羊毛混纺面料生产流程的碳图谱建模与应用  

Modeling of carbon footprints for producing wool blended fabrics and model applications

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作  者:吴涛 李婕 鲍劲松[1] 王新厚 崔鹏 WU Tao;LI Jie;BAO Jinsong;WANG Xinhou;CUI Peng(College of Mechanical Engineering,Donghua University,Shanghai 201620,China;College of Computer Science and Technology,Donghua University,Shanghai 201620,China)

机构地区:[1]东华大学机械工程学院,上海201620 [2]东华大学计算机科学与技术学院,上海201620

出  处:《纺织学报》2024年第9期97-105,共9页Journal of Textile Research

基  金:上海市科学技术委员会自然科学基金面上项目(21ZR1400800)。

摘  要:纺织行业绿色转型从原材料生产、纺纱、织造、染整到最终产品循环供应网络的链路长、碳足迹流向和分布极为复杂,面向全生命周期的绿色化碳追溯和管理非常困难。以羊毛混纺面料生产为研究对象,采用流程挖掘和图谱等工业智能技术,提出一种面料生产的碳图谱建模、碳排放量化和应用方法。首先,建立羊毛混纺面料各级工序流程中能量流、物料流、人员流和碳流4个维度的生产流程工序级别碳排放量化模型;其次,在量化模型基础上提出了一种羊毛混纺面料生产流程知识的碳图谱建模方法,可实现以订单为线索的面料生产流程工序碳排放计算;最后,利用流程挖掘技术生成直接跟随图,可视分析面料生产过程的全局碳排放分布与流向,可实现全局和局部碳排放多角度监测。以上海某纺织企业生产流程为例,进一步验证本文所提出的羊毛混纺面料生产流程碳排放图谱的有效性,以期为企业的碳减排工作提供指导和决策参考。Objective In the context of the 2030 carbon peak target,the green transformation of the textile industry is the only way to achieve the carbon neutrality.However,the flow and distribution of carbon footprints are extremely complex,making green carbon tracing and management for the whole life cycle very difficult.This study aims to address the complex issue of tracing and managing the lifecycle carbon footprint of wool blended fabrics in the green transformation of the textile industry.The specific goal is to develop a carbon emission knowledge graph(simplified″carbon knowledge graph″)model for the production process of wool blended fabrics,quantify carbon emissions,and apply this model to provide guidance and decision-making support for the industry's carbon reduction efforts.Method The study employs industrial intelligent technologies such as process mining and knowledge graph.Initially,a carbon emission quantification model is developed considering four dimensions:energy flow,material flow,personnel flow,and carbon flow throughout the various stages of wool blended fabric production,facilitating the modeling of local-level carbon emission management.Subsequently,a carbon emission knowledge graph modeling approach is introduced on the foundation of the quantification model,which allows for the calculation of carbon emissions in fabric production processes.In the end,directly-follows graphs are produced to model the global-level carbon emission distribution throughout the fabric production process,accomplishing bidirectional modeling of both global-level and local-level carbon emissions.Results Using real data as an example,this paper constructs a carbon knowledge graph model for the production process of wool blended fabrics.The model comprises 8045 nodes,15717 edges,264 order nodes,and 779 process steps.The results show that the total carbon emissions for weaving in the current 264 orders amount to 385010.707 kg CO_(2),and the total carbon emissions for dyeing amount to 2385362.262 kg CO_(2).Therefore,analy

关 键 词:羊毛混纺面料生产 碳图谱 碳排放 工业智能 

分 类 号:TS106.5[轻工技术与工程—纺织工程]

 

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