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Decisions of shipping supply chain with Arctic route option and emission allowance 航运供应链的北极航线选择和排放限额决策
IF 7.3 1区 工程技术 Q1 ENVIRONMENTAL STUDIES Pub Date : 2024-09-18 DOI: 10.1016/j.trd.2024.104420
Nengmin Zeng , Jiazheng Sun , Lean Yu

With global warming, the Arctic shipping route has become an important alternative when traditional routes face disruption risk. This study sets up a multistage game-theoretical model to investigate the decision problem of shipping supply chain with the traditional route’s disruption risk, Arctic route option, and emission allowance. The paper finds that depending on some important factors (such as market potential, route distance, emission allowance, shipping disruption risk, etc.), the shipping strategy based on traditional route (STR) and that based on Arctic route (SAR) may either be mutually exclusive (i.e., only STR or SAR is selected) or coexist. Furthermore, the disruption risk may lead to two effects, the competition effect (i.e., decreasing the procurement quantity via the traditional route) and the dependence effect (i.e., increasing the procurement quantity via the traditional route). The emission allowance may either weaken or strengthen the dependence effect, but always strengthens the competition effect. A case study is conducted to verify the model and results. This study theoretically enriches the literature on shipping management and Arctic route management, and provide decision-making solutions for shipping supply chains.

随着全球变暖,当传统航线面临中断风险时,北极航线已成为重要的替代选择。本研究建立了一个多阶段博弈理论模型,研究了航运供应链在传统航线中断风险、北极航线选择和排放限额下的决策问题。本文发现,根据一些重要因素(如市场潜力、航线距离、排放限额、航运中断风险等),基于传统航线的航运战略(STR)和基于北极航线的航运战略(SAR)既可以相互排斥(即只选择 STR 或 SAR),也可以共存。此外,干扰风险可能导致两种效应,即竞争效应(即减少通过传统航线的采购量)和依赖效应(即增加通过传统航线的采购量)。排放限额可能会削弱或加强依赖效应,但总是会加强竞争效应。为验证模型和结果,进行了案例研究。本研究从理论上丰富了航运管理和北极航线管理方面的文献,为航运供应链提供了决策解决方案。
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引用次数: 0
Spatial cross-side network effect of charging stations on electric vehicle adoption 充电站对电动汽车应用的空间交叉网络效应
IF 7.3 1区 工程技术 Q1 ENVIRONMENTAL STUDIES Pub Date : 2024-09-17 DOI: 10.1016/j.trd.2024.104400
Lixian Qian , Cheng Zhang , Yuxin Chen , Zhiguo Xiao

The success of electric vehicle (EV) adoption greatly depends on spatial deployment of charging infrastructure. However, existing literature often overlooks the spatial cross-side network effect (SCNE) of infrastructure on EV adoption. Using the quarterly panel data of Tesla in the United States (US), this study reveals that EV adoption in one state would increase by 5.75% and 1.09% if the charging accessibility increases by 1% in this state and its neighboring states respectively. Furthermore, such effect is heterogeneous between Tesla’s superchargers (SC) and destination charging (DC) stations, in that only accessibility to SC stations can significantly drive vehicle adoption across neighboring states. Moreover, the SCNE of DC stations on vehicle adoption can be amplified if the neighboring states are positioned more centrally in the US interstate highway network. We offer managerial and policy implications for businesses and governments to promote the adoption of EVs by developing the spatially deployed infrastructure.

电动汽车(EV)的成功应用在很大程度上取决于充电基础设施的空间部署。然而,现有文献往往忽视了基础设施对电动汽车采用的空间交叉网络效应(SCNE)。本研究利用特斯拉在美国的季度面板数据,发现如果一个州及其邻近州的充电便利性提高 1%,该州的电动汽车采用率将分别提高 5.75% 和 1.09%。此外,这种效应在特斯拉超级充电站(SC)和目的地充电站(DC)之间具有异质性,即只有 SC 充电站的可及性才能显著推动邻近各州的汽车采用率。此外,如果相邻州在美国州际高速公路网络中的位置更加集中,那么直流充电桩对汽车采用率的影响就会放大。我们为企业和政府提供了管理和政策方面的启示,以通过发展空间部署基础设施来促进电动汽车的采用。
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引用次数: 0
What influences intermodal Choices: Metro-Centric, Bus-Centric, Hybrid? insights from Machine learning Approaches 是什么影响了多式联运的选择?机器学习方法的启示
IF 7.3 1区 工程技术 Q1 ENVIRONMENTAL STUDIES Pub Date : 2024-09-16 DOI: 10.1016/j.trd.2024.104407
Xinwei Ma , Xiaolin Tian , Hongjun Cui , Mingjia He , Jianbiao Wang , Long Cheng

