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Bibliographic Details
Main Authors:	Tan, Tao, Xie, Rui, Yang, Meng, Chen, Yue
Format:	Preprint
Published:	2026
Subjects:	Systems and Control
Online Access:	https://arxiv.org/abs/2603.24419
Tags:	Add Tag No Tags, Be the first to tag this record!

Flexible Robust Optimal Bidding of Renewable Virtual Power Plants in Sequential Markets
by: Nemati, Hadi, et al.
Published: (2024)

Optimal SVI-Weighted PSPS Decisions with Decision-Dependent Outage Uncertainty
by: Greenough, Ryan, et al.
Published: (2025)

Delay-Aware Robust Edge Network Hardening Under Decision-Dependent Uncertainty
by: Cheng, Jiaming, et al.
Published: (2024)

A Weighted Predict-and-Optimize Framework for Power System Operation Considering Varying Impacts of Uncertainty
by: Zhuang, Yingrui, et al.
Published: (2025)

Distributionally Robust Model Predictive Control for Virtual Power Plants
by: Recke, Nikolas, et al.
Published: (2026)

Proactive Robust Hardening of Resilient Power Distribution Network: Decision-Dependent Uncertainty Modeling and Fast Solution Strategy
by: Ma, Donglai, et al.
Published: (2025)

On Decision-Dependent Uncertainties in Power Systems with High-Share Renewables
by: Zhang, Yunfan, et al.
Published: (2025)

Dynamic Virtual Power Plants with Robust Frequency Regulation Capability
by: Zhu, Xiang, et al.
Published: (2024)

Optimal Battery Bidding under Decision-Dependent State-of-Charge Uncertainties
by: Brändle, Jan, et al.
Published: (2026)

Efficient Multi-Market Scheduling of Virtual Power Plants via Spectral Representation of Uncertainty
by: Zapparoli, Lorenzo, et al.
Published: (2026)

Optimal Frequency Support from Virtual Power Plants: Minimal Reserve and Allocation
by: Zhu, Xiang, et al.
Published: (2025)

Robust Continuous-Time Generation Scheduling under Power Demand Uncertainty: An Affine Decision Rule Approach
by: Cho, Youngchae, et al.
Published: (2025)

Robust Co-Optimization of Distribution Network Hardening and Mobile Resource Scheduling with Decision-Dependent Uncertainty
by: Ma, Donglai, et al.
Published: (2025)

A Markov Decision Process Framework for Enhancing Power System Resilience during Wildfires under Decision-Dependent Uncertainty
by: Zhao, Xinyi, et al.
Published: (2026)

Sample Robust Scheduling of Electricity-Gas Systems Under Wind Power Uncertainty
by: Liu, Rong-Peng, et al.
Published: (2023)

Day-Ahead Offering for Virtual Power Plants: A Stochastic Linear Programming Reformulation and Projected Subgradient Method
by: Meng, Weiqi, et al.
Published: (2026)

Learning for Feasible Region on Coal Mine Virtual Power Plants with Imperfect Information
by: Huang, Hongxu, et al.
Published: (2025)

Energy Storage Arbitrage Under Price Uncertainty: Market Risks and Opportunities
by: Wu, Yiqian, et al.
Published: (2025)

Scenario‐Based Distributed Robust Optimization for Optimal Virtual Power Plant Scheduling Under Uncertainty
by: Jianqiang Hu, et al.
Published: (2024)

Fair Aggregation in Virtual Power Plants
by: Chen, Liudong, et al.
Published: (2026)

Robust LQ Optimal Control for Wind Turbine Power Tracking Operation
by: Grapentin, Aaron, et al.
Published: (2024)

Demand Response Under Stochastic, Price-Dependent User Behavior
by: Cavraro, Guido, et al.
Published: (2026)

Robust Regret Control with Uncertainty-Dependent Baseline
by: Liu, Jietian, et al.
Published: (2025)

On Risk-Sensitive Decision Making Under Uncertainty
by: Hsieh, Chung-Han, et al.
Published: (2024)

Power Reserve Capacity from Virtual Power Plants with Reliability and Cost Guarantees
by: Zapparoli, Lorenzo, et al.
Published: (2025)

Safe Decentralized Operation of EV Virtual Power Plant with Limited Network Visibility via Multi-Agent Reinforcement Learning
by: Huang, Chenghao, et al.
Published: (2026)

Grid-Forming Control of Modular Dynamic Virtual Power Plants
by: He, Xiuqiang, et al.
Published: (2024)

Robust Operation of Distribution Networks: Generalized Uncertainty Modelling in Confidence-Level-Based Information Gap Decision
by: Xiong, Zhisheng, et al.
Published: (2026)

Unified Diagnostics for Quantifying AC Operating-Point Robustness Under Injection and Topological Uncertainties with Regime Changes
by: Anton, Laurenţiu Lucian, et al.
Published: (2026)

Decision-Oriented Learning for Future Power System Decision-Making under Uncertainty
by: Li, Ran, et al.
Published: (2024)

Learning to Route Electric Trucks Under Operational Uncertainty
by: Orfanoudakis, Stavros, et al.
Published: (2026)

Quantum-Key-Distribution Authenticated Aggregation and Settlement for Virtual Power Plants
by: Zhu, Ziqing
Published: (2025)

Two-Stage Robust Optimal Operation of Distribution Networks Considering Renewable Energy and Demand Asymmetric Uncertainties
by: Xiong, Zhisheng, et al.
Published: (2024)

Exergy Battery Modeling and P2P Trading Based Optimal Operation of Virtual Energy Station
by: Song, Meng, et al.
Published: (2025)

Real-time Coordination of Cascaded Hydropower under Decision-Dependent Uncertainty
by: Cohn, Eliza, et al.
Published: (2026)

Design of Grid Forming Multi Timescale Coordinated Control Strategies for Dynamic Virtual Power Plants
by: Tong, Yan, et al.
Published: (2026)

Single-level Robust Bidding of Renewable-only Virtual Power Plant in Energy and Ancillary Service Markets for Worst-case Profit
by: Nemati, Hadi, et al.
Published: (2024)

Grid-Forming and Spatially Distributed Control Design of Dynamic Virtual Power Plants
by: Häberle, Verena, et al.
Published: (2022)

Risk-Aware Value-Oriented Net Demand Forecasting for Virtual Power Plants
by: Zhang, Yufan, et al.
Published: (2024)

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* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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