Waste management

废物管理
  • 文章类型: Journal Article
    这项工作概述了从原始农业废料杏仁壳(AH)生产生物燃料前体糠醛(FF)的第一个微波(MW)辅助协议,橄榄石(OS),和酿酒衍生的葡萄茎(GS),葡萄渣(GM)和耗尽葡萄渣(EGM)通过一锅法合成。为了提高整体产量,催化过程首先是从木糖发展起来的,木质纤维素生物质中存在的半纤维素的主要成分。该方法提供了具有100%选择性的FF,当使用H2SO4时,分离产物的产率超过85%,而使用AlCl3·6H2O的产率为37%,在150°C下仅10分钟。对于这两种催化剂,所开发的方法得到了进一步验证,证明了从上述木质纤维素原料生产目标FF的适应性和有效性。更具体地说,AlCl3·6H2O的使用导致最高的选择性(来自GM的高达89%)和FF产率(来自OS和AH的42%和39%摩尔,分别),保持对后者的显著选择性(来自AH和OS的61%和48%)。在这方面,考虑到可持续性的环境因素,重要的是要指出AlCl3·6H2O相对于H2SO4的作用,从而减轻有害物质。这项研究通过可持续的实践为潜在的生物基化学品的开发提供了农业废物的重要管理,符合绿色化学和工艺强化原则。
    This work outlines the first microwave (MW)-assisted protocol for the production of biofuel precursor furfural (FF) from the raw agricultural waste almond hull (AH), olive stone (OS), and the winemaking-derived grape stalk (GS), grape marc (GM) and exhausted grape marc (EGM) through a one-pot synthesis process. To enhance the overall yield, a catalytic process was firstly developed from xylose, major constituent of hemicellulose present in lignocellulosic biomass. This method afforded FF with 100 % selectivity, yielding over 85 % in isolated product when using H2SO4, as opposed to a 37 % yield with AlCl3·6H2O, at 150 °C in only 10 min. For both catalysts, the developed methodology was further validated, proving adaptable and efficient in producing the targeted FF from the aforementioned lignocellulosic raw materials. More specifically, the employment of AlCl3·6H2O resulted in the highest selectivity (up to 89 % from GM) and FF yield (42 % and 39 % molar from OS and AH, respectively), maintaining notable selectivity for the latter (61 and 48 % from AH and OS). At this regard, and considering the environmental factor of sustainability, it is important to point out the role of AlCl3·6H2O in contrast to H2SO4, thus mitigating detrimental substances. This study provides an important management of agricultural waste through sustainable practises for the development of potential bio-based chemicals, aligning with Green Chemistry and process intensification principles.
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  • 文章类型: Editorial
    暂无摘要。
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  • 文章类型: Journal Article
    背景:幼儿龋齿(ECC)是一种多因素疾病,环境因素可能在其中发挥作用。这次范围审查的目的是绘制已发表的文献,评估可持续发展目标(SDG)11之间的关联,该目标试图使城市和人类住区安全,包容性,弹性和可持续的,和ECC。
    方法:本范围审查遵循系统审查的首选报告项目和范围审查的Meta分析扩展(PRISMA-ScR)指南。2023年7月,在PubMed进行了搜索,WebofScience,和Scopus使用与住房相关的定制搜索词,城市化,废物管理实践,和ECC。排除了仅检查ECC患病率而不参考SDG11目标的研究。在那些符合纳入标准的人中,总结了进行研究的国家和地区,采用的研究设计,并完成了调查结果。此外,这些研究还与相关的SDG11目标相关.
    结果:10项研究符合纳入标准,没有一项来自非洲区域。六项研究评估了住房和ECC之间的关联,研究结果表明,父母拥有房屋的儿童的ECC患病率和严重程度较低。探索的其他房屋相关参数是大小,房间数量,成本和使用的建筑材料。关于家庭中ECC患病率与废物管理方式之间关系的唯一研究没有统计学上的显着关联。五项研究确定了城市化与ECC(城市化,尺寸,和居住的偏远),结果表明,与低收入和中等收入国家的观察结果相反,高收入国家的ECC与城市化之间没有显着联系。没有研究评估生活在贫民窟之间的关系,自然灾害和ECC。我们确定了ECC与SDG11.1和SDG11.3之间的联系。对调查结果的分析表明,ECC与SDG11C(支持最不发达国家建造有弹性的建筑物)之间存在合理的联系。
    结论:很少有研究确定ECC与SDG11之间的联系,研究结果表明,国家收入水平和房屋所有权对ECC的影响可能存在差异作为ECC的保护因素。需要进一步研究,以探索可持续城市的措施及其与SDG11背景下的ECC的联系。
    BACKGROUND: Early childhood caries (ECC) is a multifactorial disease in which environmental factors could play a role. The purpose of this scoping review was to map the published literature that assessed the association between the Sustainable Development Goal (SDG) 11, which tried to make cities and human settlements safe, inclusive, resilient and sustainable, and ECC.
