Resources Conservation and Recycling最新文献

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Life cycle greenhouse gas emission of pork production in China: Carbon inequality embodied in supply chain 中国猪肉生产生命周期温室气体排放:供应链中的碳不平等
IF 11.2 1区 环境科学与生态学
Resources Conservation and Recycling Pub Date : 2025-05-14 DOI: 10.1016/j.resconrec.2025.108386
Shuru Chen , Keyan Chen , Fan Wu , Jing You
{"title":"Life cycle greenhouse gas emission of pork production in China: Carbon inequality embodied in supply chain","authors":"Shuru Chen ,&nbsp;Keyan Chen ,&nbsp;Fan Wu ,&nbsp;Jing You","doi":"10.1016/j.resconrec.2025.108386","DOIUrl":"10.1016/j.resconrec.2025.108386","url":null,"abstract":"<div><div>Understanding feed formulation impacts and regional carbon transfer is crucial for sustainable pork supply chains. Currently, secondary greenhouse gas (GHG) emissions in the pork supply chain are often overlooked, and regional carbon transfer inequality impedes food sustainability. This study combines spatial equilibrium modeling with life cycle assessment to quantify China's 2021 pork supply emissions. Increasing pig feed crude fiber from 4 % to 10 % raised annual lifecycle GHG emissions from 275.7 to 300.8 Mt CO<sub>2</sub>eq, driven by 45 % and 13 % emission increases in farming and transportation, respectively. Additionally, carbon transfer among provinces is imbalanced, primarily flowing from southern pig farming regions to northern agricultural provinces. Hunan, Guangdong, and Jiangxi were the top three benefiting provinces, accounting for nearly 27.5 % of the total carbon transfer. Emission burden shifts through interprovincial transfers undermine reduction targets, necessitating strategies like integrating transfer responsibilities into carbon quota systems or compensation mechanisms to ensure equitable mitigation.</div></div>","PeriodicalId":21153,"journal":{"name":"Resources Conservation and Recycling","volume":"220 ","pages":"Article 108386"},"PeriodicalIF":11.2,"publicationDate":"2025-05-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143941970","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Novel IoT-based deep learning framework for real-time waste forecasting: Optimizing multi-waste categories using AutoML 一种新的基于物联网的实时废物预测深度学习框架:使用AutoML优化多废物类别
IF 11.2 1区 环境科学与生态学
Resources Conservation and Recycling Pub Date : 2025-05-13 DOI: 10.1016/j.resconrec.2025.108378
Jiehao Chen, Zongguo Wen, Yuqing Tian
{"title":"A Novel IoT-based deep learning framework for real-time waste forecasting: Optimizing multi-waste categories using AutoML","authors":"Jiehao Chen,&nbsp;Zongguo Wen,&nbsp;Yuqing Tian","doi":"10.1016/j.resconrec.2025.108378","DOIUrl":"10.1016/j.resconrec.2025.108378","url":null,"abstract":"<div><div>Municipal solid waste (MSW) management faces significant challenges in waste generation forecasting due to insufficient data and limitations of traditional predictive methods, such as ARMA and ARIMA, which struggle with nonlinear, high-frequency data. This study introduces an IoT-based deep learning framework to enhance forecasting accuracy by utilizing real-time data from 3052 smart recycling bins across three Chinese cities. A Bi-LSTM model was applied to predict multiple waste streams daily, with AutoML techniques optimizing performance through automated hyperparameter tuning and model selection. Analysis 14,039,838 waste records, the Bi-LSTM achieved a mean absolute percentage error (MAPE) of 18.7 %, successfully predicting six waste categories at a daily frequency. By leveraging large-volume, granular, and frequently updated IoT data, this approach enables dynamic waste management, optimizing collection routes and reducing costs. The results highlight the potential of IoT and AI integration for advanced waste management, providing substantial support for operational efficiency and informed policy decision-making.</div></div>","PeriodicalId":21153,"journal":{"name":"Resources Conservation and Recycling","volume":"220 ","pages":"Article 108378"},"PeriodicalIF":11.2,"publicationDate":"2025-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143936389","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
