Zeynep Goze Gurkan , Pablo Duenas-Martinez , Ayse Selin Kocaman
{"title":"Data-driven location–allocation for clean cooking LPG supply chains: A mixed-integer programming approach for Rwanda","authors":"Zeynep Goze Gurkan , Pablo Duenas-Martinez , Ayse Selin Kocaman","doi":"10.1016/j.esd.2026.101947","DOIUrl":"10.1016/j.esd.2026.101947","url":null,"abstract":"<div><div>Liquefied Petroleum Gas (LPG) is a key clean cooking alternative to biomass, especially in developing countries where household air pollution remains a major concern. This study proposes a scalable decision-making framework for the design of LPG distribution networks, using Rwanda as a case study. We formulate a hierarchical location–allocation model as a Mixed-Integer Linear Program (MILP), leveraging a large-scale dataset with rooftop-level LPG demand for over 3.3 million households across Rwanda. To enable tractable, country-scale optimization, we adopt two complementary strategies: (i) a time-aggregated formulation assuming stable seasonal demand, and (ii) a spatial aggregation method based on agglomerative hierarchical clustering, which places retailers at distance-constrained geomedian points of rooftop clusters. We compare this clustering-based approach against a benchmark that uses village centroids for retailer siting, demonstrating cost savings and improved spatial fairness. Additionally, we assess the scalability of the system under projected demand growth and evaluate infrastructure–transportation trade-offs under fluctuating diesel prices. Our findings underscore the potential of data-driven planning tools in advancing equitable access to clean cooking solutions.</div></div>","PeriodicalId":49209,"journal":{"name":"Energy for Sustainable Development","volume":"92 ","pages":"Article 101947"},"PeriodicalIF":4.9,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146188661","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Zequan Lin , Qiangyan Hao , Bin Zhao , Yong Hao , Gang Pei
{"title":"Performance optimization of solar electric vehicles from the perspective of the life cycle","authors":"Zequan Lin , Qiangyan Hao , Bin Zhao , Yong Hao , Gang Pei","doi":"10.1016/j.esd.2026.101945","DOIUrl":"10.1016/j.esd.2026.101945","url":null,"abstract":"<div><div>There is a lack of complete life cycle assessment (LCA) for solar electric vehicles (SEVs), particularly gaps in the quantitative analysis of synergistic effects between vehicle-integrated photovoltaic (VIPV) systems and power battery configurations. To address these issues, this study conducted a cradle-to-grave LCA of SEVs relative to battery electric vehicles (BEVs). Three interlinked models including life cycle carbon emission (LCCE) reduction, life cycle cost (LCC) increase, and energy consumption change were constructed, and four typical Chinese cities with distinct solar resource grades were selected for analysis. Key findings include: (1) SEVs significantly reduce the number of grid charges; for example, BEVs in Lhasa require 442 charges over 10 years, while SEVs only need 83 charges (81.2% reduction). (2) Power battery capacity reduction (20%–30%) balances environmental and economic benefits, and at 20% reduction (Lhasa) or 30% reduction (Chengdu), SEVs' LCC increase shifts from positive to negative. (3) Under similar numbers of charges, compared with BEVs, SEVs can reduce their power battery capacity by 50%–60%. (4) The LCC critical line (0 boundary) shifts upward with solar resource quality: at 25% VIPV efficiency, Lhasa tolerates an initial module cost of 500–600 CNY/m<sup>2</sup>, while Chengdu only tolerates 200–300 CNY/m<sup>2</sup>. Notably, improving VIPV efficiency has a weaker impact on LCC reduction than lowering initial module costs.</div></div>","PeriodicalId":49209,"journal":{"name":"Energy for Sustainable Development","volume":"92 ","pages":"Article 101945"},"PeriodicalIF":4.9,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146188654","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Dante González-Pérez , Luis Bernardo López-Sosa , Saúl Leonardo Hernández-Trujillo , Juan Carlos Corral-Huacuz , Hermelinda Servín-Campuzano , Mauricio González-Avilés , Michel Rivero , Carlos A. García , Sayra Orozco