    METHODS: This scoping review followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses Extension for Scoping Reviews (PRISMA-ScR) guidelines. In July 2023, a search was conducted in PubMed, Web of Science, and Scopus using tailored search terms related to housing, urbanization, waste management practices, and ECC. Studies that solely examined ECC prevalence without reference to SDG11 goals were excluded. Of those that met the inclusion criteria, a summary highlighting the countries and regions where the studies were conducted, the study designs employed, and the findings were done. In addition, the studies were also linked to relevant SDG11 targets.
    RESULTS: Ten studies met the inclusion criteria with none from the African Region. Six studies assessed the association between housing and ECC, with findings suggesting that children whose parents owned a house had lower ECC prevalence and severity. Other house related parameters explored were size, number of rooms, cost and building materials used. The only study on the relationship between the prevalence of ECC and waste management modalities at the household showed no statistically significant association. Five studies identified a relationship between urbanization and ECC (urbanization, size, and remoteness of the residential) with results suggesting that there was no significant link between ECC and urbanization in high-income countries contrary to observations in low and middle-income countries. No study assessed the relationship between living in slums, natural disasters and ECC. We identified links between ECC and SDG11.1 and SDG 11.3. The analysis of the findings suggests a plausible link between ECC and SDG11C (Supporting least developed countries to build resilient buildings).
    CONCLUSIONS: There are few studies identifying links between ECC and SDG11, with the findings suggesting the possible differences in the impact of urbanization on ECC by country income-level and home ownership as a protective factor from ECC. Further research is needed to explore measures of sustainable cities and their links with ECC within the context of the SDG11.
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  • 文章类型: Journal Article
    自从发现抗生素以来,青霉素仍然是临床医学的首选。随着生物技术的不断进步,青霉素生产已经变得具有成本效益和效率。基因工程技术已被用于增强生物合成途径,导致生产新的青霉素衍生物,这些衍生物具有改善的特性并增强了对抗生素抗性病原体的功效。生物反应器设计的进展,培养基配方,和工艺优化有助于提高产量,降低了生产成本,增加了青霉素的可及性。虽然生物技术的进步显然有利于这种救命药物的全球生产,他们也在废物管理方面提出了挑战。来自工业的生产发酵液含有残留的抗生素,副产品,和其他对环境造成直接威胁的污染物,虽然全球消费量的增加加剧了环境和生物体中抗菌素耐药性的风险。抗生素和青霉素消费的当前地理和空间分布显着揭示了全球威胁。这些挑战正在通过开发新的废物管理技术来解决。努力的目标是在抗生素和青霉素生产的上游和下游加工,以最大程度地降低成本并提高产量效率,同时降低总体环境影响。使用人工智能(AI)进行产量优化,随着废物的生物和化学处理,也在探索以减少不利影响。实施严格的监管框架和准则对于确保青霉素生产废物的适当管理和处置也至关重要。这篇综述是新颖的,因为它探讨了抗生素开发中的关键挑战,现代生物技术驱动的生产中的定量结构-活动关系(QSAR)等机器学习工具的范围,改善抗生素的废物管理,通过替代肉类生产发现减少农业中抗生素使用的替代途径,解决当前的做法,提供有效的建议。
    Since the discovery of antibiotics, penicillin has remained the top choice in clinical medicine. With continuous advancements in biotechnology, penicillin production has become cost-effective and efficient. Genetic engineering techniques have been employed to enhance biosynthetic pathways, leading to the production of new penicillin derivatives with improved properties and increased efficacy against antibiotic-resistant pathogens. Advances in bioreactor design, media formulation, and process optimization have contributed to higher yields, reduced production costs, and increased penicillin accessibility. While biotechnological advances have clearly benefited the global production of this life-saving drug, they have also created challenges in terms of waste management. Production fermentation broths from industries contain residual antibiotics, by-products, and other contaminants that pose direct environmental threats, while increased global consumption intensifies the risk of antimicrobial resistance in both the environment and living organisms. The current geographical and spatial distribution of antibiotic and penicillin consumption dramatically reveals a worldwide threat. These challenges are being addressed through the development of novel waste management techniques. Efforts are aimed at both upstream and downstream processing of antibiotic and penicillin production to minimize costs and improve yield efficiency while lowering the overall environmental impact. Yield optimization using artificial intelligence (AI), along with biological and chemical treatment of waste, is also being explored to reduce adverse impacts. The implementation of strict regulatory frameworks and guidelines is also essential to ensure proper management and disposal of penicillin production waste. This review is novel because it explores the key remaining challenges in antibiotic development, the scope of machine learning tools such as Quantitative Structure-Activity Relationship (QSAR) in modern biotechnology-driven production, improved waste management for antibiotics, discovering alternative path to reducing antibiotic use in agriculture through alternative meat production, addressing current practices, and offering effective recommendations.