Three types of intermodals are defined: bus-centric, metro-centric, and hybrid, each representing combinations of bus, metro, and a mix of metro and bus with other travel modes for a trip, respectively. Using the household survey from Nanjing, China, comprising 162,191 trips, we applied the multiple models to reveal the nonlinear effects of socio-demographic and travel-related attributes on intermodal travel choices. Results show that bus-centric intermodal choice accounts for 65.82% of the total among the three types. The optimal model, random forest, indicates the relative importance of travel-related, individual, and household attributes, contributing 46.28%, 31.14%, and 22.59% respectively. Non-public transit travel time demonstrates an inverted V-shaped association with bus-centric intermodal choice, with a peak at around 5 min. Older individuals prefer bus-centric intermodal, while younger lean towards metro-centric and hybrid intermodal. Compared to car ownership and motorcycle ownership, bike ownership and E-bike ownership exhibit relatively high impact on intermodal travel choices.

我们定义了三种联运方式:以公交车为中心、以地铁为中心和混合型,分别代表公交车、地铁、地铁和公交车与其他出行方式的组合。通过对中国南京市 162191 次出行的家庭调查,我们运用多重模型揭示了社会人口和出行相关属性对多式联运出行选择的非线性影响。结果显示,在三种类型的多式联运选择中,以公交车为中心的多式联运选择占总数的 65.82%。最佳模型--随机森林表明了与旅行相关的属性、个人属性和家庭属性的相对重要性,分别占 46.28%、31.14% 和 22.59%。非公共交通出行时间与以公共汽车为中心的多式联运选择呈倒 V 型关联,在 5 分钟左右达到峰值。老年人更喜欢以公交车为中心的联运方式,而年轻人则倾向于以地铁为中心的混合联运方式。与拥有汽车和摩托车相比,拥有自行车和电动自行车对多式联运出行选择的影响相对较大。
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引用次数: 0
Factors affecting crossing structure use by khulan and goitered gazelle in China 影响中国花羚和鹅喉羚利用穿越结构的因素
IF 7.3 1区 工程技术 Q1 ENVIRONMENTAL STUDIES Pub Date : 2024-09-14 DOI: 10.1016/j.trd.2024.104417
Jiajia Ding , Yun Wang , Sabina Koirala , Muyang Wang , Wenxuan Xu , Weikang Yang

Quantifying the utilization of wildlife crossing structures (CSs) requires considering the local population background. This study assessed the effectiveness of 22 CSs based on the abundance of two ungulates (khulan and goitered gazelle) in northwestern China and analyzed variables influencing their usage such as openness, water source, and human activities in drylands. Results showed that there were 7 and 13 CSs with higher performance indices (PRi) for khulan and goitered gazelle, respectively. Khulan favors CSs near water sources and with large openness, while goitered gazelle prefers structures that include ponding and also feature large openness. Factors like distance to the CSs of the railway, predators, and human activities affect the utilization of CSs by goitered gazelle. This study emphasized the importance of designing and managing effective wildlife CSs by focusing on openness and water resources. It is recommended that CSs can be spatially consistent in multiple transportation lines run parallel.