High-resolution life cycle carbon footprint analysis for footwear products underpinned by on-site measured data 基于现场测量数据的鞋类产品高分辨率生命周期碳足迹分析
IF 11.2 1区 环境科学与生态学
Resources Conservation and Recycling Pub Date : 2025-05-13 DOI: 10.1016/j.resconrec.2025.108376
Bingqian Zhang , Chen Feng , Yacong Hu , Fan Li , Tina Wu , Shawn Li , Kun Yan , Zeshi Feng , Yao Shi , Jinping Tian , Lyujun Chen
{"title":"High-resolution life cycle carbon footprint analysis for footwear products underpinned by on-site measured data","authors":"Bingqian Zhang ,&nbsp;Chen Feng ,&nbsp;Yacong Hu ,&nbsp;Fan Li ,&nbsp;Tina Wu ,&nbsp;Shawn Li ,&nbsp;Kun Yan ,&nbsp;Zeshi Feng ,&nbsp;Yao Shi ,&nbsp;Jinping Tian ,&nbsp;Lyujun Chen","doi":"10.1016/j.resconrec.2025.108376","DOIUrl":"10.1016/j.resconrec.2025.108376","url":null,"abstract":"<div><div>Quantifying footwear carbon footprints is crucial to carbon mitigation due to &gt;20 billion pairs of global production annually. In light of complexities of footwear manufacturing, few studies have reported the carbon footprint of footwear in high resolution. This study developed a detailed cradle-to-grave carbon footprint accounting method based on on-site measurement of materials, energy, transportation, and waste for two representative products. A spreadsheet-based life cycle assessment (LCA) model was developed with over 1500 data entries, incorporating 79 materials and the electricity use from 131 sets of equipment across 169 processes. The Pareto’s 80/20 rule was applied to classify the extensive material inventories. The mass and energy flows of footwear production, along with carbon footprints and 10 other environmental impact categories, were carefully analyzed. This study also evaluated the impacts of emission factors from four LCA background databases. Measures to reduce footwear carbon footprints and policy implications were discussed.</div></div>","PeriodicalId":21153,"journal":{"name":"Resources Conservation and Recycling","volume":"220 ","pages":"Article 108376"},"PeriodicalIF":11.2,"publicationDate":"2025-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143936388","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Optimal product replacement: The dark sides of technological progress and the circular economy 最优产品替代:技术进步和循环经济的阴暗面
IF 11.2 1区 环境科学与生态学
Resources Conservation and Recycling Pub Date : 2025-05-12 DOI: 10.1016/j.resconrec.2025.108341
Régis Chenavaz , Stanko Dimitrov , Frank Figge , Rainer Schlosser
{"title":"Optimal product replacement: The dark sides of technological progress and the circular economy","authors":"Régis Chenavaz ,&nbsp;Stanko Dimitrov ,&nbsp;Frank Figge ,&nbsp;Rainer Schlosser","doi":"10.1016/j.resconrec.2025.108341","DOIUrl":"10.1016/j.resconrec.2025.108341","url":null,"abstract":"<div><div>The intersection of the circular economy and technological obsolescence is pivotal for understanding sustainable consumption and innovation’s impacts on product lifecycle management. Prevailing literature emphasizes producer-driven obsolescence and often overlooks the consumer’s role in product replacement decisions, particularly in a circular economic context. This study bridges this gap by exploring consumer-driven economic obsolescence and the resulting implications for product longevity and replacement strategies. Employing a composite methodology that integrates economic modeling with net present value analysis, this article investigates the timing of optimal product replacement from the consumer perspective. It challenges the conventional minimum cost per unit time methods by introducing a profit-equating replacement strategy tailored to circular economy principles. Key findings reveal a paradoxical dynamic wherein increased technological advancement can inversely affect optimal replacement timing, underscoring a consumer-centric view of obsolescence. Conclusively, this research refines our understanding of obsolescence by reconstructing its economic rationale within the circular economy, thus offering nuanced insights for sustainable product lifecycle management and policy-making.