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A metric for tradable biodiversity credits quantifying impacts on global extinction risk 可交易生物多样性信用额度的衡量标准,量化对全球物种灭绝风险的影响
IF 4.9 3区 环境科学与生态学 Q2 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-06-25 DOI: 10.1111/jiec.13518
Axel G. Rossberg, Jacob D. O'Sullivan, Svetlana Malysheva, Nadav M. Shnerb

The difficulty in identifying appropriate metrics for the impacts organizations have on biodiversity remains a major barrier to the inclusion of biodiversity considerations in environmentally responsible investment. We derive and analyze a simple metric: the sum of the proportional changes in the global abundances of species caused by an organization, with a regularization to cover the case of species close to extinction. We argue mathematically that this metric quantifies changes in the mean long-term global survival probability of species. The metric thus supports the objective “to significantly reduce extinction risk” of the 2022 Global Biodiversity Framework and allows organizations to set themselves corresponding science-based targets. We show that in a perfect market trade in biodiversity credits quantified by our metric would lead to near-optimal allocation of resources to species conservation. We further show that metric values are quantitatively convertible to several other metrics and indices already in use. Barriers to adoption are therefore low. Used in conjunction with metrics addressing ecosystem services and integrity, potential areas of application include biodiversity related financial disclosures and voluntary or legislated biodiversity credit or no net loss policies.

组织对生物多样性的影响难以确定适当的衡量标准,这仍然是将生物多样性因素纳入对环境负责的投资的主要障碍。我们推导并分析了一个简单的衡量标准:由组织引起的全球物种丰度的比例变化总和,并对濒临灭绝的物种进行正则化处理。我们从数学角度论证了这一指标可以量化物种长期全球平均存活概率的变化。因此,该指标支持《2022 年全球生物多样性框架》中 "大幅降低物种灭绝风险 "的目标,并允许各组织为自己设定相应的科学目标。我们的研究表明,在一个完美的市场中,用我们的指标量化的生物多样性信用额度交易将导致物种保护资源分配接近最优。我们进一步表明,度量值可与其他几个已在使用的度量和指数进行量化转换。因此,采用的障碍较小。与生态系统服务和完整性指标结合使用,潜在的应用领域包括生物多样性相关的财务披露和自愿或立法生物多样性信用或无净损失政策。
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引用次数: 0
Robust modeling of material flows to end-uses under uncertainty: UK wood flows and material efficiency opportunities 不确定情况下最终用途材料流的稳健建模:英国木材流和材料效率机会
IF 4.9 3区 环境科学与生态学 Q2 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-06-21 DOI: 10.1111/jiec.13511
R. L. Anspach, S. R. Allen, R. C. Lupton

In this study we quantify wood flows from raw materials to end-uses for the United Kingdom in a robust way using a new material flow analysis (MFA) model with uncertainty. This is important to identify opportunities for efficiency given constraints on wood supply. We have developed a new “ProbPACTOT” MFA model which introduces a systematic method to handle mixed units during reconciliation and uncertainty in data observations, conversion factors, and process recipes. This makes it possible to track material flows all the way to end-uses, which is otherwise difficult because the diverse materials, data types, and units used to quantify end-products are hard to integrate into standard allocation-based MFA models. We apply the model for the case of wood in the United Kingdom by defining 56 process recipes and reconciling 117 data observations from various sources. The results quantify upstream production and trade flows, through to 19 specific end-uses of wood fibers. We use this to show the potential scale of savings by enhancing material efficiency; for example, if pallets were used 25% more intensively, 0.49 ±$pm$0.2 Mm3${rm M}mathrm{m^3}$ of wood fibers could be saved, corresponding to 4%–7% of the total soft sawnwood consumption of the United Kingdom. Judging the scale of opportunities for wood material efficiency in the United Kingdom is important domestically, and has global significance as the United Kingdom is the second largest net importer of wood products in the world. Moreover, this study proposes an important advancement in MFA giving a structure for modeling uncertain material flows up to end-uses, applicable to any material. This article met the requirements for a gold-gold JIE data openness badge described at http://jie.click/badges.

