不稳定不确定环境下装备制造企业运营风险级联突变研究OA
Cascading Catastrophe of Operational Risk in Equipment Manufacturing Enterprises Under Unstable and Uncertain Environments
在不稳定不确定环境下,装备制造企业运营面临的风险呈现多源叠加与级联突变特征,对其运营的稳定性构成严峻挑战.本文基于文本挖掘技术,识别风险因子及其级联关系,并集成模糊认知图与突变理论,构建面向装备制造企业的运营风险级联突变模型.在此基础上,借助模型推理机制与灰色关联度分析法,对运营风险的演化状态及不同管控策略的效果进行仿真模拟.研究表明:装备制造企业运营系统状态由安全向风险的结构性突变,本质上是内外部风险变量组合在跨越分歧点集时引发的自组织相变过程.在风险多源叠加与因子多重级联的共同作用下,系统状态更易发生突变,且各风险因子与突变的关联程度存在显著差异.不同风险管控策略在有效性及风险抑制效应方面呈现异质性;随着策略数量增加,总体抑制效应增强,但边际效应呈递减趋势.进一步发现,当风险管控的边际增加成本与风险损失边际减少成本达到均衡时,企业可实现最优组合策略的选取.本文揭示了装备制造企业在多风险源激活情景下运营风险级联突变机理,评估了单一及组合风险管控策略的抑制效应,并提出了最佳组合风险管控策略的确立原则,为装备制造企业的运营风险防范提供理论支持与策略参考.
Equipment manufacturing enterprises face operational challenges arising from multi-source risk superposition and cascading catastrophe effects under unstable and uncertain environments.This paper,adopting text mining techniques,identifies risk factors and their cascading relationships,and integrates fuzzy cognitive maps with catastrophe theory to construct a cascading catastrophe model of operational risk in equipment manufacturing enterprises.Using the model's inference mechanism and grey relational analysis,simulation studies are conducted to analyze the evolutionary states and control strategies of operational risk in such enterprises.The results show that the structural catastrophe of the operational system state,transitioning from safety to risk,originates from a self-organized phase transition when combinations of internal and external risk variables cross bifurcation thresholds.The system state is more likely to undergo catastrophic shifts under multi-source risk superposition and cascading effects among risk factors,and the correlation strength between each risk factor and the catastrophe varies.The effectiveness and risk mitigation effect of different risk control strategies vary,and although the risk suppression effect increases with the number of control strategies,it exhibits diminishing marginal returns.The optimal combination of risk control strategies is achieved when the marginal increase in risk control cost is balanced with the marginal reduction in expected risk loss.This paper reveals the cascading catastrophe mechanism of operational risk under multi-source risk activation scenarios in equipment manufacturing enterprises,evaluates the effectiveness of risk control strategies and their combinations,and proposes principles for optimizing risk control portfolios,providing theoretical support and strategic guidance for operational risk prevention in equipment manufacturing enterprises.
刘平峰;豆丁;魏晨;聂兰顺
武汉理工大学 经济学院,武汉 430070||湖北省电子商务大数据工程技术研究中心,武汉 430070武汉理工大学 经济学院,武汉 430070||湖北省电子商务大数据工程技术研究中心,武汉 430070武汉理工大学 经济学院,武汉 430070||湖北省电子商务大数据工程技术研究中心,武汉 430070哈尔滨工业大学 计算学部,哈尔滨 150001
管理科学
装备制造企业风险演化级联突变风险管控模糊认知图
equipment manufacturing enterprisesrisk evolutioncascading catastropherisk controlfuzzy cognitive map
《系统管理学报》 2026 (5)
1251-1267,17
国家重点研发计划课题(2022YFB3305501)
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