</div></div>","PeriodicalId":21153,"journal":{"name":"Resources Conservation and Recycling","volume":"220 ","pages":"Article 108341"},"PeriodicalIF":11.2,"publicationDate":"2025-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143936411","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Circular supply chain in Industry 4.0: Improving resource management and addressing recycling challenges 工业4.0中的循环供应链:改善资源管理和应对回收挑战
IF 11.2 1区 环境科学与生态学
Resources Conservation and Recycling Pub Date : 2025-05-12 DOI: 10.1016/j.resconrec.2025.108368
Ming-Lang Tseng , Mohd Helmi Ali , Shulin Lan , Anthony S.F. Chiu
{"title":"Circular supply chain in Industry 4.0: Improving resource management and addressing recycling challenges","authors":"Ming-Lang Tseng ,&nbsp;Mohd Helmi Ali ,&nbsp;Shulin Lan ,&nbsp;Anthony S.F. Chiu","doi":"10.1016/j.resconrec.2025.108368","DOIUrl":"10.1016/j.resconrec.2025.108368","url":null,"abstract":"","PeriodicalId":21153,"journal":{"name":"Resources Conservation and Recycling","volume":"220 ","pages":"Article 108368"},"PeriodicalIF":11.2,"publicationDate":"2025-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144116376","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Upcycling livestock processing waste to bioplastics for sustainable meat production systems: material quantification and environmental impact 将牲畜加工废物升级为可持续肉类生产系统的生物塑料:材料量化和环境影响
IF 11.2 1区 环境科学与生态学
Resources Conservation and Recycling Pub Date : 2025-05-11 DOI: 10.1016/j.resconrec.2025.108356
Cunling Jia , Shunli Wang , Lili Wang
{"title":"Upcycling livestock processing waste to bioplastics for sustainable meat production systems: material quantification and environmental impact","authors":"Cunling Jia ,&nbsp;Shunli Wang ,&nbsp;Lili Wang","doi":"10.1016/j.resconrec.2025.108356","DOIUrl":"10.1016/j.resconrec.2025.108356","url":null,"abstract":"<div><div>Significant amounts of slaughterhouse waste (SHW) are generated from livestock processing industry and could pose substantial environmental risks. Given its versatile properties, SHW can be upcycled into high-value product – bioplastics. This study presented the first global estimation of livestock processing waste, specifically SHW, across 193 countries and regions. Meanwhile, the bioplastics potentially produced from SHW and wastewater were analyzed. The results revealed that 103 million tonnes of SHW and 2699 million tonnes of wastewater were produced in 2022, with the potential to generate 31.3 million tonnes of bioplastics. Integrating biomethane production into bioplastic manufacturing in slaughterhouses can reduce fossil energy consumption and mitigate greenhouse gas emissions. Carbon reduction of 1.4 – 46.9 tons CO<sub>2</sub>-eq/d was observed from a typical slaughterhouse. The findings of this study provide valuable insights into the effective recycling of bioplastics from SHW and wastewater, thereby advancing the circular economy and environmental sustainability of the global meat industry.</div></div>","PeriodicalId":21153,"journal":{"name":"Resources Conservation and Recycling","volume":"220 ","pages":"Article 108356"},"PeriodicalIF":11.2,"publicationDate":"2025-05-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143936410","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring the circular economy future of lithium-ion batteries in australia through comprehensive dynamic material flow analysis 通过全面的动态物料流分析,探索澳大利亚锂离子电池循环经济的未来
IF 11.2 1区 环境科学与生态学
Resources Conservation and Recycling Pub Date : 2025-05-11 DOI: 10.1016/j.resconrec.2025.108377
Haiwei Zhou , Wen Li , Rusty Langdon , Prakash J. Singh , Peng Wang
