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基于拖延心理的知识员工-信息系统互动模拟
引用本文:朱侯,胡斌.基于拖延心理的知识员工-信息系统互动模拟[J].系统工程理论与实践,2014,34(7):1868-1874.
作者姓名:朱侯  胡斌
作者单位:华中科技大学 管理学院, 武汉 430074
基金项目:国家自然科学基金(71071065,71271093,71101059)
摘    要:信息技术的发展使知识型员工面临着信息系统线上-线下的混合任务环境,拖延心理导致知识型员工需要对信息系统任务进行合理的规划,知识型员工的任务处理过程不再是简单的离散事件系统,而是一个员工心理与离散事件系统互动的过程. 本文首先描述了知识型员工任务处理的心理过程; 然后设计了二阶段决策的Q-learning 算法实现知识型员工与任务处理的互动; 最后通过大量的模拟实验,分析了记忆、决策心理和奖惩机制对信息系统任务处理的影响.

关 键 词:知识型员工-信息系统互动  离散事件模拟  拖延心理  强化学习  
收稿时间:2012-09-07

Simulation for knowledge worker-information system interaction based on procrastination
ZHU Hou,HU Bin.Simulation for knowledge worker-information system interaction based on procrastination[J].Systems Engineering —Theory & Practice,2014,34(7):1868-1874.
Authors:ZHU Hou  HU Bin
Institution:School of Management, Huazhong University of Science and Technology, Wuhan 430074, China
Abstract:With the development of information technology, employees in knowledge organization have been facing with the mixed-task environment which consists of on-line task and off-line task. Therefore, task processing is no longer a discrete event system, but a process of interaction between employees and discrete event system. Firstly, this paper described psychology of employees; secondly, this paper designed a two-stage decision algorithm to simulate the interactive process between knowledge worker and task processing; lastly, this paper analyzed the impact of memory, decision psychology, and rewards and punishment mechanism based on a large number of simulation experiments.
Keywords:knowledge worker-information system interaction  discrete event system  procrastination  reinforcement learning  
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