{"title":"Exploring rural mobility in indigenous contexts in Mexico: Towards the identification of local transportation alternatives","authors":"Dante González-Pérez , Luis Bernardo López-Sosa , Saúl Leonardo Hernández-Trujillo , Juan Carlos Corral-Huacuz , Hermelinda Servín-Campuzano , Mauricio González-Avilés , Michel Rivero , Carlos A. García , Sayra Orozco","doi":"10.1016/j.esd.2026.101962","DOIUrl":"10.1016/j.esd.2026.101962","url":null,"abstract":"<div><div>The research examines mobility in indigenous communities in Mexico, considering different stages. First, a diagnosis was conducted in four indigenous communities to understand the distances traveled, the types of vehicles used, and the reasons for mobility. Second, with the diagnostic data collected through household surveys and validated through experimental measurements, two future scenarios were modeled: a base scenario was projected for 2050 using consumption data to determine current and future energy, economic, and environmental impacts, and an alternative scenario was created to consider integrating hybrid and electric vehicles for public transportation, self-financing, and impact estimation. Finally, guidelines for developing transportation plans in Indigenous communities were outlined, considering a participatory approach. It was found that the activities requiring the longest distances traveled are related to entertainment, while those requiring the most frequent transfers are related to food supply, education, and work. Approximately 30% of the population in these communities needs motorized transportation daily, with average trips exceeding 18 km. The per-family energy demand for motorized mobility is below 5 GJ/year, and the inhabitants spend about 30% of their income on transportation services. Furthermore, annual emissions per community can reach up to 5000 t CO<sub>2</sub>e. The scenarios proposed in this work could lead to significant energy and economic savings and emissions reductions of more than 20% considering hybrid vehicles, and more than 30% in the case of electric cars. This proposal aims to be used as a guideline for the Mexican government's public policy on sustainable mobility which could impact positively on rural communities.</div></div>","PeriodicalId":49209,"journal":{"name":"Energy for Sustainable Development","volume":"92 ","pages":"Article 101962"},"PeriodicalIF":4.9,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146188725","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Valens Uwizeyimana , Jean Bosco Nkurikiye , Jean Aime Ruticumugambi , Julienne Gatesi , Athanase Mukuralinda , Olivier Lefebvre , Elias Nelly Bapfakurera , Rosine Isimbi , Maurice Mugabowindekwe , Nordica MacCarty , Bruno Verbist , Bart Muys
{"title":"A seasonal inventory of household fuel consumption and associated emissions using digital methods in Eastern Rwanda","authors":"Valens Uwizeyimana , Jean Bosco Nkurikiye , Jean Aime Ruticumugambi , Julienne Gatesi , Athanase Mukuralinda , Olivier Lefebvre , Elias Nelly Bapfakurera , Rosine Isimbi , Maurice Mugabowindekwe , Nordica MacCarty , Bruno Verbist , Bart Muys","doi":"10.1016/j.esd.2026.101951","DOIUrl":"10.1016/j.esd.2026.101951","url":null,"abstract":"<div><div>Around 2.3 billion people globally rely on biomass for cooking, contributing to severe health, environmental, and climate challenges, with household air pollution responsible for over 4 million deaths each year. This widespread dependence underscores the urgent need for accurate measurement of biomass consumption and associated emissions. The primary objective of this study is to enhance the understanding of household biomass energy use by quantifying the contributions of woody biomass and crop residues, examining seasonal consumption patterns, and estimating the resultant CO₂e emissions. The study's novelty lies in its application of a digital, sensor-based system to continuously and accurately monitor biomass consumption across 420 households in Eastern Rwanda, conducted over three agricultural seasons. This approach generates high-resolution, region-specific data on the utilization of firewood, crop residues, and charcoal, while directly linking consumption patterns to CO₂e emissions. The findings indicate that firewood accounts for 86% of the total biomass used for cooking, followed by crop residues at 13% and charcoal at 0.8%. The estimated daily household consumption amounts to 3.1 kg of firewood, 0.47 kg of crop residues, and 0.03 kg of charcoal. The relatively high amount of crop residue suggests a chronic shortage of firewood, despite the intensive tree-planting campaigns. Firewood consumption remained stable during season A (short rainy) and season B (rainy), with a slight decrease in season C (dry). Crop residues decreased steadily from Season A to B, and further to C. The estimated annual CO<sub>2e</sub> emission from biomass combustion is 1.32 tons per household and 0.48 tons per capita. Digital methods provide precise, time-resolved data on fuel types and consumption, offering valuable insights for energy planning and carbon financing. Future research should integrate PM₂.