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  • 文章类型: Journal Article
    这篇综述揭示了线性经济流行和管理不善做法在罗马尼亚水生和陆地环境塑料污染中的作用以及相关的知识差距,同时概述了下游和上游减少塑料污染和采取循环经济战略的解决方案。因此,这项研究的主要目的是调查罗马尼亚背景下有关所有这些需求的科学知识阶段。
    这项工作整合了两种主要方法:(i)由WebofScience和Scopus数据库提供的文献计量分析,以揭示罗马尼亚与塑料废物有关的同行评审文献的当前覆盖范围,以及(ii)基于主题的审查,以强调与塑料废物管理有关的主要主题,塑料污染,以及罗马尼亚符合循环经济原则的缓解方案。
    减少塑料污染需要科学知识,多部门合作,和社会意识。在此之后,塑料废物和塑料污染的主题似乎在考虑罗马尼亚作为案例研究的文献中被研究不足,集中在2020年左右,强调,这样,塑料废物的趋势关注及其在当前研究环境中的管理。我们的分析指出:(i)罗马尼亚正面临着巨大的塑料污染,需要在废物管理方面进行扎实的改进;(ii)在罗马尼亚的大多数地理区域中,针对宏观和微观塑料问题进行的同行评审研究很少;(iii)塑料废物管理仍未得到充分研究,虽然地方一级的废物统计数据很少;(iv)循环经济转型的前景仍然有限,未来几年塑料污染。
    确定了一些知识差距,必须在未来的研究中加以弥补,例如(i)根据区域废物管理绩效调整管理不善的塑料废物水平,并确定城市和农村地区的乱扔垃圾率,以改善塑料污染建模投入;(ii)检查与垃圾填埋场和废物进口相关的塑料污染;(iii)评估部门对与城市相关的水生环境的宏观和微塑料污染的贡献,旅游目的地,农业,等。;(iv)确定流域中塑料的保留水平和河岸植被的作用;(v)分析所有类型淡水环境中的微塑料存在以及大塑料碎片和微塑料之间的相互联系;(vi)评估与管理不善有关的跨界河流的塑料负荷;(vii)确定空气中微塑料的浓度,土壤,和其他土地利用生态系统。
    UNASSIGNED: This review reveals the role of linear economy prevalence and mismanagement practices in plastic pollution of aquatic and terrestrial environments and related knowledge gaps in Romania while outlining downstream and upstream solutions to reduce plastic pollution and adopt circular economy strategies. Thus, the major aim of this study is the investigation of the stage of scientific knowledge concerning all these demands in the Romanian context.
    UNASSIGNED: This work integrates two main approaches: (i) a bibliometric analysis fed by Web of Science and Scopus databases to reveal the current coverage of peer-reviewed literature related to plastic waste in Romania and (ii) a subject-based review to underline the main themes related to plastic waste management, plastic pollution, and mitigating options in Romania in line with circular economy principles.
