A multi-stage algorithm based on data structure to deal challenges facing electric-supply restoration in smart grids
A combined multi-stage algorithm is proposed and built to handle thirteen challenges along with electrical constraints that face electric-supply restoration in smart grids. The challenges include maximization of the number of recovered out-of-service healthy loads, avoiding in-service load shedding,...
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| Language: | English |
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Elsevier
2025-06-01
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| Series: | Results in Engineering |
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| Online Access: | http://www.sciencedirect.com/science/article/pii/S2590123025015373 |
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| author | Mohamed Goda Mazen Abdel-Salam Mohamed-Tharwat EL-Mohandes Ahmed Elnozahy |
| author_facet | Mohamed Goda Mazen Abdel-Salam Mohamed-Tharwat EL-Mohandes Ahmed Elnozahy |
| author_sort | Mohamed Goda |
| collection | DOAJ |
| description | A combined multi-stage algorithm is proposed and built to handle thirteen challenges along with electrical constraints that face electric-supply restoration in smart grids. The challenges include maximization of the number of recovered out-of-service healthy loads, avoiding in-service load shedding, occurrence of multi-simultaneous faults, minimization of total power loss, sequence consideration of commanded switches, minimization of number of switches receiving order, reducing restoration time, independency on system size and achieving self-healing. The electrical constraints include branch current capacity, voltage limits, load priority and system radiality. These challenges are discussed in five stages, each stage represents a step in dealing with these challenges and electrical constraints. The proposed algorithm is aimed at minimizing the energy-not-supplied by minimizing number of out-of-service healthy downstream loads in a tree exposed to a permanent single fault or multi-simultaneous faults without violating the electrical constraints. The proposed algorithm is independent on distribution system size and its restoration time lies within 190–199 ms. The proposed algorithm is tested under IEEE 16-bus, IEEE 33-bus and IEEE 69-bus distribution systems for all maneuvering fault processes. The proposed algorithm achieves 100 % self-healing capability under a single fault maneuvering processes against 95.8 %, 98.3 % and 97. 8 % satisfaction of self-healing condition under exposure to two, three and four multi-simultaneous faults, respectively. The proposed algorithm showed better performance compared to other algorithms reported in the literature as regards as capability of self-healing, efficiency, restoration time and number of considered challenges. |
| format | Article |
| id | doaj-art-57cdc4873e1c415eb0bd79f64dd8fca0 |
| institution | OA Journals |
| issn | 2590-1230 |
| language | English |
| publishDate | 2025-06-01 |
| publisher | Elsevier |
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| series | Results in Engineering |
| spelling | doaj-art-57cdc4873e1c415eb0bd79f64dd8fca02025-08-20T02:01:05ZengElsevierResults in Engineering2590-12302025-06-012610546710.1016/j.rineng.2025.105467A multi-stage algorithm based on data structure to deal challenges facing electric-supply restoration in smart gridsMohamed Goda0Mazen Abdel-Salam1Mohamed-Tharwat EL-Mohandes2Ahmed Elnozahy3Electrical Engineering Department, October 6 University, Giza, Egypt; Corresponding author.Electrical Engineering Department, Assiut University, Assiut, EgyptElectrical Engineering Department, Assiut University, Assiut, EgyptElectrical Engineering Department, Assiut University, Assiut, EgyptA combined multi-stage algorithm is proposed and built to handle thirteen challenges along with electrical constraints that face electric-supply restoration in smart grids. The challenges include maximization of the number of recovered out-of-service healthy loads, avoiding in-service load shedding, occurrence of multi-simultaneous faults, minimization of total power loss, sequence consideration of commanded switches, minimization of number of switches receiving order, reducing restoration time, independency on system size and achieving self-healing. The electrical constraints include branch current capacity, voltage limits, load priority and system radiality. These challenges are discussed in five stages, each stage represents a step in dealing with these challenges and electrical constraints. The proposed algorithm is aimed at minimizing the energy-not-supplied by minimizing number of out-of-service healthy downstream loads in a tree exposed to a permanent single fault or multi-simultaneous faults without violating the electrical constraints. The proposed algorithm is independent on distribution system size and its restoration time lies within 190–199 ms. The proposed algorithm is tested under IEEE 16-bus, IEEE 33-bus and IEEE 69-bus distribution systems for all maneuvering fault processes. The proposed algorithm achieves 100 % self-healing capability under a single fault maneuvering processes against 95.8 %, 98.3 % and 97. 8 % satisfaction of self-healing condition under exposure to two, three and four multi-simultaneous faults, respectively. The proposed algorithm showed better performance compared to other algorithms reported in the literature as regards as capability of self-healing, efficiency, restoration time and number of considered challenges.http://www.sciencedirect.com/science/article/pii/S2590123025015373Supply restorationSelf-healingThirteen challengesMulti-stage algorithmSwitches classificationData structure |
| spellingShingle | Mohamed Goda Mazen Abdel-Salam Mohamed-Tharwat EL-Mohandes Ahmed Elnozahy A multi-stage algorithm based on data structure to deal challenges facing electric-supply restoration in smart grids Results in Engineering Supply restoration Self-healing Thirteen challenges Multi-stage algorithm Switches classification Data structure |
| title | A multi-stage algorithm based on data structure to deal challenges facing electric-supply restoration in smart grids |
| title_full | A multi-stage algorithm based on data structure to deal challenges facing electric-supply restoration in smart grids |
| title_fullStr | A multi-stage algorithm based on data structure to deal challenges facing electric-supply restoration in smart grids |
| title_full_unstemmed | A multi-stage algorithm based on data structure to deal challenges facing electric-supply restoration in smart grids |
| title_short | A multi-stage algorithm based on data structure to deal challenges facing electric-supply restoration in smart grids |
| title_sort | multi stage algorithm based on data structure to deal challenges facing electric supply restoration in smart grids |
| topic | Supply restoration Self-healing Thirteen challenges Multi-stage algorithm Switches classification Data structure |
| url | http://www.sciencedirect.com/science/article/pii/S2590123025015373 |
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