{"title":"Exploring the circular economy future of lithium-ion batteries in australia through comprehensive dynamic material flow analysis","authors":"Haiwei Zhou ,&nbsp;Wen Li ,&nbsp;Rusty Langdon ,&nbsp;Prakash J. Singh ,&nbsp;Peng Wang","doi":"10.1016/j.resconrec.2025.108377","DOIUrl":"10.1016/j.resconrec.2025.108377","url":null,"abstract":"<div><div>Despite its dominant role as a major supplier of battery materials, Australia faces significant challenges in managing end-of-life (EoL) lithium-ion batteries (LIBs). With growing interest in establishing a circular economy of LIBs in Australia, robust quantitative analysis is urgently needed to inform policy and industrial actions. This study develops a dynamic, regionally-resolved material flow analysis (MFA) model to project the future LIB demand, EoL arisings, battery repurposing, and material recycling potential (MRP) across electric vehicles (EVs), battery energy storage systems (BESS), and handheld products in Australia. Results underscore the challenges of collecting handheld devices and the regional heterogeneity in battery waste volumes and compositions. The repurposing potential of EV batteries is projected to remain limited in this decade, but could significantly reduce and potentially eliminate battery imports to meet domestic BESS demand as early as 2038. The cumulative MRP for EoL LIBs would reach 2481–4471 kt in Australia between 2025 and 2050, with an estimated economic value of 23–44 billion US dollars. These findings highlight the importance of effective collection systems and regional differentiated EoL policies for LIBs, as well as significant opportunities in developing onshore repurposing and recycling capabilities in Australia.</div></div>","PeriodicalId":21153,"journal":{"name":"Resources Conservation and Recycling","volume":"220 ","pages":"Article 108377"},"PeriodicalIF":11.2,"publicationDate":"2025-05-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143931710","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Global stagnation and regional variations in steel recycling 钢铁回收的全球停滞和地区差异
IF 11.2 1区 环境科学与生态学
Resources Conservation and Recycling Pub Date : 2025-05-11 DOI: 10.1016/j.resconrec.2025.108363
Takuma Watari , Tomer Fishman , Hanspeter Wieland , Dominik Wiedenhofer
{"title":"Global stagnation and regional variations in steel recycling","authors":"Takuma Watari ,&nbsp;Tomer Fishman ,&nbsp;Hanspeter Wieland ,&nbsp;Dominik Wiedenhofer","doi":"10.1016/j.resconrec.2025.108363","DOIUrl":"10.1016/j.resconrec.2025.108363","url":null,"abstract":"<div><div>Steel is widely regarded as the world's most recycled material, yet little information exists on just how circular the steel industry actually is, both globally and nationally. This study traces iron and steel flows across the top 30 steel-producing countries, showing that the share of recycled iron inputs into global steelmaking has stagnated at ∼30 % over the past two decades. Although waste management practices have improved, the rapid growth of global in-use steel stock has prevented progress in making steel flows more circular. While some countries show higher recycled content than others, ranging from &lt;10 % to &gt;90 %, this does not necessarily reflect leadership in recycling practices. Rather, high circularity in some places is often supported by low circularity elsewhere through scrap imports or 'offshoring' the production of high-quality flat products. As long as global steel stock continues to grow, improvements in local circularity do not necessarily lead to global progress.</div></div>","PeriodicalId":21153,"journal":{"name":"Resources Conservation and Recycling","volume":"220 ","pages":"Article 108363"},"PeriodicalIF":11.2,"publicationDate":"2025-05-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143931709","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Resource and emission savings from material efficiency strategies for passenger vehicles in China’s provinces 中国各省乘用车材料效率策略的资源和排放节约
IF 11.2 1区 环境科学与生态学
Resources Conservation and Recycling Pub Date : 2025-05-10 DOI: 10.1016/j.resconrec.2025.108349
Huimei Li , Stefan Pauliuk , Yang Liu , Xin Sun , Peng Wang , Wei-Qiang Chen
