Scalable Enterprise Systems: Procurement Problem Solving Modeling in Futuristic Enterprise Supply Chains Using Multi-Agents, Stochastic Programming and Game Theory
可扩展的企业系统:使用多代理、随机编程和博弈论解决未来企业供应链中的采购问题建模
基本信息
- 批准号:0075584
- 负责人:
- 金额:$ 9.36万
- 依托单位:
- 依托单位国家:美国
- 项目类别:Standard Grant
- 财政年份:2000
- 资助国家:美国
- 起止时间:2000-08-15 至 2003-07-31
- 项目状态:已结题
- 来源:
- 关键词:
项目摘要
Manufacturing companies need to make decisions regarding the choice of suppliers providing materials and the manufacturing sites for producing the final products. This decision-making problem in a supply chain is called the procurement problem. The solution to the procurement problem mainly consists of the least cost transportation between the suppliers and the manufacturing sites, and between the manufacturing sites and the customers. This research project tackles the procurement problem when the manufacturing company uses freight companies as third party transportation. The fundamental issues addressed are: (1) minimization of bid (transportation cost) for the manufacturing company, (2) maximization of payoff to the freight companies, (3) cost-optimal and cost-reliable estimation of the task-to-vehicle assignments by the freight companies, and (4) reliable fulfillment of the orders by the drivers of the vehicles. The research seeks to develop the problem solving model, communication mechanism and the solution process by using multi-agent paradigm, game theory and stochastic programming. The approach will be to use the driver's local behavior along with travel time and service time acquired in real-time through on board sensors for determining the bottlenecks on a feasible route, and announce collaboration requests for contingencies.This work will provide the basis for a scalable information intensive modeling and problem solving architecture for real-time procurement problem solving. Results of this research can be extended to build an integrated supply chain infrastructure (in real-time), in the e-business world.
制造公司需要就提供材料的供应商和生产最终产品的制造地点的选择做出决定。供应链中的这种决策问题称为采购问题。采购问题的解决主要包括供应商与生产基地之间以及生产基地与客户之间的最低成本运输。本研究针对制造企业采用货运公司作为第三方运输时的采购问题进行研究。所涉及的基本问题是:(1)最小化制造公司的投标(运输成本),(2)最大化货运公司的收益,(3)货运公司对任务-车辆分配的成本最优和成本可靠的估计,以及(4)车辆司机可靠地履行订单。本研究试图运用多智能体范式、博弈论和随机规划理论,建立问题解决模型、沟通机制和解决过程。该方法将利用驾驶员的局部行为以及通过车载传感器实时获取的出行时间和服务时间来确定可行路线上的瓶颈,并发布应急协作请求,这将为可扩展的信息密集型建模和问题求解架构提供基础,用于实时解决采购问题。这项研究的成果可以扩展到在电子商务世界中建立一个集成的供应链基础设施(实时)。
项目成果
期刊论文数量(0)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
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Soundar Kumara其他文献
A MIL-based approach for welding defect classification
- DOI:
10.1016/j.mfglet.2024.09.163 - 发表时间:
2024-10-01 - 期刊:
- 影响因子:
- 作者:
Chen Zhou;Saurabh Basu;Soundar Kumara - 通讯作者:
Soundar Kumara
Framework of an intelligent grinding process advisor
- DOI:
10.1007/bf01477597 - 发表时间:
1992-06-01 - 期刊:
- 影响因子:7.400
- 作者:
Yung C. Shin;Yu-To Chen;Soundar Kumara - 通讯作者:
Soundar Kumara
Reprint of: Explainable AI (XAI)-driven vibration sensing scheme for surface quality monitoring in a smart surface grinding process