在这项研究中,我们使用一种新的具有不确定性的材料流分析 (MFA) 模型,以稳健的方式量化了英国从原材料到最终用途的木材流。在木材供应受限的情况下,这对于确定提高效率的机会非常重要。我们开发了一种新的 "ProbPACTOT "MFA 模型,该模型引入了一种系统方法来处理调节过程中的混合单位以及数据观测、转换系数和工艺配方中的不确定性。这使得跟踪材料流直至最终用途成为可能,而这在其他情况下是很困难的,因为用于量化最终产品的各种材料、数据类型和单位很难整合到基于分配的标准 MFA 模型中。我们将模型应用于英国的木材案例,定义了 56 个工艺配方,并协调了来自不同来源的 117 项数据观测。结果量化了上游生产和贸易流,直至木纤维的 19 种特定最终用途。例如,如果托盘的使用强度提高 25%,就可以节省 0.49 0.2 的木纤维,相当于英国软锯木总消耗量的 4%-7% 。判断英国木质材料效率的机会规模在国内非常重要,而且具有全球意义,因为英国是世界上第二大木制品净进口国。此外,本研究还在 MFA 方面取得了重要进展,提供了一种适用于任何材料的不确定材料流直至最终用途的建模结构。这篇文章符合 http://jie.click/badges 上描述的金牌 JIE 数据开放徽章的要求。
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引用次数: 0
Trilemma of life cycle carbon, employment, and costs of trucking industry's shift toward automation and electrification 卡车运输业向自动化和电气化转变的生命周期碳、就业和成本三难问题
IF 4.9 3区 环境科学与生态学 Q2 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-06-21 DOI: 10.1111/jiec.13516
Jafar Mandouri, Nuri C. Onat, Murat Kucukvar, Burak Sen

The transportation sector is undergoing a transformative shift, driven by advancements like autonomous and electric vehicle technologies. In this research, we investigate employment, carbon emissions, and total cost of ownership of autonomy and electrification in the US trucking industry. We utilize life cycle assessment and multi-regional input-output modeling to develop a comprehensive life cycle sustainability assessment approach. According to the results, while enhanced fuel economy due to autonomous systems can lead up to a 18% and 41% reduction in emissions and costs, electrification of diesel trucks shows remarkable potential, achieving up to a 40% decline in emissions and a 12% saving in life cycle costs. Autonomy and electrification combined could lead to a 50% decrease in emissions and 46% savings in life cycle costs. On the other hand, autonomy, while enhancing fuel efficiency and reducing costs, causes job losses due to improved efficiency and the elimination of driver positions. Introducing autonomy to diesel trucks results in a 27% decrease in jobs within the US trucking sector, attributed to improved fuel efficiency and subsequent job losses. Transition to autonomy and electrification requires a deliberate balance between environmental, social, and economic aspects. Managerial strategies should consider the use of the proposed composite indicators when setting emission reduction, cost cutting, and managing employment implications. Flexible re-skilling and training programs should be developed to adapt to the changing skill requirements due to electrification and automation.

在自动驾驶和电动汽车技术等进步的推动下,运输行业正在经历一场变革。在这项研究中,我们调查了美国卡车运输业的就业、碳排放以及自动驾驶和电气化的总拥有成本。我们利用生命周期评估和多地区投入产出模型,开发了一种全面的生命周期可持续性评估方法。结果显示,自主系统带来的燃油经济性提升可使排放量和成本分别减少 18% 和 41%,而柴油卡车电气化则显示出巨大潜力,可使排放量减少 40%,生命周期成本节约 12%。自主化和电气化相结合,可使排放量减少 50%,生命周期成本节约 46%。另一方面,自动驾驶在提高燃油效率和降低成本的同时,也会因提高效率和取消驾驶员职位而导致工作岗位的减少。在柴油卡车中引入自动驾驶技术后,美国卡车运输业的工作岗位减少了 27%,原因是提高了燃油效率并随之减少了工作岗位。向自动驾驶和电气化过渡需要在环境、社会和经济方面进行深思熟虑的平衡。在制定减排、降低成本和管理就业影响时,管理策略应考虑使用建议的综合指标。应制定灵活的再技能培训计划,以适应电气化和自动化带来的不断变化的技能要求。
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引用次数: 0
Network energy use not directly proportional to data volume: The power model approach for more reliable network energy consumption calculations 网络能耗与数据量不成正比:用功率模型方法计算更可靠的网络能耗
IF 4.9 3区 环境科学与生态学 Q2 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-06-21 DOI: 10.1111/jiec.13512
David Mytton, Dag Lundén, Jens Malmodin

