Uniform Accuracy Lifetime Principle and Optimal Design Methods for Measurement Systems

• Published in: Applied sciences Vol. 12; no. 8; p. 3961
• Main Authors: Cheng, Zhenying, Liu, Liying, Li, Ruijun
• Format: Journal Article
• Language: English
• Published: Basel MDPI AG 01.04.2022
• Subjects: Accuracy; accuracy loss; Design; Design optimization; Lifetime; Measuring instruments; Methods; Neural networks; optimal design model; Optimization; Support vector machines; the uniform accuracy lifetime principle; uniformity of accuracy lifetimes; Values
• ISSN: 2076-3417; 2076-3417
• DOI: 10.3390/app12083961

The accuracy of measurement instruments, as well as that of their components, gradually declines as time goes on. Due to different loss mechanisms and the allowable accuracy loss values, the accuracy lifetimes of a whole system and its components are generally nonuniform, which lead to the waste of resources and costs. In this paper, a novel design method based on the uniform accuracy lifetime principle is presented to avoid the waste of resources. After giving and determining the uniformity and accuracy loss weights, optimal design models are established, and the sequential quadratic programming (SQP) method is employed to solve the models. A design example is presented to verify the effectiveness of the design model and the solution method. Using this method, the minimum accuracy lifetime of the whole system extends from 73.07 weeks to 200 weeks, and the uniformity improves from 0.75 to 0.96. The proposed method can be used in practice to achieve the target of uniform accuracy lifetimes for measurement systems because it is easy for manufacturers to obtain the average loss velocities of different components. The implementation of the optimization method will greatly help to save resources and improve the utilization efficiency of instruments or equipment.