Aug 2026· Applied Sciences· Vol 16, pp. 7983· 0 citations· 33 references
Abstract
Under the impact of earthquakes, substation systems may experience equipment failures, prolonged functional recovery periods, and expanded power outage consequences. This paper proposes a collaborative optimization framework for enhancing the seismic performance of substation systems and deploying repair resources, aimed at pre-earthquake planning. The system function is characterized by the outage availability of feeders weighted by load and user importance, and the user outage cost is explicitly defined as an economic consequence indicator with monetary units, rather than a dimensionless resilience index. A directed graph model is constructed to simulate the post-earthquake functional recovery process, and under given seismic hazard and vulnerability parameters, Monte Carlo sampling is used to capture the randomness of equipment condition failures and repair durations. Sensitivity analysis is employed to identify critical equipment, and the elitism-preservation and adaptive evolution non-dominated sorting genetic algorithm II (ERA-NSGA-II algorithm), which integrates heuristic initialization, adaptive evolution, and diversity maintenance mechanisms, is proposed to achieve joint optimization of repair teams and equipment reinforcement plans. A typical 220 kV substation case study demonstrates that the framework is feasible under the analyzed scenarios and exhibits better empirical search performance compared to the selected benchmark algorithm. Due to the limitations of a single topology and certain fixed input parameters, the obtained results are scenario-dependent and cannot be used to infer general applicability or global convergence.
Ice storms threaten distribution network resilience through combined mechanical loading and secondary failures, increasing the risk of prolonged power interruptions. This paper proposes a two-stage robust energy storage planning strategy for evolving ice storm conditions. A line failure probability model combines wind,...
Zhi-Yi Peng, Jian Li, Qing-Yuan Li et al.· Processes· 0 citations
The increasing complexity and vulnerability of urban structures under seismic excitation demand real-time, accurate, and adaptive assessment methodologies. Traditional earthquake response evaluations, primarily based on static finite element analysis or delayed post-event data processing, often fail to capture the evol...
Jian-Guang Lin· International Conference on...· 0 citations
In recent years, power grids have grown increasingly complicated, and the rising penetration of new energy sources poses prominent risks to the secure and stable operation of power systems. As a critical technology for improving grid resilience and power supply reliability, mobile operation and maintenance bases are in...
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Earthquake risk is commonly evaluated on the basis of individual design events, yet real seismic crises may involve mainshock-aftershock sequences, earthquake doublets, or multiple strong motions separated by minutes, days, or months. When a structure is already damaged by a preceding event, the next earthquake acts on...
Fathi M Layas, V. Karakale· World Journal of Advanced En...· 0 citations
The development of data center facilities in Indonesia has increased significantly over the past decade, driven by the escalating demand for cloud storage and the rapid growth of electronic transactions requiring large-scale data capacities. However, Indonesia's location on the Pacific Ring of Fire poses critical chall...
Arif Rusyana, Y. Lase· Jurnal Sipakatau: Inovasi Pe...· 0 citations
The building industry requires assessing embodied carbon from post-disaster recovery to improve international economic competitiveness. However, a standardized approach is not yet available for building assessment and design. The FEMA P58-4 methodology, which represents the current state of practice for assessing bui...
Yating Zhang, Dustin T. Cook, S. Sattar et al.· Journal of Structural Engine...· 0 citations
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