It is commonly assumed that data volume and network energy consumption are directly proportional, a notion perpetuated by numerous studies and media coverage. This paper challenges this assumption, offering a comprehensive examination of network operations to explain why the relationship between energy consumption and data volume is nonlinear. The power model approach is explored as an alternative methodology for calculating network energy consumption providing a more reliable representation of network energy use. The power model demonstrates that simple energy intensity calculations, expressed as kilowatt hours per gigabyte of data, are insufficient for accurately estimating real-world network energy consumption.

人们通常认为,数据量与网络能耗成正比,许多研究和媒体报道都延续了这一观点。本文对这一假设提出了质疑,通过对网络运行的全面研究,解释了为什么能耗与数据量之间的关系是非线性的。本文探讨了功率模型方法,将其作为计算网络能耗的替代方法,从而更可靠地反映网络能耗。功率模型表明,以每千兆字节数据千瓦时表示的简单能源强度计算不足以准确估算现实世界的网络能耗。
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引用次数: 0
Using dynamic life cycle assessment to evaluate the effects of industry digitalization: A steel case study 利用动态生命周期评估来评价工业数字化的影响:钢铁案例研究
IF 4.9 3区 环境科学与生态学 Q2 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-06-18 DOI: 10.1111/jiec.13510
Miguel F. Astudillo, Kai Krämer, Asier Arteaga

Decarbonization of steelmaking has stagnated while it has a considerable share of global greenhouse gas emissions and a growing demand. Digitalization is seen as a viable option to reduce emissions and costs of the sector in the near term and life cycle assessment (LCA) as a comprehensive framework to evaluate changes in production practices. In this study, we analyze the potential impact of using optimization algorithms to improve the operation of a steelmaking plant in Spain. Specifically, we study the potential effects of optimizing the sequence in which steel is produced to minimize losses during casting. The global warming (GW) impacts and economic costs are quantified using a dynamic LCA model, considering uncertainty and temporal variability using an open-source LCA framework. The results indicate, on average, modest savings in costs and are inconclusive regarding GW emissions. Most of the cost savings come from a reduction in the use of additives and electricity, which are wasted when the steel is scrapped during casting. The methodological framework has proven useful in quantifying and interpreting the potential effects of digitalization. The implemented solution, tested in an industrial setting, allows an automated evaluation of production at the plant using the LCA model, facilitating the use of sustainability criteria in decision-making.

炼钢业的去碳化进程停滞不前,而炼钢业在全球温室气体排放中占有相当大的份额,且需求不断增长。数字化被视为在短期内减少该行业排放和成本的可行方案,而生命周期评估(LCA)则是评估生产实践变化的综合框架。在本研究中,我们分析了使用优化算法改善西班牙一家炼钢厂运营的潜在影响。具体来说,我们研究了优化钢铁生产顺序以最大限度减少铸造过程中损失的潜在影响。考虑到不确定性和时间可变性,我们使用开放源 LCA 框架,使用动态 LCA 模型对全球变暖 (GW) 影响和经济成本进行了量化。结果表明,平均而言,成本节省不大,但全球变暖排放方面却没有定论。大部分成本节约来自于减少了添加剂和电力的使用,而这些都是在浇铸过程中钢材报废时浪费掉的。事实证明,该方法框架有助于量化和解释数字化的潜在影响。在工业环境中测试的实施解决方案允许使用生命周期评估模型对工厂的生产进行自动评估,从而促进在决策中使用可持续发展标准。
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引用次数: 0
Whole-process and multi-stakeholder-based solid waste management framework construction for industrial parks: Toward circular economy development 基于全过程和多利益相关方的工业园区固体废物管理框架建设:实现循环经济发展
IF 4.9 3区 环境科学与生态学 Q2 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-06-18 DOI: 10.1111/jiec.13508
Chang Shu, Zeshi Feng, Chao Liang, Jin Guo, Feng Xu, Jinping Tian, Lujun Chen