₅ emissions to better assess health impacts and determine the sustainable balance between using crop residues as fuel and returning them to the soil.</div></div>","PeriodicalId":49209,"journal":{"name":"Energy for Sustainable Development","volume":"92 ","pages":"Article 101951"},"PeriodicalIF":4.9,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146188742","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Yitong Niu , Yan Wang , Natra Joseph , Ajijolakewu Kamoldeen Abiodun , Cheu Peng Leh , Chee Keong Lee
{"title":"Time-resolved co-fermentation dynamics: Optimizing fermentation time for energy-efficient lignocellulosic ethanol production from oil palm empty fruit bunches","authors":"Yitong Niu , Yan Wang , Natra Joseph , Ajijolakewu Kamoldeen Abiodun , Cheu Peng Leh , Chee Keong Lee","doi":"10.1016/j.esd.2025.101922","DOIUrl":"10.1016/j.esd.2025.101922","url":null,"abstract":"<div><div>Fermentation duration critically shapes microbial performance and energy use in lignocellulosic ethanol. This study explores the time course of simultaneous saccharification and co-fermentation (SSCF) by <em>Saccharomyces cerevisiae</em> (ATCC 200062) and <em>Scheffersomyces stipitis</em> (ATCC 58785) using alkali-pretreated oil-palm empty fruit bunches (EFB). A Rotating Centre Composite Design was applied, with the central point positioned at the midpoint of the experimental factors. A total of 20 experimental runs were generated, covering the following ranges: NaOH concentration (1–3 %), temperature (100–140 °C), and reaction time (40–80 min). Time-resolved curves show that, under most conditions, ethanol production plateaus around 89 h, with only a small additional increase by 120 h; glucose is the main driver of early ethanol production, while xylose residue depends on specific conditions, and energy consumption increases linearly over time. Using responses at 89 h, NaOH loading emerges as the dominant pretreatment factor, and a moderate-severity region near ∼2 % NaOH, ∼120 °C, and ∼ 60 min balances solid recovery, fermentability, and energy-normalized productivity (ENP). Therefore, it is recommended to use approximately 89 h as the fermentation endpoint, along with a moderately alkaline pretreatment method, to balance ethanol yield and energy efficiency. This study establishes an energy-based optimized production framework for fermentation time and pretreatment conditions in lignocellulosic ethanol production, thereby guiding the efficient production of industrial bioethanol.</div></div>","PeriodicalId":49209,"journal":{"name":"Energy for Sustainable Development","volume":"92 ","pages":"Article 101922"},"PeriodicalIF":4.9,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145876985","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Unlocking India's $200 billion electric vehicle opportunity: State policies, grid decarbonization, and machine learning insights for sustainable development","authors":"Yash Modi , M.J. Mungla , Suketu Jani","doi":"10.1016/j.esd.2026.101946","DOIUrl":"10.1016/j.esd.2026.101946","url":null,"abstract":"<div><div>India aims to support the clean-energy transition and improve air-quality by focusing on electric mobility. Nevertheless, such an adoption is uneven across states due to variations in electricity generation mix, tariff design, policy support, and public-charging infrastructure availability. This study constructs a state-resolved techno-economic-environmental model to compare electric two-wheelers, three-wheelers, four-wheelers and intra-city buses using representative vehicles and harmonized data on grid emission intensity, electricity prices, policy support and fleet usage. Total cost of ownership and lifecycle greenhouse-gas emissions are estimated using deterministic modelling combined with Monte Carlo uncertainty propagation and sensitivity analysis. Machine learning is used to determine the main drivers of adoption and forecast adoption trajectories across states. It is found that electric two-wheelers and three-wheelers deliver universal cost and emissions advantages, and four-wheelers and e-buses are cost-competitive in policy-supportive and tariff-efficient states, with lifecycle CO<sub>2</sub> reductions of 35–90% relative to ICE. The three factors that influence the policy effectiveness the most are battery economics, tariff structures, and high-utilization fleet segments. In the absence of co-ordinated interventions, economic opportunity will be concentrated within a few states that lead first. The framework aids specific investment planning aligned with Sustainable Development Goals 7 (ensuring access to affordable, reliable, sustainable, and modern energy for all) and 11 (making cities and human settlements inclusive, safe, resilient, and sustainable) and provides insights that can be transferred to emerging economies aiming to attain an equitable, low-carbon mobility transition.