    UNASSIGNED: Reducing plastic pollution requires scientific knowledge, multi-sectoral cooperation, and societal awareness. Following this, the topics of plastic waste and plastic pollution appeared to be under-investigated in the literature considering Romania as a case study and concentrated around the 2020 year, emphasizing, in this way, the trendiness of plastic waste concerns and their management in the current research landscape. Our analysis points out that: (i) Romania is facing massive plastic pollution requiring solid improvements in waste management performances; (ii) few peer-reviewed research studies are performed in Romania for both macro and microplastic concerns with unknown pollution levels in most of its geographical regions; (iii) the plastic waste management is still understudied here, while waste statistics are poorly available at local levels; (iv) the perspectives of circular economy transition are still limited, feeding the plastic pollution in the coming years.
    UNASSIGNED: Several knowledge gaps are identified and must be covered by future research such as (i) adjusting mismanaged plastic waste levels to regional waste management performances and determining littering rates in urban and rural areas to improve the plastic pollution modeling inputs; (ii) examining plastic pollution associated with landfill sites and waste imports; (iii) assessing the sectoral contributions to macro and microplastic pollution of aquatic environments related to municipalities, tourist destinations, agriculture, etc.; (iv) determining retention levels of plastic in river basins and role of riparian vegetation; (v) analyzing microplastics presence in all types of freshwater environments and interlinkage between macroplastic fragmentation and microplastic; (vi) assessing the plastic loads of transboundary rivers related to mismanagement practices; (vii) determining concentrations of microplastics in air, soil, and other land use ecosystems.
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  • 文章类型: Journal Article
    在大都市,由于废物产生率高和人口密集,管理垃圾收集车的最佳路线非常复杂。此外,错误设计的路线是浪费时间的来源,城市垃圾收集过程中的燃料和其他资源。系统分析了2011年至2023年发布的车辆路径问题(VRP)。大多数接受调查的研究都使用元启发式方法计算废物收集问题。这份手稿有两个目的:第一,对废物收集领域的VRP及其变体进行分类;第二,研究大多数元启发式方法在解决废物收集的VRP问题中所起的作用。对亚洲大陆的三个案例进行了分析,结果表明,元启发式算法能够为大规模数据提供良好的结果。最后,从强调研究差距到未来范围,提出了一些有希望的路径,以鼓励研究人员在废物管理路线问题领域开展研究工作。
    In metropolitan cities, it is very complicated to govern the optimum routes for garbage collection vehicles due to high waste production and very dense population. Furthermore, wrongly designed routes are the source of wasting time, fuel and other resources in the collection of municipal trash procedure. The Vehicle Routing Problem (VRP) published between 2011 and 2023 was systematically analysed. The majority of the surveyed research compute the waste collecting problems using metaheuristic approaches. This manuscript serves two purposes: first, categorising the VRP and its variants in the field of waste collection; second, examining the role played by most of the metaheuristics in the solution of the VRP problems for a waste collection. Three case study of Asia continent has been analysed and the results show that the metaheuristic algorithms have the capability in providing good results for large-scale data. Lastly, some promising paths ranging from highlighting research gap to future scope are drawn to encourage researchers to conduct their research work in the field of waste management route problems.
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  • 文章类型: Journal Article
    实现和维持用水的障碍,卫生,卫生,清洁,医疗设施中的废物管理(WASH)包括缺乏支持性的政策环境和充足的资金。虽然存在评估需求和进行初始基础设施改进的指导方针,关于如何制定预算和政策以维持WASH服务的指导很少。我们在塔库尔巴巴市开展了成本核算和宣传活动,尼泊尔,与市政府合作,为卫生保健设施中的WASH制定预算以及运营和维护政策。我们这项研究的目标是(1)描述用于成本计算和宣传的过程和方法,(2)报告在塔库尔巴巴市的8个医疗机构中实现和维持基本WASH服务的成本,(3)报告宣传活动和政策制定的成果。我们应用自下而上的成本计算来列举实现和维护基本WASH服务所需的资源及其成本。实现的年度成本,操作,并维持对WASH服务的基本访问,每个设施从4881美元到9695美元不等。成本调查结果用于编制建议实现的年度预算,操作,维持基本服务,已提交给市政府,并纳入运营和维护政策。迄今为止,市政府采用了该政策,并设立了3831美元的恢复基金,用于基础设施的维修和保养,以及每个设施额外的153美元,用于可自由支配的WASH支出,这些钱在花完的时候要补充。市政当局目前正在全国范围内倡导保健设施中的讲卫生运动,该项目的结果为制定一项国家费用普遍获得服务的计划提供了信息。这项研究旨在为如何收集和应用成本数据以制定政策提供路线图。
