Related Experiment Video
Updated: Jan 10, 2026

A Modeling and Simulation Method for Preliminary Design of an Electro-Variable Displacement Pump
Published on: June 1, 2022
Robust modeling and evidence-based evaluation method for a active distribution network with EVs and CHPs.
Kuineng Chen1,2, Jingheng Yuan3, Zikang Fang4
1Hunan Engineering Research Center of Special Robot Control Technology and Equipment in Complex Environment, Xiangtan, China.
This study introduces a three-stage optimization model for power grids, integrating electric vehicles (EVs) and demand response to manage renewable energy uncertainty and reduce operational costs for a more reliable active distribution network (ADN).
Area of Science:
- Electrical Engineering
- Power Systems
- Renewable Energy Integration
Background:
- Increasing renewable energy in power grids necessitates managing output prediction errors.
- Electric vehicles (EVs) and demand response (DR) offer potential solutions for grid stability.
- Active distribution networks (ADNs) require robust operational strategies to accommodate variability.
Purpose of the Study:
- To develop a robust optimization model for distribution networks facing renewable energy uncertainty.
- To reduce the impact of renewable energy prediction errors on grid operations.
- To enhance renewable energy consumption and operational reliability in ADNs.
Main Methods:
- A three-stage robust optimization framework: day-ahead, intraday, and real-time.
- Day-ahead stage: Price-based DR for load shifting and cost minimization.
- Intraday stage: EV charging/discharging and rolling optimization with updated forecasts.
- Real-time stage: Incentive-based DR for smoothing fluctuations and ensuring stability.
- Simulations conducted on the IEEE 33-bus test system.
Main Results:
- The proposed three-stage strategy significantly enhances renewable energy consumption.
- Operational costs are reduced through optimized load shifting and EV integration.
- Grid reliability and voltage stability are improved, demonstrating effective management of renewable output variations.
Conclusions:
- The three-stage cooperative operation strategy effectively addresses renewable energy uncertainty in distribution networks.
- Integration of EVs and demand response is crucial for maximizing renewable energy utilization and grid stability.
- The model provides a reliable framework for operating active distribution networks with high renewable energy penetration.
Related Concept Videos
Maximum Power Flow and Line Loadability
Power System Distribution
The transmission system is designed...
Transformers in Distribution System
Distribution substation transformers come in various ratings and typically use mineral oil for insulation and cooling. To prevent moisture and air from entering the oil, some transformers use an inert gas like nitrogen to fill the...
Distribution Reliability and Automation
Distributed Loads: Problem Solving
The Power Flow Problem and Solution

