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Abstract
The creation of distributed energy generation that eliminates conventional differences between energy producers and consumers creates a new role called prosumer. This study aims at deploying a general ABM simulation framework to facilitate electricity exchange and demonstrate the functionality of blockchain. The simulation involved a Transactive Energy Distributed Energy Resource in a block chain dependent robust multi-agent structure. The LEM proposal based on blockchain uses auction system to balance supply and demand. Prediction error impacts on market outcomes were reduced by the LTSM model. The prediction procedure works on blockchain based LEM with adjusted prediction procedure. In ten real-world household power consumption datasets, the proposed hybrid deep learning neural network outperforms the state-of-the-art methods. To complement the proposed framework for actual application use, we additionally offer a k-step power consumption forecasting technique. This research offers a scalable environment for analyzing an energy blockchain from the perspective of Qatari society, finance, and technology.
Original language | English |
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Title of host publication | 2022 13th International Renewable Energy Congress, IREC 2022 |
Publisher | Institute of Electrical and Electronics Engineers Inc. |
ISBN (Electronic) | 9781665488976 |
DOIs | |
Publication status | Published - 2022 |
Event | 13th International Renewable Energy Congress, IREC 2022 - Hammamet, Tunisia Duration: 13 Dec 2022 → 15 Dec 2022 |
Publication series
Name | 2022 13th International Renewable Energy Congress, IREC 2022 |
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Conference
Conference | 13th International Renewable Energy Congress, IREC 2022 |
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Country/Territory | Tunisia |
City | Hammamet |
Period | 13/12/22 → 15/12/22 |
Keywords
- Artificial Intelligence
- Blockchain
- Convolutional Neural Network
- Forecasting
- Machine learning
- Solar PV
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Dive into the research topics of 'Data Forecasting with Application to Blockchain-based Local Energy Markets'. Together they form a unique fingerprint.Projects
- 1 Finished
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EX-QNRF-NPRPS-15: A Blockchain Community Solar Ecosystem for Qatar
Sanfilippo, A. P. (Lead Principal Investigator), Che Wanik, M. Z. (Principal Investigator), Boumaiza, A. (Principal Investigator), Fellow, P. D. (Post Doctoral Fellow) & BOSCOVIC, P. D. (Post Doctoral Fellow)
15/03/21 → 15/09/24
Project: Applied Research