An efficient energy planning model optimizing cost, emission, and social impact with different carbon tax scenarios

碳排放税 环境经济学 碳纤维 温室气体 能量(信号处理) 环境科学 自然资源经济学 计算机科学 业务 经济 生态学 数学 算法 生物 复合数 统计
作者
Suthas Ratanakuakangwan,Hiroshi Morita
出处
期刊:Applied Energy [Elsevier]
卷期号:325: 119792-119792 被引量:1
标识
DOI:10.1016/j.apenergy.2022.119792
摘要

• Modified energy planning model to meet multi-objective requirements is proposed. • The lexicographical and weighted-sum methods are applied in the proposed model. • DEA is applied to measure the energy efficiency of each optimal energy policy. • Impact of carbon tax rates on efficiency scores of energy mixes is assessed. • Increasing the carbon tax rate increases the relative policy efficiency scores. This study proposes a modified energy planning model that considers a broad range of future uncertainties. Modifications to hybrid stochastic robust optimization and robust optimization methodology allow for the introduction of multi-objective functions that reflect the various dimensions of energy planning including cost, emission, and social impact. A lexicographical and weighted-sum type multi-objective function are used in formulating the proposed optimization model. Changing the priorities of the objective functions generates different energy policies, which are then compared. Data envelopment analysis is applied to measure the energy efficiency of each optimal energy policy produced by the energy planning model. Energy efficiency is defined as the ability to satisfactorily address five main aspects—cost, emissions, social impact, employment, and security. An updated power development plan for Thailand is used as an illustrative case study. The empirical analysis indicates that a policy prioritizing the environment first, followed by social impact and cost, is the most efficient policy among the five alternatives considered, with an average efficiency score of 0.9988. Sensitivity analysis involving various carbon tax scenarios is used to establish the importance of weight selection in the weighted-sum method. Specifically, the empirical case study reveals that when the weighted-sum method is used, increasing the carbon tax increases the relative policy efficiency score. Results from the case study offer quantitative support for policy makers seeking to devise an efficient energy policy that meets extensive requirements while still dealing with the bounds of uncertain future projections.

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