An agent for selecting optimal order set in EC marketplace

被引:11
作者
Choi, HR
Kim, HS
Park, BJ
Park, YJ
Whinston, AB
机构
[1] Dong A Univ, Dept MIS, Pusan 604714, South Korea
[2] Univ Texas, Ctr Res Elect Commerce, Austin, TX USA
关键词
intelligent agent; job shop scheduling; genetic algorithm;
D O I
10.1016/S0167-9236(03)00027-7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
For most small manufacturing companies, the selection and completion of orders placed by buyers are closely linked to the load status of their production lines. The decision to accept an order, or the selection of optimal order set, critically depends on the production schedule when orders exceed production capacity. However, production scheduling is mainly performed by human experts, and small companies lack resources to implement such a task. As a result, most small manufacturers suffer from the difficulty to meet due dates or to make proper decision in accepting new orders. To address this problem, this paper develops an automatic agent that selects an optimal set of orders using commonly available Internet technology. The main engine of the selection agent is based on a typical job shop scheduling model, formulating and implementing it as an Integer Program (IP) model. We also translate IP into Genetic Algorithm (GA) to address its NP-hard problem. We conclude with a suggestion for an agent architecture that tackles Web-based order selection problems. (C) 2003 Elsevier B.V. All rights reserved.
引用
收藏
页码:371 / 383
页数:13
相关论文
共 19 条
[1]  
[Anonymous], 1996, P 3 INT WORKSH AG TH
[2]  
BAKER KR, 1974, INTRO SEQUENCINGN SC
[3]  
BIERWIRTH C, 1995, OR SPEKTRUM, V17, P87, DOI 10.1007/BF01719250
[4]   THE SCHEDULE-SEQUENCING PROBLEM [J].
BOWMAN, EH .
OPERATIONS RESEARCH, 1959, 7 (05) :621-624
[5]  
Cheng R., 1997, THESIS TOKYO I TECHN
[6]   A sales agent for part manufacturers: VMSA [J].
Choi, HR ;
Kim, HS ;
Park, YJ ;
Kim, KH ;
Joo, MH ;
Sohn, HS .
DECISION SUPPORT SYSTEMS, 2000, 28 (04) :333-346
[7]  
CHOI JM, 1997, KOREA INFORMATION SC, V15, P7
[8]  
GEN M, 1997, GENETIC ALGORITHMS E
[9]   ALGORITHMS FOR SOLVING PRODUCTION-SCHEDULING PROBLEMS [J].
GIFFLER, B ;
THOMPSON, GL .
OPERATIONS RESEARCH, 1960, 8 (04) :487-503
[10]  
Goldberg DE, 1991, FDN GENETIC ALGORITH, P69, DOI DOI 10.1016/B978-0-08-050684-5.50008-2