{"title":"Resource and emission savings from material efficiency strategies for passenger vehicles in China’s provinces","authors":"Huimei Li ,&nbsp;Stefan Pauliuk ,&nbsp;Yang Liu ,&nbsp;Xin Sun ,&nbsp;Peng Wang ,&nbsp;Wei-Qiang Chen","doi":"10.1016/j.resconrec.2025.108349","DOIUrl":"10.1016/j.resconrec.2025.108349","url":null,"abstract":"<div><div>Decarbonizing China’s passenger vehicle sector is crucial for carbon neutrality goals. While electrification alone may not suffice due to scope 3 emissions, material efficiency (ME) represents a complementary pillar. However, ME’s overall benefits across China’s provinces remain unclear. This study applied the RECC model to estimate nine ME strategies’ impacts on bulk material production and GHG emissions across 31 provinces from 2023 to 2050. Results show the national vehicle fleet size will increase to 415–579 million units by 2050, depending on socio-economic scenarios. Ambitious ME strategies and lower mobility demand will save 2023–2050 cumulative primary material production by 1055 Mt. Low-carbon energy supply and ME strategies could enable China to meet its 2030 peak targets under high mobility demand and reduce emissions to 423 Mt by 2050. Notably, the southwest region would experience a greater GHG reduction from ME strategies than coastal regions, primarily driven by ride-sharing and vehicle downsizing.</div></div>","PeriodicalId":21153,"journal":{"name":"Resources Conservation and Recycling","volume":"220 ","pages":"Article 108349"},"PeriodicalIF":11.2,"publicationDate":"2025-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143929604","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Transformation of iron-bearing minerals and iron resource cycling 含铁矿物转化与铁资源循环
IF 11.2 1区 环境科学与生态学
Resources Conservation and Recycling Pub Date : 2025-05-10 DOI: 10.1016/j.resconrec.2025.108353
Xianji Yu , Wenchao Zhang , Han Wang , Xingyao Ye , Zhang Lin
{"title":"Transformation of iron-bearing minerals and iron resource cycling","authors":"Xianji Yu ,&nbsp;Wenchao Zhang ,&nbsp;Han Wang ,&nbsp;Xingyao Ye ,&nbsp;Zhang Lin","doi":"10.1016/j.resconrec.2025.108353","DOIUrl":"10.1016/j.resconrec.2025.108353","url":null,"abstract":"<div><div>Current rapid depletion of high-grade iron ore reserves in the worldwide has largely driven the demands of efficient iron resource cycling, including extraction, utilization, and recycling of iron-based resources. These processes predominantly involve chemical transformations of iron-bearing minerals, which control cycling pathways and determine end products. However, previous fragmented case studies generally focused on special minerals or typical chemical reactions, while the lack of a comprehensive perspective on chemical transformations hampers the efficient cycling of iron resources. In this review, the primary chemical transformation networks for 36 iron-bearing minerals, consisting of raw/secondary minerals from Fe-O, Fe-S, Fe-Si and other systems present on the Earth, are systematically constructed for understanding the iron resource cycling. Moreover, according to the chemical conditions and practical applicability of the transformation maps, geological cycle, industrial application and waste recycling within the iron resource cycling are reviewed for guiding the further acquisition and reutilization of iron resources. Finally, we underscore the necessity for future endeavors to concentrate on investigating iron compounds in complex substance, predicting transformative principles and pathways via data science, and applying the theoretical networks on regulation of iron resource cycling.</div></div>","PeriodicalId":21153,"journal":{"name":"Resources Conservation and Recycling","volume":"220 ","pages":"Article 108353"},"PeriodicalIF":11.2,"publicationDate":"2025-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143929605","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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