CyclePad: An articulate virtual laboratory for engineering thermodynamics

被引:59
作者
Forbus, KD [1 ]
Whalley, PB
Everett, JO
Ureel, L
Brokowski, M
Baher, J
Kuehne, SE
机构
[1] Northwestern Univ, Qualitat Reasoning Grp, Evanston, IL 60208 USA
[2] Northwestern Univ, Dept Comp Sci, Evanston, IL 60208 USA
[3] Univ Oxford, Dept Engn Sci, Oxford OX1 3PJ, England
[4] Xerox Corp, Palo Alto Res Ctr, Palo Alto, CA 94304 USA
[5] Northwestern Univ, Inst Learning Sci, Evanston, IL 60208 USA
[6] Northwestern Univ, Dept Engn Mech, Evanston, IL 60208 USA
[7] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL 60208 USA
关键词
qualitative reasoning; AI and education; engineering thermodynamics; compositional modeling; case-based coaching; functional reasoning; intelligent learning environments; virtual laboratories;
D O I
10.1016/S0004-3702(99)00080-6
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
One of the original motivations for research in qualitative physics was the development of intelligent tutoring systems and learning environments for physical domains and complex systems. This article demonstrates how a synergistic combination of qualitative reasoning and other AI techniques can be used to create an intelligent learning environment for students learning to analyze and design thermodynamic cycles. Pedagogically this problem is important because thermodynamic cycles express the key properties of systems which interconvert work and heat, such as power plants, propulsion systems, refrigerators, and heat pumps, and the study of thermodynamic cycles occupies a major portion of an engineering student's training in thermodynamics. This article describes CyclePad, a fully implemented articulate virtual laboratory that captures a substantial fraction of the knowledge in an introductory thermodynamics textbook and provides explanations of calculations and coaching support for students who are learning the principles of such cycles. CyclePad employs a distributed coaching model, where a combination of on-board facilities and a server-based coach accessed via email provide help for students, using a combination of teleological and case-based reasoning. CyclePad is a fielded system, in routine use in classrooms scattered all over the world. We analyze the combination of ideas that made CyclePad possible and comment on some lessons learned about the utility of various Al techniques based on our experience in fielding CyclePad. (C) 1999 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:297 / 347
页数:51
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