The intensive generation of industrial solid waste (ISW) in industrial parks poses a severe threat to the water and soil environment. To address the lack of system-level guidance strategies for ISW management (ISWM), the paper proposes a systematic ISWM framework within the context of the circular economy principle and applies it to a prominent eco-industrial park in China. This framework is founded on the metabolic characteristics of the entire ISW process, supported by multi-stakeholder cooperation, and guaranteed by a shareable information platform and infrastructure. A holistic ISW flow analytical process is introduced to facilitate the implementation of this framework. In the case study, a high-resolution inventory of ISW is established by 157 enterprises in 2021, covering 116 types of general ISW and 61 types of hazardous waste (HW). By integrating material flow analysis, questionnaires, and interviews, this study quantitatively reveals the underperformance of mini-scale HW recycling, with a recycling rate of 5.6% in 2021, well below the park-wide rate of 50.8%. Collaborative inboundary and transboundary disposal emerges as a crucial direction for ISWM, with over 80% of ISW being disposed of outside the park. Following the implementation of circular economy strategies guided by the management framework, notable improvements are observed, including a 26.5% increase in the recycling rate of mini-scale HW and a 13.5% increase in the proportion of disposal outside Beijing. To foster sustainable ISWM, this study recommends enhancing the decentralized infrastructure of collection–storage–transportation integration for mini-scale ISW in industrial parks. The developed management framework provides valuable insights and guidance for park-specific ISWM strategies.

工业园区密集产生的工业固体废物(ISW)对水和土壤环境构成了严重威胁。针对工业固体废物管理(ISWM)缺乏系统层面指导策略的问题,本文在循环经济原则的背景下提出了一个系统的工业固体废物管理框架,并将其应用于中国某著名生态工业园区。该框架以整个综合水资源管理过程的新陈代谢特征为基础,以多方利益相关者的合作为支撑,以可共享的信息平台和基础设施为保障。为促进该框架的实施,引入了一个整体的基础设施服务流程分析过程。在案例研究中,157 家企业在 2021 年建立了高分辨率的综合固体废物清单,涵盖 116 种一般综合固体废物和 61 种危险废物(HW)。通过整合物质流分析、问卷调查和访谈,本研究定量揭示了小型有害废物回收利用的不足,2021 年的回收利用率为 5.6%,远低于整个园区 50.8% 的回收利用率。协作性入境和跨境处置成为综合固体废物管理的一个重要方向,超过 80% 的综合固体废物被处置在公园之外。在管理框架的指导下实施循环经济战略后,情况有了显著改善,包括小型生活垃圾的回收率提高了 26.5%,在北京以外的处置比例提高了 13.5%。为促进可持续的综合可持续废物管理,本研究建议加强工业园区小型综合可持续废物收集、储存和运输一体化的分散式基础设施。所制定的管理框架为园区特定的综合污水管理战略提供了宝贵的见解和指导。
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引用次数: 0
Evaluating strategies to increase PET bottle recycling in the United States 评估增加美国 PET 瓶回收利用的战略
IF 4.9 3区 环境科学与生态学 Q2 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-06-18 DOI: 10.1111/jiec.13496
R. Basuhi, Karan Bhuwalka, Richard Roth, Elsa A. Olivetti

In the United States, polyethylene terephthalate (PET) bottle collection rates have not increased in a decade. Recycling rates remain abysmal while industry commitments and policy targets escalate the demand for recycled plastics. We investigate the PET bottle recycling system, where collection is a critical bottleneck and recycled PET supply is not meeting the expected demand. We characterize demand for recycled PET (R-PET), analyze scenarios of expanding deposit return systems (DRS), and quantify cost barriers to improving PET bottle recycling. We find that a nation-wide DRS can increase PET bottle recycling rates from 24% to 82%, supplying approximately 2700 kt of recycled PET annually. With stability in demand, we estimate that this PET bottle recycling system can achieve 65% bottle-to-bottle circularity, at a net cost of 360 USD/tonne of PET recycled. We also discuss environmental impacts, stakeholder implications, producer responsibility, and complimentary policies toward an efficient and effective recycling system.