    Barriers to achieving and sustaining access to water, sanitation, hygiene, cleaning, and waste management (WASH) in health care facilities include a lack of supportive policy environment and adequate funding. While guidelines exist for assessing needs and making initial infrastructure improvements, there is little guidance on how to develop budgets and policies to sustain WASH services. We conducted costing and advocacy activities in Thakurbaba municipality, Nepal, to develop a budget and operations and maintenance policy for WASH in health care facilities in partnership with the municipal government. Our objectives for this study were to (1) describe the process and methods used for costing and advocacy, (2) report the costs to achieve and maintain basic WASH services in the 8 health care facilities of Thakurbaba municipality, and (3) report the outcomes of advocacy activities and policy development. We applied bottom-up costing to enumerate the resources necessary to achieve and maintain basic WASH services and their costs. The annual costs to achieve, operate, and maintain basic access to WASH services ranged from US$4881-US$9695 per facility. Cost findings were used to prepare annual budgets recommended to achieve, operate, and maintain basic services, which were presented to the municipal government and incorporated into an operations and maintenance policy. To date, the municipality has adopted the policy and established a recovery fund of US$3831 for repair and maintenance of infrastructure and an additional US$153 per facility for discretionary WASH spending, which were to be replenished as they were spent. Advocacy at the national level for WASH in health care facilities is currently being championed by the municipality, and findings from this project have informed the development of a nationally costed plan for universal access. This study is intended to provide a roadmap for how cost data can be collected and applied to inform policy.
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  • 文章类型: Journal Article
    今天,98%的塑料是基于化石和不可生物降解的。在全球范围内,只有9%被回收利用。微塑料和纳米塑料污染才刚刚开始被理解。随着全球对传统塑料可持续替代品的需求持续增长,生物基和生物降解塑料已成为一种有前途的解决方案。这篇综述文章探讨了碳回收的关键概念,作为通过生产和利用高价值生物塑料实现零废物未来的途径。该综述全面探讨了生物塑料(生物基和/或可生物降解材料)的现状,强调碳中和循环方法在其生命周期中的重要性。今天,生物塑料主要用于低价值应用,如包装和一次性物品。本文介绍了增值应用,比如更持久的组件和产品,和苛刻的性能,生物塑料正被越来越多地部署。基于废物层次结构范式-减少,重用,将描述材料的回收不同用例和报废场景,包括回收的技术选择,从机械到化学方法。特别强调常见的生物塑料-TPS,PLA,PHA-以及复合材料的讨论,提供。虽然人们承认当前的塑料(废物)危机主要源于管理不善,需要指出的是,根本的解决方案必须来自核心材料方面,包括聚合物的固有特性及其配方。生物塑料的级联使用方式,标签,立法,回收技术,和消费者意识可以为塑料的零浪费未来做出贡献是本文的核心主题。
    Today, 98% of all plastics are fossil-based and non-biodegradable, and globally, only 9% are recycled. Microplastic and nanoplastic pollution is just beginning to be understood. As the global demand for sustainable alternatives to conventional plastics continues to rise, biobased and biodegradable plastics have emerged as a promising solution. This review article delves into the pivotal concept of carbon recycling as a pathway towards achieving a zero-waste future through the production and utilization of high-value bioplastics. The review comprehensively explores the current state of bioplastics (biobased and/or biodegradable materials), emphasizing the importance of carbon-neutral and circular approaches in their lifecycle. Today, bioplastics are chiefly used in low-value applications, such as packaging and single-use items. This article sheds light on value-added applications, like longer-lasting components and products, and demanding properties, for which bioplastics are increasingly being deployed. Based on the waste hierarchy paradigm-reduce, reuse, recycle-different use cases and end-of-life scenarios for materials will be described, including technological options for recycling, from mechanical to chemical methods. A special emphasis on common bioplastics-TPS, PLA, PHAs-as well as a discussion of composites, is provided. While it is acknowledged that the current plastics (waste) crisis stems largely from mismanagement, it needs to be stated that a radical solution must come from the core material side, including the intrinsic properties of the polymers and their formulations. The manner in which the cascaded use of bioplastics, labeling, legislation, recycling technologies, and consumer awareness can contribute to a zero-waste future for plastics is the core topics of this article.
