A Theoretical Framework for Understanding Strategic Behavior in Systems Engineering
A Theoretical Framework for Understanding Strategic Behavior in Systems Engineering
批准号:
1728165
负责人:
Ilias Bilionis
金额:
$50.29万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2017
资助国家:
美国
项目状态:
已结题
起止时间:
2017-08-15 至 2022-07-31
中文摘要
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英文摘要
The objective of this project is to improve understanding about the impact of strategic behaviors under incomplete information on systems engineering projects. The complexity of modern engineering projects requires coordinating the activities of thousands of individuals across multiple organizations. Systems engineering tackles this complexity through well-documented processes for hierarchically decomposing the problem, passing requirements down the hierarchy, subcontracting, etc. However, such systems engineering processes typically result in significant cost overruns and schedule slippages. These represent significant losses to society and, oftentimes, taxpayers (one estimate values such losses to the U.S. Department of Defense alone at over $200 million per day). This research project will question assumptions underlying current systems engineering processes and advance understanding needed to improve systems engineering practice. To enable further research on this important problem area, research tools and data produced as part of this project will be made available freely via web-based repositories. A workshop will be organized to address research and educational challenges in this area. Results of this research can impact the development of large-scale engineered systems of any kind, including aerospace, defense, transportation and energy systems.In this project, systems engineering processes will be modeled as dynamic network games of incomplete information. This will be accomplished in three modeling steps covering: interactions between engineers in system and sub-system levels, hierarchical systems engineering processes, and dynamic systems engineering processes. The overall expected outcomes of this project are (i) a foundational theory of systems engineering that considers the strategic decision making and distributed information, and (ii) a theoretical evaluation of existing systems engineering processes according to various criteria measuring their robustness to strategic behavior. The specific outcomes include information systems and reward/penalty structures encountered in established systems engineering processes, principal and agent utilities capable of taking into account empirical behavioral characteristics, characterization of agent design abilities and how they relate to the uncertainty of the process outcome, network game representation of established hierarchical systems engineering processes, characterization of hierarchical systems engineering network game equilibria, multi-stage network game representation of dynamic systems engineering processes, and characterization of dynamic systems engineering processes equilibria according to various criteria, e.g., the organizational utility at equilibrium, the total welfare of subsystem engineering teams, incentive compatibility, and more. The results of this project will be disseminated through publications, workshops, open source software, and an online data repository.
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A Bayesian Hierarchical Model for Extracting Individuals' Theory-based Causal Knowledge
用于提取个体基于理论的因果知识的贝叶斯分层模型
DOI:
10.1115/1.4055596
发表时间:
2022
期刊:
Journal of Computing and Information Science in Engineering
影响因子:
3.1
作者:
[Hans, Atharva, Chaudhari, Ashish M., Bilionis, Ilias, Panchal, Jitesh H.]
通讯作者:
Panchal, Jitesh H.
DOI:
10.1109/jsyst.2020.2964668
发表时间:
2019-03
期刊:
IEEE Systems Journal
影响因子:
4.4
作者:
[Salar Safarkhani;Ilias Bilionis;Jitesh H. Panchal]
通讯作者:
Salar Safarkhani;Ilias Bilionis;Jitesh H. Panchal
A Principal-Agent Model of Systems Engineering Processes with Application to Satellite Design
系统工程过程的委托代理模型及其在卫星设计中的应用
DOI:
--
发表时间:
2018
期刊:
Council of Engineering Systems Universities (CESUN
影响因子:
--
作者:
[Safarkhani, Salar, Kattakuri, Vikranth, Bilionis, I., Panchal, Jitesh H.]
通讯作者:
Panchal, Jitesh H.
A Mixed-Method Analysis of Schedule and Cost Growth in Defense Acquisition Programs
国防采办计划进度和成本增长的混合方法分析
DOI:
--
发表时间:
2021
期刊:
ASME IDETC
影响因子:
--
作者:
[Hans, A., Chaudhari, A.M., Bilionis, I., Panchal, J.H.]
通讯作者:
Panchal, J.H.
Evaluating Heuristics in Engineering Design: A Reinforcement Learning Approach
评估工程设计中的启发式方法:强化学习方法
DOI:
10.1115/detc2021-70425
发表时间:
2021
期刊:
ASME IDETC
影响因子:
--
作者:
[ElSayed, Karim A., Bilionis, Ilias, Panchal, Jitesh H.]
通讯作者:
Panchal, Jitesh H.
共 10 条
AMPS: Collaborative Research: Efficient Algorithms for Ultra-Fast Detection of Power System Contingencies in the Transient Regime
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批准号:1736437
-
项目类别:Continuing Grant
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资助金额:$2.0万
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财政年份:2018
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负责人:Ilias Bilionis
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依托单位:
海外基金