ADMM based demand response management in the future smart grid
This report is a final year project report, presenting on the research and work done for demand response management in the future smart grid. The aim of this project is to study and develop an Alternating Direction Method of Multipliers (ADMM) based demand response algorithm which will solve an opti...
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| Format: | Final Year Project (FYP) |
| Language: | English |
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2019
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| Online Access: | http://hdl.handle.net/10356/78143 |
| _version_ | 1811681754338033664 |
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| author | Teo, Catherine Meng Jin |
| author2 | Soh Cheong Boon |
| author_facet | Soh Cheong Boon Teo, Catherine Meng Jin |
| author_sort | Teo, Catherine Meng Jin |
| collection | NTU |
| description | This report is a final year project report, presenting on the research and work done for demand response management in the future smart grid. The aim of this project is to study and develop an Alternating Direction Method of Multipliers (ADMM) based demand response algorithm which will solve an optimization problem in a decentralized manner. Although there are many demand response programs implemented by utilities company, these programs compromise user’s privacy as the user have to report their energy consumptions not only to the utility company, but also all the other users in the grid. ADMM is an algorithm that allows convex optimization problems to be solve by breaking them into smaller part which are easier to handle. Demand response allows consumers to manage their energy consumption that will benefit both the consumer and utilities company, and by implementing ADMM, it ensures that the problem is solved in a parallel and decentralized way, in which guaranteeing user’s privacy and computational stress. |
| first_indexed | 2024-10-01T03:45:58Z |
| format | Final Year Project (FYP) |
| id | ntu-10356/78143 |
| institution | Nanyang Technological University |
| language | English |
| last_indexed | 2024-10-01T03:45:58Z |
| publishDate | 2019 |
| record_format | dspace |
| spelling | ntu-10356/781432023-07-07T17:53:26Z ADMM based demand response management in the future smart grid Teo, Catherine Meng Jin Soh Cheong Boon School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering This report is a final year project report, presenting on the research and work done for demand response management in the future smart grid. The aim of this project is to study and develop an Alternating Direction Method of Multipliers (ADMM) based demand response algorithm which will solve an optimization problem in a decentralized manner. Although there are many demand response programs implemented by utilities company, these programs compromise user’s privacy as the user have to report their energy consumptions not only to the utility company, but also all the other users in the grid. ADMM is an algorithm that allows convex optimization problems to be solve by breaking them into smaller part which are easier to handle. Demand response allows consumers to manage their energy consumption that will benefit both the consumer and utilities company, and by implementing ADMM, it ensures that the problem is solved in a parallel and decentralized way, in which guaranteeing user’s privacy and computational stress. Bachelor of Engineering (Electrical and Electronic Engineering) 2019-06-12T07:50:09Z 2019-06-12T07:50:09Z 2019 Final Year Project (FYP) http://hdl.handle.net/10356/78143 en Nanyang Technological University 46 p. application/pdf |
| spellingShingle | DRNTU::Engineering::Electrical and electronic engineering Teo, Catherine Meng Jin ADMM based demand response management in the future smart grid |
| title | ADMM based demand response management in the future smart grid |
| title_full | ADMM based demand response management in the future smart grid |
| title_fullStr | ADMM based demand response management in the future smart grid |
| title_full_unstemmed | ADMM based demand response management in the future smart grid |
| title_short | ADMM based demand response management in the future smart grid |
| title_sort | admm based demand response management in the future smart grid |
| topic | DRNTU::Engineering::Electrical and electronic engineering |
| url | http://hdl.handle.net/10356/78143 |
| work_keys_str_mv | AT teocatherinemengjin admmbaseddemandresponsemanagementinthefuturesmartgrid |