An end-to-end hydrogen supply chain framework with a two-stage model

IF 3.1 3区 工程技术 Q2 ENVIRONMENTAL STUDIES
Ting Jiang , Riju Lavanya , Daisik Nam
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引用次数: 0

Abstract

Byproduct hydrogen offers a cost-effective entry into hydrogen energy. However, the inherent complexity of hydrogen supply chain (HSC) presents hurdles in production, transport, and utilization, leading to low utilization and increased costs. Hydrogen supply chain network design (HSCND) and hydrogen fueling station planning (HFSP) both aim to optimize HSC from different angles, but integrating these two into a single framework poses challenges. Furthermore, HSC design directly influences hydrogen fuel cell vehicle (HFCV) adoption, influenced by factors like vehicle registration, driving tolerance range, traveling range, and more. The aim of this study is to develop an end-to-end supply chain framework that simultaneously considers HSCND and HFSP, encompassing all segments of the HSC. We design a two-stage model that aligns with each stage of HSC. From the end-user’s (station) perspective, we find optimal locations of Hydrogen Refueling Stations (HRSs) on expressways by means of a capacitated flow-refueling location model (CFRLM) combined with a hydrogen vehicle refueling station logic. This model considers government policy and consumer adoption factors with the goal of striking a balance between consumer interests and HRS decision-makers. For transporting byproduct production, we use a Voronoi Diagram (VD)-based capacitated vehicle routing model (CVRP) to deliver byproduct hydrogen from industrial areas to stations. The VD is employed to determine the assignment of HRSs in different target periods. Finally, we propose a modified branch-and-cut (BC) algorithm to solve the VD-based CVRP, which significantly outperforms commercial solvers in both speed and solution quality. Through sensitivity analysis, we identify critical factors impacting overall cost and hydrogen utilization. Tested on real and benchmark datasets, our algorithm increases byproduct hydrogen utilization by over 10% overall, reaching up to 70% in key industrial areas, while also achieving maximum path and flow coverage.
端到端氢供应链框架,两阶段模型
副产品氢为氢能源提供了一个经济有效的入口。然而,氢供应链(HSC)固有的复杂性在生产、运输和利用方面存在障碍,导致利用率低,成本增加。氢供应链网络设计(HSCND)和氢加氢站规划(HFSP)都旨在从不同角度优化氢供应链网络,但将两者整合到一个框架中存在挑战。此外,HSC设计直接影响氢燃料电池汽车(HFCV)的采用,受车辆登记、行驶公差范围、行驶里程等因素的影响。本研究的目的是开发一个端到端供应链框架,同时考虑HSCND和HFSP,包括HSC的所有部分。我们设计了一个两阶段的模型,与HSC的每个阶段保持一致。从终端用户(站)的角度出发,采用容量流动加氢选址模型(CFRLM)和氢燃料汽车加氢站逻辑相结合的方法,寻找高速公路加氢站的最优选址。该模型考虑了政府政策和消费者采用因素,目标是在消费者利益和HRS决策者之间取得平衡。为了运输副产品,我们使用基于Voronoi图(VD)的有能力车辆路线模型(CVRP)将副产品氢气从工业区运送到加油站。VD用于确定在不同目标时期HRSs的分配。最后,我们提出了一种改进的分支切断(BC)算法来求解基于dvd的CVRP,该算法在速度和解质量上都明显优于商业求解器。通过敏感性分析,我们确定了影响总成本和氢利用的关键因素。在真实数据集和基准数据集上进行的测试表明,我们的算法将副产氢的总体利用率提高了10%以上,在关键工业领域达到了70%,同时还实现了最大的路径和流量覆盖。
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来源期刊
CiteScore
8.90
自引率
2.60%
发文量
56
期刊介绍: The International Journal of Sustainable Transportation provides a discussion forum for the exchange of new and innovative ideas on sustainable transportation research in the context of environmental, economical, social, and engineering aspects, as well as current and future interactions of transportation systems and other urban subsystems. The scope includes the examination of overall sustainability of any transportation system, including its infrastructure, vehicle, operation, and maintenance; the integration of social science disciplines, engineering, and information technology with transportation; the understanding of the comparative aspects of different transportation systems from a global perspective; qualitative and quantitative transportation studies; and case studies, surveys, and expository papers in an international or local context. Equal emphasis is placed on the problems of sustainable transportation that are associated with passenger and freight transportation modes in both industrialized and non-industrialized areas. All submitted manuscripts are subject to initial evaluation by the Editors and, if found suitable for further consideration, to peer review by independent, anonymous expert reviewers. All peer review is single-blind. Submissions are made online via ScholarOne Manuscripts.
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