Please use this identifier to cite or link to this item: http://studentrepo.iium.edu.my/handle/123456789/11315
Title: Control and authentication of a fully decentralized pay-per-use energy trading platform
Authors: Yacine, Merrad
Supervisor: Mohamed Hadi Habaebi, Ph.D
Md. Rafiqul Islam, Ph.D
Teddy Surya Gunawan, Ph.D
Year: 2023
Publisher: Kuala Lumpur : Kulliyyah of Engineering, International Islamic University Malaysia, 2023
Abstract in English: This research aims to solve some problems related to blockchain peer-to-peer energy trading, which are purchased energy under consumption and transaction authentication and demand response control, which still rely on centralized schemes. The purpose of this thesis is to control and authenticate a fully Decentralized pay-per-use energy trading platform. It presents a blockchain-based peer-to-peer (P2P) energy trading platform where prosumers can trade energy autonomously and without interference from a central authority. Multiple prosumers can collaborate on energy generation to form a single supplier. Customers' electricity consumption is monitored via a smart meter connected to an IoT node connected to a private blockchain network. Smart contracts invoked on the blockchain enable autonomous trading interactions between parties and govern the behaviour of accounts within the Ethereum state. The decentralized P2P trading platform uses autonomous usage-based billing and energy routing monitored by a smart contract. A Deep Learning-based Gated Recurrent Unit (GRU) model predicts future consumption based on past data collected on the blockchain. The predictions are then used to set Time of Use (TOU) ranges using the K-means cluster. The data used to train the GRU model is shared among all parties within the network, making the predictions transparent and verifiable. By implementing K-Mean clustering in a smart contract on the blockchain, the set of TOU is independent and unchallengeable, To ensure the validity of the data uploaded to the blockchain, a consensus algorithm is proposed to detect fraudulent nodes, along with a Proof of Location (POL) to ensure that the data is uploaded by the expected nodes. To address the conflict of interest between prosumers and distribution system operators (DSOs) in decentralized P2P energy trading platforms, where prosumers seek to maximize their profit on the one hand, while DSOs seek optimal power flow (OPF) on the other hand, a novel fully decentralized architecture is proposed for an OPF-based demand response management system that uses smart contracts to force generators into compliance without the need for a central authority or hardware. The study details the proposed platform architecture, operation, and implementation. The results are presented mainly in terms of gas consumption of smart contracts and transaction latency for different loads. The work presented in the thesis is relevant in the sense that we have attempted to address a popular and important contemporary research issue related to blockchain technology. The research work holds great potential for industrial use. In the future era of renewable energy, decentralization of energy trading is a necessity for the future society.
Degree Level: Doctoral
Kullliyah: Kulliyyah of Engineering
Programme: Doctor of Philosophy in Engineering
URI: http://studentrepo.iium.edu.my/handle/123456789/11315
Appears in Collections:KOE Thesis

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