量化野生动物通道结构(CS)的利用率需要考虑当地的种群背景。本研究根据中国西北地区两种有蹄类动物(呼兰和鹅喉羚)的数量,评估了22个CS的有效性,并分析了影响其使用的变量,如干旱地区的开阔程度、水源和人类活动。结果表明,库车和鹅喉羚分别有 7 个和 13 个性能指数(PRi)较高的 CS。库兰羚偏爱靠近水源且开阔的CS,而鹅喉羚则偏爱包括池塘在内且开阔的CS。与铁路CS的距离、捕食者和人类活动等因素都会影响鹅喉羚对CS的利用。这项研究强调了通过关注开阔度和水资源来设计和管理有效的野生动物保护区的重要性。建议在多条交通线路并行的情况下,CS 在空间上保持一致。
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引用次数: 0
Determinants of the price premium for eco vessels 生态船舶价格溢价的决定因素
IF 7.3 1区 工程技术 Q1 ENVIRONMENTAL STUDIES Pub Date : 2024-09-14 DOI: 10.1016/j.trd.2024.104414
Ioannis C. Moutzouris, Nikos C. Papapostolou, Malvina Marchese, Michael N. Tamvakis, Yao Shi

Shipping companies face the trilemma of investing in cheaper but more polluting conventional vessels, in more expensive but eco-friendly ones or postponing their investment. We quantify the price premium paid for eco-friendly vessels and investigate its determinants. The results indicate that eco vessels trade at an average premium of 25% compared to their conventional counterparts, while the corresponding income premia are between 9% and 15%. Our findings further suggest that the price premium depends on the market conditions, with income premia, past price premia, and fleet supply being strong drivers, while fuel costs and market liquidity have a less important effect. The magnitude and significance of these drivers vary based on the market state and segment. Overall, the paper documents the adverse effect that the current technological and regulatory uncertainty has on vessel investment and highlights the need for further policy intervention to reduce market uncertainty and encourage green investment.

航运公司面临三难选择:投资更便宜但污染更严重的传统船舶,投资更昂贵但环保的船舶,或者推迟投资。我们对环保型船舶的溢价进行了量化,并对其决定因素进行了研究。结果表明,与传统船舶相比,环保船舶的平均溢价率为 25%,而相应的收入溢价率在 9% 至 15% 之间。我们的研究结果进一步表明,溢价取决于市场条件,其中收入溢价、过去的溢价和船队供应是主要驱动因素,而燃料成本和市场流动性的影响较小。这些驱动因素的程度和重要性因市场状态和细分市场而异。总之,本文记录了当前技术和监管的不确定性对船舶投资的不利影响,并强调了进一步政策干预的必要性,以减少市场不确定性并鼓励绿色投资。
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引用次数: 0
Extreme particulate matter exposure at traffic intersections in a densely populated city 人口稠密城市交通路口的极端颗粒物接触情况
IF 7.3 1区 工程技术 Q1 ENVIRONMENTAL STUDIES Pub Date : 2024-09-14 DOI: 10.1016/j.trd.2024.104416
Saroj Kanta Behera , Ashutosh Kumar , Abhisek Mudgal

Commuters are exposed to significantly high pollution levels at traffic intersections. This study utilized the generalized Pareto distribution to model commuters’ exposure to extreme particulate matter (PM) levels across 36 traffic intersections in Varanasi, India. A Bayesian hierarchical framework was deployed to account for the seasonal variation. The monthly return levels for extreme PM2.5 (PM10) were 589 (1127), 474 (961), and 429 (902) µg/m3 during winter, spring, and summer, respectively. The extreme PM2.5 and PM10 concentrations exceeded the NAAQS severe category for all three seasons. There is a 0.72 % (1.47 %) chance that during winter, PM2.5 (PM10) levels would exceed that of the Delhi smog event (PM2.5: 585 µg/m3, PM10: 989 µg/m3). These findings raise concerns about public health and the environment, particularly in winter. The results would guide policymakers in enforcing stringent measures to reduce extreme exposures at traffic intersections in densely populated cities.

