Fuzzy optimization for peer-to-peer (P2P) multi-period renewable energy trading planning

被引:14
|
作者
Kong, Karen Gah Hie [1 ]
Lim, Juin Yau [2 ]
Leong, Wei Dong [3 ]
Ng, Wendy Pei Qin [4 ]
Teng, Sin Yong [5 ]
Sunarso, Jaka [1 ]
How, Bing Shen [1 ]
机构
[1] Swinburne Univ Technol, Fac Engn Comp & Sci, Res Ctr Sustainable Technol, Kuching 93350, Sarawak, Malaysia
[2] Kyung Hee Univ, Coll Engn, Dept Environm Sci & Engn, Integrated Engn, 1732 Deogyeong Daero,Gyeonggi Do, Yongin 17104, South Korea
[3] Monash Univ Malaysia, Sch Engn, Chem Engn Discipline, Bandar Sunway 47500, Selangor, Malaysia
[4] Univ Teknol Brunei, Petr & Chem Engn Programme Area, Jalan Tungku Link, BE-1410 Gadong, Brunei
[5] Radboud Univ Nijmegen, Inst Mol & Mat, POB 9010, NL-6500 GL Nijmegen, Netherlands
关键词
Peer-to-Peer (P2P) energy trading; Renewable energy; Carbon-constrained energy planning; Fuzzy mixed-integer linear programming; Multi-period energy planning; Time-sliced based optimization model; BUSINESS MODELS; DESIGN;
D O I
10.1016/j.jclepro.2022.133122
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The deficiency of natural resources and serious climate change have driven the global community's efforts to optimize energy planning using various process integration approaches. The inter-entities energy planning that allows internal trading of resources presents a great potential to enhance energy planning. It is believed that the effective management of such relationships offers lower environmental impacts on top of the economic benefits. The developed inter-collaborative energy trading model gives a handy lens to evaluate the effectiveness of the suggested inter-entities collaboration and how it provides economic benefits for the involved "peers". To demonstrate the economic viability of inter-entity energy planning, a multi-period Peer-to-peer (P2P) energy trading model - a horizontal cooperation among entities that allows internal energy trading, is developed in this work. An illustrative case study in Malaysia that involved three entities using the actual billing system adapted from Tenaga Nasional Berhad (TNB) is used to demonstrate the proposed methodology. First, two different single -objective optimization scenarios are considered: (i) minimization of electricity bills, and (ii) minimization of carbon emissions. A fuzzy optimization approach is then adopted in the case study to ensure the conflicting objectives are optimized simultaneously without over-prioritizing any of the objectives using the fuzzy sets theory. In the single-objective optimization scenarios, the entities managed to mitigate their total bills by USD 20,185.99/month and have a 82.55% carbon emissions reduction, respectively. Based on the results obtained from the multi-period P2P energy trading model using the fuzzy optimization approach, the involved entities can reduce their total electricity bill by USD 20,185.99/month (without over-prioritization of any of the entities involved) and achieve a total of 61% carbon emissions reduction. The optimal traded renewables unit cost of USD 0.089/kWh is determined via the sensitivity analysis conducted at the end of this work.
引用
收藏
页数:15
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