- DOI:
10.1016/j.jmapro.2023.06.003 - 发表时间:
2023-08-25 - 期刊:
- 影响因子:
- 作者:
Abhishek Hanchate;Satish T.S. Bukkapatnam;Kye Hwan Lee;Anil Srivastava;Soundar Kumara - 通讯作者:
Soundar Kumara
Developing Deep Learning Pipeline of Whole-Slide Images for Enhanced Diffuse Large B Cell Lymphoma (DLBCL) Subtyping and Outcome Prediction: Leveraging Self-Attention Transformer for Training and Inference
- DOI:
10.1182/blood-2023-187291 - 发表时间:
2023-11-02 - 期刊:
- 影响因子:
- 作者:
Chen Zhou;Jie Xu;Rishab Prakash;Carlos P Torres-Cabala;Cheng-bang Chen;Kamesh Madduri;Arvind Rao;Greeshma Agasthya;Francisco Vega;Dennis O'Malley;L. Jeffrey Medeiros;Soundar Kumara;Swami P. Iyer - 通讯作者:
Swami P. Iyer
Classification of Human Tissues from Histopathology Images Using Deep Learning Techniques
使用深度学习技术从组织病理学图像中对人体组织进行分类
- DOI:
10.1109/icbsii61384.2024.10564062 - 发表时间:
2024 - 期刊:
- 影响因子:0
- 作者:
A. Ramanathan;Trilok Kantheti;Chen Zhou;Soundar Kumara;C. Torres‐Cabala;Swaminathan P. Iyer - 通讯作者:
Swaminathan P. Iyer
Soundar Kumara的其他文献
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{{ truncateString('Soundar Kumara', 18)}}的其他基金
I-Corps: Artificial Intelligence (AI)-Based Sensing and Data Efficient Sampling, Transmission, Storage, Analysis and Cloud Computing
I-Corps:基于人工智能(AI)的传感和数据高效采样、传输、存储、分析和云计算
- 批准号:
2235121 - 财政年份:2022
- 资助金额:
$ 9.36万 - 项目类别:
Standard Grant
Risk Management of Supply Chain Networks with Dependent Disruptions
具有相关中断的供应链网络的风险管理
- 批准号:
1000183 - 财政年份:2010
- 资助金额:
$ 9.36万 - 项目类别:
Standard Grant
SGER: Robust Optimal Real-Time Control of Multiproduct Supply Chains
SGER:多产品供应链的鲁棒最优实时控制
- 批准号:
0838906 - 财政年份:2008
- 资助金额:
$ 9.36万 - 项目类别:
Standard Grant
SGER: Design and Analysis of Large Scale Complex Networks
SGER:大规模复杂网络的设计与分析
- 批准号:
0537992 - 财政年份:2005
- 资助金额:
$ 9.36万 - 项目类别:
Standard Grant
SST/Collaborative Research: Self-Supporting Wireless Sensor Networks for In-Process and In-Service Integrity Monitoring Using High Energy-Harvesting Nonlinear Modeling Principles
SST/合作研究:使用高能量收集非线性建模原理进行过程中和使用中完整性监控的自支撑无线传感器网络
- 批准号:
0427840 - 财政年份:2004
- 资助金额:
$ 9.36万 - 项目类别:
Standard Grant
First Workshop on Real-World Problem Solving and Decision Making in Design and Manufacturing - in Tokyo, Japan
第一届设计和制造中现实世界问题解决和决策研讨会 - 在日本东京
- 批准号:
9634355 - 财政年份:1996
- 资助金额:
$ 9.36万 - 项目类别:
Standard Grant
Modeling and Development of Flexible Manufacturing Systems (FMS) Control Systems Using Extended Moore Machine Network (EMMN) Model
使用扩展摩尔机器网络 (EMMN) 模型对柔性制造系统 (FMS) 控制系统进行建模和开发
- 批准号:
9301690 - 财政年份:1993
- 资助金额:
$ 9.36万 - 项目类别:
Continuing Grant
SGER: Development of Theory of Chaos Based Machine Tool Monitoring System
SGER:基于混沌理论的机床监控系统的发展
- 批准号:
9223181 - 财政年份:1992
- 资助金额:
$ 9.36万 - 项目类别:
Standard Grant
Engineering Research Equipment Grant: Qualitative Reasoningin Manufacturing Process Diagnostics and Control
工程研究设备补助金:制造过程诊断和控制中的定性推理
- 批准号:
8906328 - 财政年份:1989
- 资助金额:
$ 9.36万 - 项目类别:
Standard Grant
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