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A Nowcasting Central Controller with Continuous RTP for Residential Device Scheduling using Swap-Based BFPSO

Energy management plays an important role in the residential sector allowing consumers to take control over their energy consumption w.r.t. the market fluctuations. For a long time, forecasting model-based scheduling was thought as a way to mitigate the expected versus reality electricity pricing ga...

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Autores principales: Ghole, Mukund Subhash, Paliwal, Priyanka, Thakur, Tripta
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9970141/
https://www.ncbi.nlm.nih.gov/pubmed/37361463
http://dx.doi.org/10.1007/s13369-023-07696-x
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author Ghole, Mukund Subhash
Paliwal, Priyanka
Thakur, Tripta
author_facet Ghole, Mukund Subhash
Paliwal, Priyanka
Thakur, Tripta
author_sort Ghole, Mukund Subhash
collection PubMed
description Energy management plays an important role in the residential sector allowing consumers to take control over their energy consumption w.r.t. the market fluctuations. For a long time, forecasting model-based scheduling was thought as a way to mitigate the expected versus reality electricity pricing gap. However, it does not always present a working model owing to uncertainties involved around it. This paper presents a scheduling model having a Nowcasting Central Controller. This model is designed for residential devices using continuous RTP and targets on optimizing the device schedule in the current time slot as well as the subsequent time slots. It is dependent on the current input data and less on the past dataset, making it implemen at any situation. To solve the optimization problem, four variants of PSO in conjunction with swapping operation are implemented on the proposed model by considering a normalized objective function made up of two cost metrics. The results demonstrate a quickness and reduction in costs by BFPSO at each time slot. A comparison is carried out among different pricing schemes that clearly establish the effectiveness of CRTP over DAP and TOD. With CRTP performing the best of the lot, the NCC model is found to be highly adaptable and robust to sudden changes in pricing schemes.
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spelling pubmed-99701412023-02-28 A Nowcasting Central Controller with Continuous RTP for Residential Device Scheduling using Swap-Based BFPSO Ghole, Mukund Subhash Paliwal, Priyanka Thakur, Tripta Arab J Sci Eng Research Article-Electrical Engineering Energy management plays an important role in the residential sector allowing consumers to take control over their energy consumption w.r.t. the market fluctuations. For a long time, forecasting model-based scheduling was thought as a way to mitigate the expected versus reality electricity pricing gap. However, it does not always present a working model owing to uncertainties involved around it. This paper presents a scheduling model having a Nowcasting Central Controller. This model is designed for residential devices using continuous RTP and targets on optimizing the device schedule in the current time slot as well as the subsequent time slots. It is dependent on the current input data and less on the past dataset, making it implemen at any situation. To solve the optimization problem, four variants of PSO in conjunction with swapping operation are implemented on the proposed model by considering a normalized objective function made up of two cost metrics. The results demonstrate a quickness and reduction in costs by BFPSO at each time slot. A comparison is carried out among different pricing schemes that clearly establish the effectiveness of CRTP over DAP and TOD. With CRTP performing the best of the lot, the NCC model is found to be highly adaptable and robust to sudden changes in pricing schemes. Springer Berlin Heidelberg 2023-02-27 /pmc/articles/PMC9970141/ /pubmed/37361463 http://dx.doi.org/10.1007/s13369-023-07696-x Text en © King Fahd University of Petroleum & Minerals 2023, Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Research Article-Electrical Engineering
Ghole, Mukund Subhash
Paliwal, Priyanka
Thakur, Tripta
A Nowcasting Central Controller with Continuous RTP for Residential Device Scheduling using Swap-Based BFPSO
title A Nowcasting Central Controller with Continuous RTP for Residential Device Scheduling using Swap-Based BFPSO
title_full A Nowcasting Central Controller with Continuous RTP for Residential Device Scheduling using Swap-Based BFPSO
title_fullStr A Nowcasting Central Controller with Continuous RTP for Residential Device Scheduling using Swap-Based BFPSO
title_full_unstemmed A Nowcasting Central Controller with Continuous RTP for Residential Device Scheduling using Swap-Based BFPSO
title_short A Nowcasting Central Controller with Continuous RTP for Residential Device Scheduling using Swap-Based BFPSO
title_sort nowcasting central controller with continuous rtp for residential device scheduling using swap-based bfpso
topic Research Article-Electrical Engineering
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9970141/
https://www.ncbi.nlm.nih.gov/pubmed/37361463
http://dx.doi.org/10.1007/s13369-023-07696-x
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