Sustainable urban farming using a two-phase multi-objective and multi-criteria decision-making approach

IF 3.1 4区 管理学 Q2 MANAGEMENT
Doha Haloui, Kenza Oufaska, Mustapha Oudani, Khalid El Yassini, Amine Belhadi, Sachin Kamble
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Abstract

For several reasons, recent attention has focused on urban agriculture in the context of sustainable and smart agriculture. Most of the global population has relocated from rural to urban areas. The ecological impact of agriculture is a rising concern. Furthermore, food insecurity, particularly food availability, remains a significant issue. Satisfying rising food demand with minimal environmental impact is a significant barrier to more sustainable food production. In this article, we study a sustainable location for urban farming that optimally balances economic and environmental objectives. We formulate the problem as a multi-objective linear program that considers maximizing the ecological benefit and crop production yield and minimizing transportation cost, sensor cost, and CO2 emissions. The proposed mathematical model is then solved using a two-phase method. The first phase uses several multi-objective optimization (MOO) methods (weighted sum, epsilon-constraint, augmented epsilon) to generate a pool of compromise solutions. The second phase uses multi-criteria decision-making (MCDM) methods (MARCOS, VIKOR, and Possibility Degree) to rank compromise solutions. We performed a sensitivity analysis first by studying the effect of different criteria weights (balanced, environmentally, and economically oriented) and then by investigating the rank reversal. Furthermore, we developed a thorough validity test that examines the impact of the dynamic elements of rank reversal by changing the importance of the model's input parameters. To provide a fusion ranking of the MCDM rankings, we devised an aggregated ranking approach using the half-quadratic (HQ) method.

Abstract Image

利用两阶段多目标和多标准决策方法实现可持续城市农业
出于几个原因,最近的关注点集中在可持续和智能农业背景下的城市农业。全球大部分人口已从农村迁移到城市地区。农业对生态的影响日益受到关注。此外,粮食不安全,特别是粮食供应,仍然是一个重大问题。以最小的环境影响满足不断增长的粮食需求,是实现更可持续的粮食生产的重要障碍。在这篇文章中,我们研究了如何在经济和环境目标之间取得最佳平衡的城市农业可持续发展地点。我们将问题表述为一个多目标线性程序,该程序考虑了生态效益和作物产量最大化以及运输成本、传感器成本和二氧化碳排放量最小化。然后,我们采用两阶段法求解所提出的数学模型。第一阶段使用几种多目标优化(MOO)方法(加权和、ε约束、增强ε)生成折中方案库。第二阶段使用多标准决策(MCDM)方法(MARCOS、VIKOR 和可能性度)对折中方案进行排序。我们首先通过研究不同标准权重(平衡、环境和经济导向)的影响,然后通过调查排名逆转,进行了敏感性分析。此外,我们还开发了一个全面的有效性测试,通过改变模型输入参数的重要性来检查排名逆转的动态因素的影响。为了提供 MCDM 排名的融合排名,我们设计了一种使用半二次方(HQ)方法的综合排名方法。
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来源期刊
International Transactions in Operational Research
International Transactions in Operational Research OPERATIONS RESEARCH & MANAGEMENT SCIENCE-
CiteScore
7.80
自引率
12.90%
发文量
146
审稿时长
>12 weeks
期刊介绍: International Transactions in Operational Research (ITOR) aims to advance the understanding and practice of Operational Research (OR) and Management Science internationally. Its scope includes: International problems, such as those of fisheries management, environmental issues, and global competitiveness International work done by major OR figures Studies of worldwide interest from nations with emerging OR communities National or regional OR work which has the potential for application in other nations Technical developments of international interest Specific organizational examples that can be applied in other countries National and international presentations of transnational interest Broadly relevant professional issues, such as those of ethics and practice Applications relevant to global industries, such as operations management, manufacturing, and logistics.
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