A Reputation-based Distributed District Scheduling Algorithm for Smart Grids
In this paper we develop and test a distributed algorithm providing Energy Consumption Schedules (ECS) in smart grids for a residential district. The goal is to achieve a given aggregate load prole. The NP-hard constrained optimization problem reduces to a distributed unconstrained formulation by me...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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European Alliance for Innovation (EAI)
2015-05-01
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| Series: | EAI Endorsed Transactions on Cognitive Communications |
| Subjects: | |
| Online Access: | http://eudl.eu/doi/10.4108/cogcom.1.2.e3 |
| _version_ | 1819198675607355392 |
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| author | D. Borra M. Iori C. Borean F. Fagnani |
| author_facet | D. Borra M. Iori C. Borean F. Fagnani |
| author_sort | D. Borra |
| collection | DOAJ |
| description | In this paper we develop and test a distributed algorithm providing Energy Consumption Schedules (ECS) in smart grids for a residential district. The goal is to achieve a given aggregate load prole. The NP-hard constrained optimization problem reduces to a distributed unconstrained formulation by means of Lagrangian Relaxation technique, and a meta-heuristic algorithm based on a Quantum inspired Particle Swarm with Levy flights. A centralized iterative reputation-reward mechanism is proposed for end-users to cooperate to avoid power peaks and reduce global overload, based on random distributions simulating human behaviors and penalties on the eective ECS diering from the suggested ECS. Numerical results show the protocols eectiveness. |
| first_indexed | 2024-12-23T03:04:13Z |
| format | Article |
| id | doaj.art-44e240b1e1ca4c8d8798a2431e9a0faf |
| institution | Directory Open Access Journal |
| issn | 2313-4534 |
| language | English |
| last_indexed | 2024-12-23T03:04:13Z |
| publishDate | 2015-05-01 |
| publisher | European Alliance for Innovation (EAI) |
| record_format | Article |
| series | EAI Endorsed Transactions on Cognitive Communications |
| spelling | doaj.art-44e240b1e1ca4c8d8798a2431e9a0faf2022-12-21T18:02:21ZengEuropean Alliance for Innovation (EAI)EAI Endorsed Transactions on Cognitive Communications2313-45342015-05-01121810.4108/cogcom.1.2.e3A Reputation-based Distributed District Scheduling Algorithm for Smart GridsD. Borra0M. Iori1C. Borean2F. Fagnani3Dipartimento di Scienze Matematiche, Politecnico di Torino, ItalySwarm Joint Open Lab, Telecom Italia, ItalySwarm Joint Open Lab, Telecom Italia, ItalyDipartimento di Scienze Matematiche, Politecnico di Torino, ItalyIn this paper we develop and test a distributed algorithm providing Energy Consumption Schedules (ECS) in smart grids for a residential district. The goal is to achieve a given aggregate load prole. The NP-hard constrained optimization problem reduces to a distributed unconstrained formulation by means of Lagrangian Relaxation technique, and a meta-heuristic algorithm based on a Quantum inspired Particle Swarm with Levy flights. A centralized iterative reputation-reward mechanism is proposed for end-users to cooperate to avoid power peaks and reduce global overload, based on random distributions simulating human behaviors and penalties on the eective ECS diering from the suggested ECS. Numerical results show the protocols eectiveness.http://eudl.eu/doi/10.4108/cogcom.1.2.e3Distributed AlgorithmsAutonomous Demand Response managementEnergy Consumption SchedulingSmart Power GridsReputation algorithm |
| spellingShingle | D. Borra M. Iori C. Borean F. Fagnani A Reputation-based Distributed District Scheduling Algorithm for Smart Grids EAI Endorsed Transactions on Cognitive Communications Distributed Algorithms Autonomous Demand Response management Energy Consumption Scheduling Smart Power Grids Reputation algorithm |
| title | A Reputation-based Distributed District Scheduling Algorithm for Smart Grids |
| title_full | A Reputation-based Distributed District Scheduling Algorithm for Smart Grids |
| title_fullStr | A Reputation-based Distributed District Scheduling Algorithm for Smart Grids |
| title_full_unstemmed | A Reputation-based Distributed District Scheduling Algorithm for Smart Grids |
| title_short | A Reputation-based Distributed District Scheduling Algorithm for Smart Grids |
| title_sort | reputation based distributed district scheduling algorithm for smart grids |
| topic | Distributed Algorithms Autonomous Demand Response management Energy Consumption Scheduling Smart Power Grids Reputation algorithm |
| url | http://eudl.eu/doi/10.4108/cogcom.1.2.e3 |
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