF) is a fundamental tool in electric utilities to
determine optimal operation of the various resources. Typically, the AC-OPF problem uses …

Evaluating feasibility within power flow

M Jereminov, DM Bromberg, A Pandey… - … on Smart Grid, 2020 - ieeexplore.ieee.org
Recent development of techniques that improve the convergence properties of power flow
simulation have been demonstrated to facilitate scaling to large system sizes (80k+ buses) …

Spatiotemporal operational emissions associated with light-, medium-, and heavy-duty transportation electrification

JL Wert, F Safdarian, D Wallison… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
The spatiotemporal distribution of pollutants plays a significant role on their impact on
ecosystems and human health. This article presents a strategy for calculating spatiotemporal …

Incremental model building homotopy approach for solving exact ac-constrained optimal power flow

A Pandey, A Agarwal, L Pileggi - arXiv preprint arXiv:2011.00587, 2020 - arxiv.org
Alternating-Current Optimal Power Flow (AC-OPF) is framed as a NP-hard non-convex
optimization problem that solves for the most economical dispatch of grid generation given …

A WLAV-based robust hybrid state estimation using circuit-theoretic approach

S Li, A Pandey, L Pileggi - 2021 IEEE Power & Energy Society …, 2021 - ieeexplore.ieee.org
For reliable and secure power grid operation, AC state-estimation (ACSE) must provide
certain guarantees of convergence while being resilient against bad-data. This paper …