在交通路口,上班族暴露在极高的污染水平下。本研究利用广义帕累托分布对印度瓦拉纳西 36 个交通路口的乘客暴露于极端颗粒物(PM)水平的情况进行建模。采用贝叶斯分层框架来考虑季节性变化。在冬季、春季和夏季,极端 PM2.5(PM10)的月回归水平分别为 589(1127)、474(961)和 429(902)微克/立方米。在所有三个季节中,PM2.5 和 PM10 的极端浓度都超过了 NAAQS 的严重级别。冬季 PM2.5(PM10)浓度超过德里烟雾事件(PM2.5:585 微克/立方米,PM10:989 微克/立方米)的几率为 0.72%(1.47%)。这些发现引起了人们对公众健康和环境的关注,尤其是在冬季。这些结果将指导政策制定者执行严格的措施,以减少人口稠密城市交通路口的极端暴露。
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引用次数: 0
Are shared automated vehicles good for public- or private-transport-oriented cities (or neither)? 共享自动驾驶汽车适合公共交通型城市还是私人交通型城市(或者两者都不适合)?
IF 7.3 1区 工程技术 Q1 ENVIRONMENTAL STUDIES Pub Date : 2024-09-14 DOI: 10.1016/j.trd.2024.104373
Andrés Fielbaum , Baiba Pudāne

Simulation studies suggest that Shared Automated Vehicles (SAVs) could reduce the total vehicle kilometres travelled (VKT) thanks to efficiently pooling multiple users in one vehicle. However, mode choice studies indicate that SAVs would attract mostly public transport users, leading to an increase in VKT. This paper is among the first to combine these operational and behavioural expectations and the first to do so analytically. In our theoretical set-up, travellers choose between car, public transport, and SAVs, depending on their individual valuation of private travel and other attributes of each mode. We find that the introduction of SAVs lead to a VKT change in public-transport-oriented cities ranging from a small decrease to a large increase, where the latter is true for plausible parameter settings and hence is a cautionary point for SAV-introduction policies. Conversely, SAVs would attract only few travellers in private-transport-oriented cities and therefore would not significantly impact VKT.

模拟研究表明,共享自动驾驶汽车(SAVs)可以有效地将多个用户集中在一辆车内,从而减少车辆总行驶公里数(VKT)。然而,模式选择研究表明,共享自动驾驶汽车将主要吸引公共交通用户,从而导致车辆总行驶公里数增加。本文是首批将这些运营预期和行为预期结合起来的论文之一,也是首批进行分析的论文之一。在我们的理论设定中,旅客会根据他们对私人出行的个人估价以及每种出行方式的其他属性,在汽车、公共交通和小型自动车之间做出选择。我们发现,在以公共交通为导向的城市中,引入 SAV 会导致 VKT 的变化,幅度从小幅下降到大幅上升不等,其中后者在合理的参数设置下是真实的,因此是引入 SAV 政策的一个警示点。相反,在以私人交通为主的城市中,小型自动车只能吸引很少的旅客,因此不会对旅行总人数产生重大影响。
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引用次数: 0
Maritime accident risk prediction integrating weather data using machine learning 利用机器学习整合气象数据进行海上事故风险预测
IF 7.3 1区 工程技术 Q1 ENVIRONMENTAL STUDIES Pub Date : 2024-09-13 DOI: 10.1016/j.trd.2024.104388
Peter Brandt , Ziaul Haque Munim , Meriam Chaal , Hooi-Siang Kang

The study explores the capability of various machine learning (ML) models in maritime accident risk prediction. Data from 1981 to 2021 from the Norwegian Maritime Authorities (NMA) was analysed together with the data of 51 different weather-related variables, which were collected from Visual Crossing for each accident recorded in the NMA dataset. The findings reveal an increased predictive ability of ML models when relevant weather data is introduced. The results show that the Light Gradient Boosted Trees with Early Stopping perform the best, with a five-fold cross validation accuracy of 70.23% when weather data was included, compared to 64.86% without. Furthermore, the study revealed that the leading weather variables for accident prediction are wind, sea level pressure, visibility, and moon phase. The most effective multi-classification ML algorithm can be deployed for improving maritime safety resilience through vulnerability assessment and preparedness.

