Equipment consumption prediction based on projection pursuit regression
Equipment demand prediction is the basic work of equipment guarantee, and it has traction for equipment financing and replenishment. Using the projection tracing regression model, the prediction model of the factors affecting equipment consumption, such as the operation type style, operation duration and task difficulty, the comprehensive index of detachment behavior, the intensity of the operation, the number of personnel, the operation equipment, and the field conditions, etc., has been set up, and the experiments have shown that the prediction accuracy of this model is high, which solves the problem of the previous low prediction accuracy by using only historical data and traditional experience. The model has high prediction accuracy and solves the problem of low prediction accuracy by using only historical data and traditional experience, which is of great significance to the equipment guarantee.
Authors
- Yanan Zhang (ORCID: https://orcid.org/0009-0003-8591-9488)
- Xiao Li (ORCID: https://orcid.org/0000-0002-1148-9898)
Institutions
- China Electronics Technology Group Corporation (CN)
Publication Details
- Published
- 2024-10-03
- DOI
- https://doi.org/10.1117/12.3048068
- Primary Topic
- Advanced Measurement and Detection Methods
- Type
- article
- Field-Weighted Citation Impact
- 0.00