Hybrid PSO-TS Based Distribution System Expansion Planning for System Performance Improvement Considering Energy Management
Energy management (EM) has become very attractive in smart grid era for both industry and academia. EM in a power distribution system (PDS) can reduce the system losses, operational costs and emissions, and increases system's reliability, voltage stability and efficiency. This article expands t...
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| Format: | Article |
| Language: | English |
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IEEE
2020-01-01
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| Series: | IEEE Access |
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| Online Access: | https://ieeexplore.ieee.org/document/9288678/ |
| _version_ | 1818727490952101888 |
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| author | Md Shahin Alam Seyed Ali Arefifar |
| author_facet | Md Shahin Alam Seyed Ali Arefifar |
| author_sort | Md Shahin Alam |
| collection | DOAJ |
| description | Energy management (EM) has become very attractive in smart grid era for both industry and academia. EM in a power distribution system (PDS) can reduce the system losses, operational costs and emissions, and increases system's reliability, voltage stability and efficiency. This article expands the PDS using different distributed energy resources (DERs) and observes their impacts on EM success, operational costs, system losses, and emissions. Moreover, the impacts of integrating reactive sources (RSs), energy storage systems (ESSs), and electric vehicles (EVs) on the system's operational performance is investigated. An index is defined to measure the energy management success rate (EMSR) and several case studies are created for investigating variety of system expansion options individually and collectively. Furthermore, a new reliability index, namely reliability index success rate (RISR), is defined and sensitivity analysis are presented to investigate the DERs impacts on system's voltage controllability and the defined reliability index. A new hybrid PSO-TS optimization algorithm is developed, and the well-known PG&E 69-bus distribution network is selected for the simulations. Several case studies presented in the paper provide a clear understanding of the impacts of integrating different resources on the EM as well as other operational aspects of a PDS. The results reveal that the system expansion using DERs with different capacities along with EM strategies could have significant impacts on PDS performance depending on the DERs types' and capacities. Due to their availability and low operational costs, gas turbine further improves the performance indices comparing to the renewables that have uncertain availability and to diesel generators with their high operational costs. |
| first_indexed | 2024-12-17T22:14:56Z |
| format | Article |
| id | doaj.art-1f14737e058d4631ba446cae24db4fbc |
| institution | Directory Open Access Journal |
| issn | 2169-3536 |
| language | English |
| last_indexed | 2024-12-17T22:14:56Z |
| publishDate | 2020-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Access |
| spelling | doaj.art-1f14737e058d4631ba446cae24db4fbc2022-12-21T21:30:39ZengIEEEIEEE Access2169-35362020-01-01822159922161110.1109/ACCESS.2020.30433919288678Hybrid PSO-TS Based Distribution System Expansion Planning for System Performance Improvement Considering Energy ManagementMd Shahin Alam0https://orcid.org/0000-0002-4926-4459Seyed Ali Arefifar1https://orcid.org/0000-0002-0879-0866Department of Electrical and Computer Engineering, Oakland University, Rochester, MI, USADepartment of Electrical and Computer Engineering, Oakland University, Rochester, MI, USAEnergy management (EM) has become very attractive in smart grid era for both industry and academia. EM in a power distribution system (PDS) can reduce the system losses, operational costs and emissions, and increases system's reliability, voltage stability and efficiency. This article expands the PDS using different distributed energy resources (DERs) and observes their impacts on EM success, operational costs, system losses, and emissions. Moreover, the impacts of integrating reactive sources (RSs), energy storage systems (ESSs), and electric vehicles (EVs) on the system's operational performance is investigated. An index is defined to measure the energy management success rate (EMSR) and several case studies are created for investigating variety of system expansion options individually and collectively. Furthermore, a new reliability index, namely reliability index success rate (RISR), is defined and sensitivity analysis are presented to investigate the DERs impacts on system's voltage controllability and the defined reliability index. A new hybrid PSO-TS optimization algorithm is developed, and the well-known PG&E 69-bus distribution network is selected for the simulations. Several case studies presented in the paper provide a clear understanding of the impacts of integrating different resources on the EM as well as other operational aspects of a PDS. The results reveal that the system expansion using DERs with different capacities along with EM strategies could have significant impacts on PDS performance depending on the DERs types' and capacities. Due to their availability and low operational costs, gas turbine further improves the performance indices comparing to the renewables that have uncertain availability and to diesel generators with their high operational costs.https://ieeexplore.ieee.org/document/9288678/Energy managementpower distribution systemdistributed generationrenewable energyESSEVs |
| spellingShingle | Md Shahin Alam Seyed Ali Arefifar Hybrid PSO-TS Based Distribution System Expansion Planning for System Performance Improvement Considering Energy Management IEEE Access Energy management power distribution system distributed generation renewable energy ESS EVs |
| title | Hybrid PSO-TS Based Distribution System Expansion Planning for System Performance Improvement Considering Energy Management |
| title_full | Hybrid PSO-TS Based Distribution System Expansion Planning for System Performance Improvement Considering Energy Management |
| title_fullStr | Hybrid PSO-TS Based Distribution System Expansion Planning for System Performance Improvement Considering Energy Management |
| title_full_unstemmed | Hybrid PSO-TS Based Distribution System Expansion Planning for System Performance Improvement Considering Energy Management |
| title_short | Hybrid PSO-TS Based Distribution System Expansion Planning for System Performance Improvement Considering Energy Management |
| title_sort | hybrid pso ts based distribution system expansion planning for system performance improvement considering energy management |
| topic | Energy management power distribution system distributed generation renewable energy ESS EVs |
| url | https://ieeexplore.ieee.org/document/9288678/ |
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