在美国,聚对苯二甲酸乙二酯(PET)瓶的回收率十年来没有提高。尽管行业承诺和政策目标使再生塑料的需求不断增加,但回收率仍然惨不忍睹。我们对 PET 瓶回收系统进行了调查,在该系统中,收集是一个关键瓶颈,而回收 PET 的供应无法满足预期需求。我们描述了回收 PET(R-PET)的需求特征,分析了扩大押金返还系统(DRS)的方案,并量化了改善 PET 瓶回收利用的成本障碍。我们发现,全国范围内的押金返还制度可将 PET 瓶回收率从 24% 提高到 82%,每年可提供约 2700 千吨回收 PET。在需求稳定的情况下,我们估计这种 PET 瓶回收系统可以实现 65% 的瓶对瓶循环利用,回收 PET 的净成本为 360 美元/吨。我们还讨论了对环境的影响、利益相关者的影响、生产者的责任以及实现高效和有效回收系统的配套政策。
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引用次数: 0
Circular (de)construction matchmaking: A matter of space and time 循环(去)建筑匹配:时空问题
IF 4.9 3区 环境科学与生态学 Q2 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-06-17 DOI: 10.1111/jiec.13503
Yifei Yu, Marc van den Berg, Devrim Murat Yazan

Industrial symbiosis (IS) facilitates the transition toward a circular built environment. Following IS principles, multiple buildings can be symbiotically linked via closed-loop material flows beyond the boundaries of individual projects. However, there are few IS matchmaking methods that support the identification of IS opportunities among multiple deconstruction and construction projects. This research develops an agent-based model to fill this gap. The agent architecture is designed based on the concept of shearing layers. Circularity hubs are proposed to support IS matchmaking by allowing larger transportation ranges and keeping IS requests active for longer periods. The model's applicability is demonstrated through an industrial–urban symbiosis case in Enschede, the Netherlands. The model simulates the spatial–temporal dynamics of IS matchmaking as an emergent phenomenon under future scenarios. The results show operational evidence of IS matchmaking via the strategic implementation of circularity hubs. Overall, this research provides a new methodological perspective to explore the circularity in the built environment at scale.

工业共生(IS)有助于向循环型建筑环境过渡。根据工业共生原则,多个建筑可以通过闭环材料流超越单个项目的界限,实现共生联系。然而,目前支持在多个解构和建筑项目之间识别 IS 机遇的 IS 匹配方法还很少。本研究开发了一种基于代理的模型来填补这一空白。代理架构是根据剪切层的概念设计的。通过扩大运输范围和延长 IS 请求的有效期,提出了支持 IS 匹配的循环性枢纽。荷兰恩斯赫德的一个工业-城市共生案例证明了该模型的适用性。该模型模拟了未来情景下作为一种新兴现象的基础设施服务匹配的时空动态。结果表明,通过循环枢纽的战略实施,基础设施服务匹配得到了实际应用。总之,这项研究为探索建筑环境的大规模循环提供了一个新的方法论视角。
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引用次数: 0
Applying material and energy flow analysis to assess urban metabolism in the context of the circular economy 应用物质流和能量流分析评估循环经济背景下的城市新陈代谢
IF 4.9 3区 环境科学与生态学 Q2 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-06-17 DOI: 10.1111/jiec.13504
Asterios Papageorgiou, Anna Björklund, Rajib Sinha

With the circular economy (CE) gaining more traction worldwide, local authorities are engaging in efforts to develop circular strategies at the urban level. Developing and monitoring such strategies require detailed quantitative information on material and energy flows, which can be obtained through an urban metabolism (UM) analysis. This study demonstrates a bottom-up approach to analyze UM at the sectoral level based on material and energy flow analysis (MEFA), aiming to examine its utility within the context of the CE. The analysis is performed for Umeå urban area (Sweden) with a 5-year timeframe (2017–2021). The application of MEFA provides a detailed quantitative description of material and energy flows per sector, indicating the critical sectors in terms of resource consumption and waste generation and the most significant flows. More specifically, it reveals that the construction sector and households are key sectors within Umeå’s UM and that construction materials, food products, fossil fuels, and drinking water are significant metabolic flows. Furthermore, the application of MEFA with a multi-year timeframe uncovers trends in consumption rates of materials and generation rates of waste and emissions, revealing, for example, the correlation of material consumption and waste generation with the level of construction activity. Overall, by illustrating the potential of MEFA to provide a detailed quantitative analysis of material and energy flows, this study emphasizes its utility in supporting the design and monitoring of circular strategies at the urban level. At the same time, it highlights limitations of the method and suggests areas for future research.

