A Parallel Tempering Approach for Efficient Exploration of the Verification Tradespace in Engineered Systems

Peng Xu, Alejandro Salado, Xinwei Deng

Research output: Contribution to journalArticlepeer-review

Abstract

Verification is a critical process in the development of engineered systems. Through verification, engineers gain confidence in the correct functionality of the system before it is deployed into operation. Traditionally, verification strategies are fixed at the beginning of the system's development and verification activities (VAs) are executed as the development progresses. Such an approach appears to give inferior results as the selection of the VAs does not leverage information gained through the system's development process. In contrast, a set-based design (SBD) approach to verification, where VAs are dynamically selected as the system's development progresses, has been shown to provide superior results. However, its application under realistic engineering scenarios remains unproven due to the large size of the verification tradespace. In this work, we propose a parallel tempering approach (PTA) to efficiently explore the verification tradespace. First, we formulate an exploration of the verification tradespace as a tree search problem. Second, we design a parallel tempering (PT) algorithm by simulating several replicas of the verification process at different temperatures to obtain a near-optimal result. Third, We apply the PT algorithm to all possible verification states to dynamically identify near-optimal results. The effectiveness of the proposed PTA is evaluated on a partial model of a notional satellite optical instrument.

Original languageEnglish (US)
JournalIEEE Transactions on Systems, Man, and Cybernetics: Systems
DOIs
StateAccepted/In press - 2022

Keywords

  • Bayes methods
  • Bayesian network (BN)
  • Costs
  • Heuristic algorithms
  • Monte Carlo methods
  • Standards
  • Temperature distribution
  • Vehicle dynamics
  • engineered system
  • parallel tempering (PT)
  • set-based design (SBD)
  • tradespace exploration
  • tree search
  • verification strategy (VS)

ASJC Scopus subject areas

  • Software
  • Control and Systems Engineering
  • Human-Computer Interaction
  • Computer Science Applications
  • Electrical and Electronic Engineering

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