</div></div>","PeriodicalId":49209,"journal":{"name":"Energy for Sustainable Development","volume":"92 ","pages":"Article 101946"},"PeriodicalIF":4.9,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146188655","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Peng-Tao Wang , Xiao-Ya Liang , Fei-Yin Wang , Mao Xu
{"title":"Optimized deployment of carbon capture, utilization, and storage (CCUS) in China's cement industry: A scenario-based analysis","authors":"Peng-Tao Wang , Xiao-Ya Liang , Fei-Yin Wang , Mao Xu","doi":"10.1016/j.esd.2026.101948","DOIUrl":"10.1016/j.esd.2026.101948","url":null,"abstract":"<div><div>To promote deep decarbonization in the cement industry, achieving China's “dual carbon” goals necessitates large-scale carbon emission reductions in this sector. Carbon Capture, Utilization, and Storage (CCUS) technology is considered a key solution for such reductions. However, empirical studies on CCUS deployment in the cement industry remain limited. In order to achieve this, the study set three core target scenarios for overall emissions reductions in China's cement industry: 40%, 50%, and 60%. Following a thorough screening and evaluation of 2651 cement plants nationwide, a full-process CCUS source-sink matching optimisation model was constructed to determine the optimal deployment strategy under each emissions reduction scenario. The results indicate that meeting these targets requires a large-scale deployment, involving the retrofitting of over 400 to 500 cement plants. The model estimates the corresponding unit abatement costs to be in the range of approximately 320 to 380 CNY/t CO<sub>2</sub>. Regional analysis revealed that the northeast has the lowest abatement costs, while the southwest incurs the highest. These findings suggest that differentiated development strategies should be formulated based on regional source-sink distribution and that cross-regional CCUS cooperation is essential to facilitate low-carbon transformation in the cement industry. This study provides valuable insights for early-stage screening of suitable cement plants for CCUS retrofitting in China.</div></div>","PeriodicalId":49209,"journal":{"name":"Energy for Sustainable Development","volume":"92 ","pages":"Article 101948"},"PeriodicalIF":4.9,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146188723","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Spatial modeling of cooking energy mixes: The case of West Africa","authors":"Théo Chamarande, Benjamin Pillot","doi":"10.1016/j.esd.2026.101943","DOIUrl":"10.1016/j.esd.2026.101943","url":null,"abstract":"<div><div>Cooking is one of the basic human needs that requires energy. Solid biomass is currently the main energy source for more than 2 billion people worldwide. In West Africa, biomass is used by 85% of the population. Modeling cooking scenarios helps understanding current energy mixes and potential paths to increase their sustainability. This study proposes a spatial model that optimizes the cost or carbon footprint of cooking a meal based on local resource availability (biomass, solar energy). We illustrate this method on three countries : Senegal, Niger and Côte d’Ivoire, but it can easily be applied to other regions or countries. The goal of this article is not to advocate for an optimal cooking energy mix, but rather to identify the main drivers of such a mix and to evaluate the effectiveness of potential public policies to enhance it. Our results highlight the strong potential for solar cooking in the Sahel, the low relevance of current electric cooking, and the major role played by traditional biomass. We also analyze how sensitive are the results of cooking optimization models to modeling assumptions, especially regarding biomass characterization.</div></div>","PeriodicalId":49209,"journal":{"name":"Energy for Sustainable Development","volume":"92 ","pages":"Article 101943"},"PeriodicalIF":4.9,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146188740","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Fabian Sittaro , Nils Engler , Dennis Krüger , Komi Agboka , Sebastian Semella , Friederike Naegeli de Torres
