activity
20222025
most citedPredicting Strategic Energy Storage Behaviors

12 citations · 29 across the 11 of their papers we have counts for

collaborators

11 papers

econ.TH2025★ 8 cited

Locational Energy Storage Bid Bounds for Facilitating Social Welfare Convergence

Ning Qi, Bolun Xu

This paper proposes a novel method to generate bid bounds that can serve as offer caps for energy storage in electricity markets to help reduce system costs and regulate potential…

eess.SY2025

Comparative Withholding Behavior Analysis of Historical Energy Storage Bids in California

Neal Ma, Ningkun Zheng, Ning Qi +1

The rapid growth of battery energy storage in wholesale electricity markets calls for a deeper understanding of storage operators' bidding strategies and their market impacts. This…

eess.SY2024★ 8 cited

Chance-Constrained Energy Storage Pricing for Social Welfare Maximization

Ning Qi, Ningkun Zheng, Bolun Xu

This paper proposes a novel framework to price energy storage in economic dispatch with a social welfare maximization objective. This framework can be utilized by power system oper…

math.OC2024

Energy Storage Arbitrage in Two-settlement Markets: A Transformer-Based Approach

Saud Alghumayjan, Jiajun Han, Ningkun Zheng +2

This paper presents an integrated model for bidding energy storage in day-ahead and real-time markets to maximize profits. We show that in integrated two-stage bidding, the real-ti…

physics.soc-ph2023

A WECC-based Model for Simulating Two-stage Market Clearing with High-temporal-resolution

Ningkun Zheng, Bolun Xu

This paper presents a new open-source model for simulating two-stage market clearing based on the Western Electricity Coordinating Council Anchor Data Set. We model accurate two-st…

eess.SY2023★ 12 cited

Predicting Strategic Energy Storage Behaviors

Yuexin Bian, Ningkun Zheng, Yang Zheng +2

Energy storage are strategic participants in electricity markets to arbitrage price differences. Future power system operators must understand and predict strategic storage arbitra…

eess.SY2023

Vehicle-to-Grid Fleet Service Provision considering Nonlinear Battery Behaviors

Joshua Jaworski, Ningkun Zheng, Matthias Preindl +1

The surging adoption of electric vehicles (EV) calls for accurate and efficient approaches to coordinate with the power grid operation. By being responsive to distribution grid lim…

cs.LG2023

Transferable Energy Storage Bidder

Yousuf Baker, Ningkun Zheng, Bolun Xu

Energy storage resources must consider both price uncertainties and their physical operating characteristics when participating in wholesale electricity markets. This is a challeng…

eess.SY2022★ 1 cited

Energy Storage Price Arbitrage via Opportunity Value Function Prediction

Ningkun Zheng, Xiaoxiang Liu, Bolun Xu +1

This paper proposes a novel energy storage price arbitrage algorithm combining supervised learning with dynamic programming. The proposed approach uses a neural network to directly…

eess.SY2022

Energy Storage State-of-Charge Market Model

Ningkun Zheng, Xin Qin, Di Wu +2

This paper introduces and rationalizes a new model for bidding and clearing energy storage resources in wholesale energy markets. Charge and discharge bids in this model depend on…

math.OC2022

Impact of Bidding and Dispatch Models over Energy Storage Utilization in Bulk Power Systems

Ningkun Zheng, Bolun Xu

Energy storage is a key enabler towards a low-emission electricity system, but requires appropriate dispatch models to be economically coordinated with other generation resources i…