该研究探讨了各种机器学习(ML)模型在海事事故风险预测方面的能力。研究分析了挪威海事局(NMA)1981 年至 2021 年的数据以及 51 种不同的天气相关变量数据,这些数据是针对 NMA 数据集中记录的每起事故从视觉交叉(Visual Crossing)中收集的。研究结果表明,当引入相关天气数据时,ML 模型的预测能力有所提高。结果表明,具有早期停止功能的轻梯度提升树表现最佳,在包含天气数据时,其五倍交叉验证准确率为 70.23%,而不包含天气数据时为 64.86%。此外,研究还发现,事故预测的主要天气变量是风、海平面气压、能见度和月相。最有效的多分类 ML 算法可用于通过脆弱性评估和准备工作提高海事安全复原力。
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引用次数: 0
Emissions reduction potentials in business aviation with electric aircraft 公务航空电动飞机的减排潜力
IF 7.3 1区 工程技术 Q1 ENVIRONMENTAL STUDIES Pub Date : 2024-09-12 DOI: 10.1016/j.trd.2024.104415
Stefan Baumeister , Tatjana Krstić Simić , Emir Ganić

Under the looming climate crisis, public concerns have been raised regarding the environmental impacts of private jet flights. Electric aircraft are currently considered one of the most encouraging technological keys to significantly reducing the environmental impacts of aviation. This research aims to study the replacement of currently used business jets with fully electric aircraft. This study is based on actual flight data of a European business carrier. The carbon dioxide emissions reduction potential for different aircraft ranges was estimated. Obtained results showed that with fully electric aircraft the studied business carrier could significantly reduce its annual emissions by up to 93%. On a per-passenger basis, the emissions could decrease from 6,787 g of carbon dioxide equivalent per passenger kilometre to 449 g. However, as electric aircraft will operate at a slower speed than business jets, flight times would increase by 10–41 min, depending on the distance.

在迫在眉睫的气候危机下,私人飞机飞行对环境的影响引起了公众的关注。电动飞机目前被认为是大幅减少航空对环境影响的最令人鼓舞的技术关键之一。本研究旨在研究用全电动飞机取代目前使用的公务喷气机。这项研究基于欧洲一家公务航空公司的实际飞行数据。对不同航程飞机的二氧化碳减排潜力进行了估算。研究结果表明,使用全电动飞机后,该公务航空公司的年排放量可大幅减少 93%。然而,由于电动飞机的运行速度比公务喷气机慢,根据飞行距离的不同,飞行时间将增加 10-41 分钟。
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引用次数: 0
Barrier assessment of EV business model innovation in China: An MCDM-based FMEA 中国电动汽车商业模式创新的障碍评估:基于 MCDM 的 FMEA
IF 7.3 1区 工程技术 Q1 ENVIRONMENTAL STUDIES Pub Date : 2024-09-12 DOI: 10.1016/j.trd.2024.104404
Yixi Xue, Jiachen Zhang, Yi Zhang, Xiaoyu Yu

Business model innovation is imperative for electric vehicles (EVs) firms to maintain a competitive edge and the transition towards transportation electrification. However, numerous socio-technical barriers are likely to impede this innovation process. This study aims to assess the risks of various barriers through a novel fuzzy multiple-criteria decision-making (MCDM)-based failure mode and effects analysis (FMEA) model. To accomplish this, a panel of experts was convened to identify potential barriers, prioritizing risk criteria by interval-valued intuitionistic fuzzy sets (IVIFSs) and analytic hierarchy process, and utilizing the IVIF-improved grey relational projection for evaluating and ranking barriers. The model underscores the importance of considering the unique characteristics of EV business model innovation, and a hierarchical system of risk criteria for evaluating barriers is formulated based on the traditional risk factors of FMEA. The findings corroborate that ‘blocked network nodes’, ‘unprofitable revenue models’, and ‘inadequate market segmentation’ are the foremost barriers in China.

电动汽车(EV)企业要保持竞争优势并向交通电气化转型,就必须进行商业模式创新。然而,许多社会技术障碍可能会阻碍这一创新进程。本研究旨在通过一种基于模糊多重标准决策(MCDM)的新型故障模式与影响分析(FMEA)模型,评估各种障碍的风险。为此,召集了一个专家小组来确定潜在的障碍,通过区间值直观模糊集(IVIFS)和层次分析法来确定风险标准的优先次序,并利用 IVIF 改进的灰色关系投影来评估和排列障碍。该模型强调了考虑电动汽车商业模式创新独特性的重要性,并在 FMEA 传统风险因素的基础上,制定了评估障碍的分层风险标准体系。研究结果证实,在中国,"网络节点受阻"、"收入模式无利可图 "和 "市场细分不足 "是最主要的障碍。
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引用次数: 0
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