随着循环经济(CE)在全球范围内获得越来越多的关注,地方政府正在努力制定城市层面的循环战略。制定和监测这些战略需要有关物质和能源流的详细定量信息,这些信息可以通过城市新陈代谢(UM)分析获得。本研究展示了一种自下而上的方法,以物质和能量流分析(MEFA)为基础,在部门层面分析 UM,旨在研究其在 CE 背景下的实用性。分析以瑞典于默奥城区为对象,时间跨度为 5 年(2017-2021 年)。应用 MEFA 对每个部门的材料和能源流进行了详细的定量描述,指出了资源消耗和废物产生方面的关键部门以及最重要的流量。更具体地说,它揭示了建筑部门和家庭是于默奥的关键部门,建筑材料、食品、化石燃料和饮用水是重要的新陈代谢流。此外,多年时间框架内的 MEFA 应用揭示了材料消耗率以及废物和排放物产生率的趋势,例如,揭示了材料消耗和废物产生与建筑活动水平的相关性。总之,通过说明 MEFA 在提供详细的材料和能源流定量分析方面的潜力,本研究强调了其在支持城市循环战略的设计和监测方面的实用性。与此同时,它还强调了该方法的局限性,并提出了未来研究的领域。
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引用次数: 0
Delineating the embodied CO2 emissions in Canada's exports: Routes, drivers, and paths 加拿大出口产品的二氧化碳排放量:路线、驱动因素和路径
IF 4.9 3区 环境科学与生态学 Q2 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-06-17 DOI: 10.1111/jiec.13506
Qiuping Li, Sanmang Wu, Qingshi Tu

This study combined the World Input–Output Database and Asian Development Bank's Multiregional Input–Output database to investigate Canada's embodied CO2 emissions in exports (EEE) for the period of 2000–2018. We examined the key drivers and paths through structural decomposition analysis and structural path analysis. First, the results showed that embodied emissions in the intermediate exports were the major contributor to Canada's EEE, and emission paths involving more than three countries were on the rise, indicating that the expansion of the global industrial supply chains has complicated the paths of Canada's EEE. Second, the factors such as emission intensity of sectors, export structure, and export scale, had varying influences on Canada's EEE over time. For several sectors, the benefit from reduced emission intensity was largely offset by the additional emissions from the increased export scale. Hence, the design of emission regulations should consider the heterogeneity of industrial sectors in order to mitigate emissions for the diverse industries in Canada. Third, energy and resource industries (e.g., electricity, petroleum, wood, metals, and so on) played an essential role in Canada's exports. A significant amount of embodied emissions was transferred from these sectors to the downstream sectors along the supply chain, indicating that abatement measures should be adopted from the whole life cycle perspective of a product/service through an integrated governance of the supply chain. This article met the requirements for a Gold–Silver JIE data openness badge described at http://jie.click/badges.

本研究结合世界投入产出数据库和亚洲开发银行的多区域投入产出数据库,对加拿大 2000-2018 年期间出口产品的二氧化碳体现排放量(EEE)进行了研究。我们通过结构分解分析和结构路径分析研究了主要驱动因素和路径。首先,研究结果表明,中间出口产品的二氧化碳体现排放是加拿大出口产品二氧化碳体现排放的主要驱动因素,且涉及三个以上国家的排放路径呈上升趋势,表明全球产业供应链的扩张使加拿大出口产品二氧化碳体现排放的路径变得复杂。其次,各部门的排放强度、出口结构和出口规模等因素在不同时期对加拿大的排放和环境影响各不相同。对于一些部门来说,降低排放强度带来的益处在很大程度上被出口规模扩大带来的额外排放所抵消。因此,排放法规的设计应考虑工业部门的异质性,以减少加拿大不同行业的排放。第三,能源和资源产业(如电力、石油、木材、金属等)在加拿大的出口中发挥着重要作用。大量的内含排放从这些行业转移到供应链的下游行业,这表明应通过对供应链的综合治理,从产品/服务的整个生命周期角度采取减排措施。这篇文章符合 http://jie.click/badges 上描述的金银联合执行数据开放徽章的要求。
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引用次数: 0
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Journal of Industrial Ecology
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