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Dynamic adjustment algorithm of equipment maintenance cycle based on substation state operation and maintenance
Yuping Yan1, Fangfang Zhou1, Zhongyue Cai1
1Guangdong Power Grid Co., Ltd., Guangzhou, China.
Plos One
|May 22, 2026
Summary
This study introduces a dynamic algorithm for optimizing equipment maintenance schedules in smart substations. It reduces costs and enhances power system reliability by adjusting maintenance cycles based on real-time equipment condition data.
Area of Science:
- Electrical Engineering
- Power Systems Engineering
- Maintenance Management
Background:
- Power systems require stable operation, necessitating effective equipment maintenance.
- Current maintenance strategies may not be optimal for dynamic operational conditions.
- Smart substations generate vast amounts of data for condition-based maintenance.
Purpose of the Study:
- To develop a dynamic adjustment algorithm for equipment maintenance cycles in smart substations.
- To minimize both planned maintenance costs and failure costs.
- To improve the overall reliability and efficiency of power system operations.
Main Methods:
- Building an operation and maintenance management framework for smart substations.
- Utilizing a distributed multi-sensor network for real-time equipment status monitoring.
- Formulating a dynamic adjustment objective function based on maintenance and failure costs.
- Incorporating constraints related to maintenance planning and daily operational variables.
Main Results:
- The algorithm effectively senses substation equipment condition data.
- Dynamic adjustment of maintenance cycles leads to shorter maintenance durations.
- Significant improvement in the reliability coefficient of substation equipment was observed.
- The proposed method achieved the lowest combined planned maintenance and failure costs.
Conclusions:
- The dynamic adjustment algorithm enhances the timeliness and effectiveness of equipment maintenance.
- Condition-based operation and maintenance in smart substations improve power system stability.
- The algorithm offers a significant and effective approach to optimizing substation maintenance strategies.
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