计算机与现代化Issue(7):33-38,51,7.DOI:10.3969/j.issn.1006-2475.2026.07.005
多模态人因风险评估驱动的访问控制模型
Multimodal Human-factor Risk Assessment-driven Access Control Model
摘要
Abstract
In production environments,personnel management is a critical component of security management,and emotion is often a significant factor influencing personnel performance.This paper proposes an intelligent access control model driven by the results of a multi-modal human factors risk assessment.The model monitors the emotional state of operators in real-time and uses it as a basis to assess risk levels to provide early warnings,dynamically adjust operational permissions,and thereby ensure system security.Firstly,this paper constructs a multi-modal emotion recognition module that fuses results from both vocal and fa-cial emotion recognition to compensate for the informational deficiencies of single-modality methods and monitor the emotional state of the operator in real time.Secondly,this paper adopts the risk matrix method to quantify the possibility of risks and the se-verity of their consequences,and uses the results of multimodal emotion recognition as the basis to assess the human factor risk level in real time.Finally,this paper uses the assessed human factors risk level as a decision-making basis to adjust operator per-missions in real-time,restricting sensitive behaviors under high-risk conditions.The proposed model correlates the emotional state of operators with their system operation permissions,thereby achieving transformation in human factors security manage-ment from reactive response to proactive adjustment.关键词
风险评估/访问控制/情绪识别/机器学习Key words
risk assessment/access control/emotion recognition/machine learning分类
信息技术与安全科学引用本文复制引用
李涛,董钊辰,刘忻..多模态人因风险评估驱动的访问控制模型[J].计算机与现代化,2026,(7):33-38,51,7.基金项目
甘肃省重点研发计划-工业类(23YFGA0010) (23YFGA0010)