{"title":"Spatial assessment of bioenergy potentials for small biogas digesters and pyrolysis cookstoves: A case study in Togo","authors":"Fabian Sittaro , Nils Engler , Dennis Krüger , Komi Agboka , Sebastian Semella , Friederike Naegeli de Torres","doi":"10.1016/j.esd.2026.101959","DOIUrl":"10.1016/j.esd.2026.101959","url":null,"abstract":"<div><div>Biomass, primarily firewood and charcoal, dominates the energy landscape in Western Africa, driving deforestation, ecosystem degradation and adverse health outcomes. This study presents a comprehensive spatial assessment of the bioenergy potential of small-scale biogas digesters and pyrolysis cookstoves in Togo, addressing the urgent need for sustainable alternatives to traditional wood fuels. Using agricultural residues as feedstock for decentralised bioenergy systems could mitigate these impacts and help to achieve SDGs 7 (affordable and clean energy) and 13 (climate action). Using FAOSTAT and CROPGRIDS data, we mapped the spatial distribution and production volume of the most significant crop residues at high resolution. Residues were categorized by structure and composition in order to estimate biomethane yields and their compatibility with small-scale digesters or cookstoves. Deforestation priority regions were delineated using forest loss data derived from Landsat, enabling targeted analysis of bioenergy deployment in the most affected areas. Theoretical potential was calculated for small-scale digesters (5–15 m<sup>3</sup>) and household cookstoves based on local residue availability. Additional site-specific assessments were conducted for large-scale anaerobic digestion at over 50 poultry farms. Results reveal substantial and spatially variable bioenergy resources, particularly in regions experiencing severe deforestation. We estimate a theoretical potential of up to 720,000 small-scale biogas digesters (5 m<sup>3</sup> capacity) and 480,000 cookstoves, demonstrating the technical feasibility of replacing traditional fuels with agricultural residues. This spatially explicit approach provides a framework for decision-making to scale up sustainable bioenergy solutions in Togo and similar contexts, thus mitigating deforestation, lower greenhouse gas emissions and improving rural livelihoods.</div></div>","PeriodicalId":49209,"journal":{"name":"Energy for Sustainable Development","volume":"92 ","pages":"Article 101959"},"PeriodicalIF":4.9,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146188662","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Optimising solar energy project bankability through stakeholder engagement: A case of Mauritius","authors":"Chandrika Ramiah , Yatindra Kumar Ramgolam , Vimi Dookhun , Riad Sultan","doi":"10.1016/j.esd.2026.101924","DOIUrl":"10.1016/j.esd.2026.101924","url":null,"abstract":"<div><div>The bankability of solar photovoltaic (PV) projects remains a critical barrier to scaling renewable energy in Small Island Developing States (SIDS). This study examines how stakeholder dynamics influence the viability of PV investments in Mauritius across the project lifecycle. A mixed-methods approach, combining social network analysis, power-interest mapping, and interviews, is applied to identify and assess stakeholder roles. Findings highlight a fragmented but interdependent ecosystem. Regulatory authorities, notably the Ministry of Energy and Public Utilities and the Ministry of Housing and Land Use, hold significant influence yet remain weakly engaged in project-level financial concerns. The Central Electricity Board emerges as a pivotal actor, balancing technical oversight with financial control, while Independent Power Producers and prosumers contribute to decentralisation but lack policy leverage. Peripheral actors, including financiers and suppliers, enable compliance but exert limited impact on investment decisions. These asymmetries undermine risk mitigation and investor confidence. The results underscore the value of structured and inclusive stakeholder engagement, with social network analysis providing a diagnostic tool to strengthen collaboration. The study offers policy-relevant insights to improve PV project bankability in Mauritius and provides a replicable framework for other island economies pursuing renewable energy transitions.</div></div>","PeriodicalId":49209,"journal":{"name":"Energy for Sustainable Development","volume":"92 ","pages":"Article 101924"},"PeriodicalIF":4.9,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145978713","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}