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Creating and Using Models for Engineering Design: A Machine-Learning Approach
DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/64.143239June 1992 (vol. 7 no. 3) pp. 52-59
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Sudhakar Yerramareddy, David K. Tcheng, Stephen C-Y. Lu, Dennis N. Assanis, "Creating and Using Models for Engineering Design: A Machine-Learning Approach," IEEE Intelligent Systems, vol. 7, no. 3, pp. 52-59, June, 1992.
 
 
BibTex
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@article{ 10.1109/64.143239,
author = {Sudhakar Yerramareddy and David K. Tcheng and Stephen C-Y. Lu and Dennis N. Assanis},
title = {Creating and Using Models for Engineering Design: A Machine-Learning Approach},
journal ={IEEE Intelligent Systems},
volume = {7},
number = {3},
issn = {0885-9000},
year = {1992},
pages = {52-59},
doi = {http://doi.ieeecomputersociety.org/10.1109/64.143239},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
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TY - MGZN
JO - IEEE Intelligent Systems
TI - Creating and Using Models for Engineering Design: A Machine-Learning Approach
IS - 3
SN - 0885-9000
SP52
EP59
EPD - 52-59
A1 - Sudhakar Yerramareddy,
A1 - David K. Tcheng,
A1 - Stephen C-Y. Lu,
A1 - Dennis N. Assanis,
PY - 1992
VL - 7
JA - IEEE Intelligent Systems
ER -
 

An adaptive and interactive modeling system (AIMS) that integrates simulation, optimization and machine learning to help engineers make design decisions is described. AIMS views engineering decision making as a two-phase process of creating and then using models. The competitive relation learner and the induce-and-select optimizer, AIMS's two main components, and their roles in both phases of decision-making are discussed. AIMS's role in supporting the design of a diesel engine that outputs power within the 440- to 460-kW range and consumes the least amount of fuel is also discussed.

Citation:
Sudhakar Yerramareddy, David K. Tcheng, Stephen C-Y. Lu, Dennis N. Assanis, "Creating and Using Models for Engineering Design: A Machine-Learning Approach," IEEE Intelligent Systems, vol. 7, no. 3, pp. 52-59, June 1992, doi:10.1109/64.143239
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