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  • 文章类型: Journal Article
    目的:揭示护理专业人员对卫生服务中废物管理相关实践的含义,在医院的背景下。
    方法:定性研究,他们的理论和方法参考是,分别,复杂性理论和扎根理论。来自里约热内卢一家公立医院的30名护理专业人员参与了这项研究,2022年1月至8月。半结构化访谈用于数据收集。
    结果:专业人员指出,需要更好地了解医疗保健服务中的废物管理,同时揭示他们对这一过程的重要性以及他们自己作为影响环境和健康的重要因素的理解。
    结论:医疗废物管理实践含义的复杂性表明,护理专业人员知识的脆弱性与他们对这一现实可能产生的影响的扩展认知之间存在对话。
    OBJECTIVE: To unveil the meanings that nursing professionals attribute to practices related to waste management in health services, within the hospital context.
    METHODS: Qualitative research, whose theoretical and methodological references were, respectively, Complexity Theory and Grounded Theory. A total of 30 nursing professionals from a public hospital in Rio de Janeiro participated in the study, between January and August 2022. A semi-structured interview was used for data collection.
    RESULTS: The professionals indicate the need for better knowledge about waste management in healthcare services, while revealing their understanding on the importance of this process and of themselves as important elements in impacting the environment and health.
    CONCLUSIONS: The complexity of the meanings attributed to healthcare waste management practices indicates the dialogue between the fragility of nursing professionals\' knowledge and their expanded perceptions about the impacts they can have on this reality.
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  • 文章类型: Journal Article
    在混凝土生产中使用铸造废砂(WFS)作为减少废物和增强胶凝材料的生态友好方法而受到关注。然而,通过实验测试WFS在混凝土中的影响是昂贵且耗时的。因此,这项研究采用了机器学习(ML)模型,包括支持向量回归(SVR),决策树(DT),和AdaBoost回归器(AR)集成模型来准确预测混凝土性能。此外,SVR与三种鲁棒优化算法结合使用:萤火虫算法(FFA),粒子群优化(PSO),和灰狼优化(GWO),构建混合模型。使用397个抗压强度(CS)实验数据点,146表示弹性模量(E),和242用于劈裂抗拉强度(STS),使用统计指标对模型进行评估,并使用SHapley加法扩张(SHAP)技术进行解释.SVR-GWO混合模型在预测废铸造砂混凝土(WFSC)强度特性方面具有出色的准确性。SVR-GWO混合模型对CS和E的相关系数(R)为0.999,STS为0.998。发现年龄是影响WFSC性能的重要因素。集成模型(AR)也显示出与SVR-GWO模型相当的预测准确性。此外,SHAP分析揭示了混凝土混合物中输入变量的最佳含量。总的来说,与单个模型相比,混合模型和集成模型显示出出色的预测准确性。这些复杂的软计算预测技术的应用有可能刺激WFS在可持续混凝土生产中的广泛采用,从而促进减少浪费和加强采用环保建筑实践。
    The use of waste foundry sand (WFS) in concrete production has gained attention as an eco-friendly approach to waste reduction and enhancing cementitious materials. However, testing the impact of WFS in concrete through experiments is costly and time-consuming. Therefore, this study employs machine learning (ML) models, including support vector regression (SVR), decision tree (DT), and AdaBoost regressor (AR) ensemble model to predict concrete properties accurately. Moreover, SVR was employed in conjunction with three robust optimization algorithms: the firefly algorithm (FFA), particle swarm optimization (PSO), and grey wolf optimization (GWO), to construct hybrid models. Using 397 experimental data points for compressive strength (CS), 146 for elastic modulus (E), and 242 for split tensile strength (STS), the models were evaluated with statistical metrics and interpreted using the SHapley Additive exPlanation (SHAP) technique. The SVR-GWO hybrid model demonstrated exceptional accuracy in predicting waste foundry sand concrete (WFSC) strength characteristics. The SVR-GWO hybrid model exhibited correlation coefficient values (R) of 0.999 for CS and E, and 0.998 for STS. Age was found to be a significant factor influencing WFSC properties. The ensemble model (AR) also exhibited comparable prediction accuracy to the SVR-GWO model. In addition, SHAP analysis revealed an optimal content of input variables in the concrete mix. Overall, the hybrid and ensemble models showed exceptional prediction accuracy compared to individual models. The application of these sophisticated soft computing prediction techniques holds the potential to stimulate the widespread adoption of WFS in sustainable concrete production, thereby fostering waste reduction and bolstering the adoption of environmentally conscious construction practices.
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