A Method for Integrating Utility Analysis into an Expert System for Design Evaluation

03/20/2013
by   Deborah L. Thurston, et al.
0

In mechanical design, there is often unavoidable uncertainty in estimates of design performance. Evaluation of design alternatives requires consideration of the impact of this uncertainty. Expert heuristics embody assumptions regarding the designer's attitude towards risk and uncertainty that might be reasonable in most cases but inaccurate in others. We present a technique to allow designers to incorporate their own unique attitude towards uncertainty as opposed to those assumed by the domain expert's rules. The general approach is to eliminate aspects of heuristic rules which directly or indirectly include assumptions regarding the user's attitude towards risk, and replace them with explicit, user-specified probabilistic multi attribute utility and probability distribution functions. We illustrate the method in a system for material selection for automobile bumpers.

READ FULL TEXT

page 1

page 2

page 5

page 6

page 7

research
03/27/2013

A Framework for Non-Monotonic Reasoning About Probabilistic Assumptions

Attempts to replicate probabilistic reasoning in expert systems have typ...
research
06/13/2011

Eliciting Forecasts from Self-interested Experts: Scoring Rules for Decision Makers

Scoring rules for eliciting expert predictions of random variables are u...
research
09/02/2019

Soft Triangles for Expert Aggregation

We consider the problem of eliciting expert assessments of an uncertain ...
research
03/08/2021

Robust decision analysis under severe uncertainty and ambiguous tradeoffs: an invasive species case study

Bayesian decision analysis is a useful method for risk management decisi...
research
07/31/2009

Convergence of Expected Utility for Universal AI

We consider a sequence of repeated interactions between an agent and an ...
research
03/27/2013

A Comparison of Decision Analysis and Expert Rules for Sequential Diagnosis

There has long been debate about the relative merits of decision theoret...
research
09/06/2023

Risk-reducing design and operations toolkit: 90 strategies for managing risk and uncertainty in decision problems

Uncertainty is a pervasive challenge in decision analysis, and decision ...

Please sign up or login with your details

Forgot password? Click here to reset