结合历史数据和领域专家知识,利用优化建模电气设备可靠性

A. Côté, O. Blancke, S. Alarie, Amira Dems, D. Komljenovic, D. Messaoudi
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引用次数: 3

摘要

为了满足新的需求和应对能源市场的变化,hydro - quacimbec TransÉnergie需要新的预测建模方法和系统来支持其资产管理活动。它创建了PRIAD,一个强大的集成和决策支持系统。PRIAD的一个目标是评估资产行为以模拟系统可靠性。提出了一种利用黑盒优化技术对专家可靠性模型进行历史数据校正的方法。该模型的电气设备可靠性预测是令人满意的,但进一步的改进计划。这种方法的一个好处是允许专家使用建模结果重新评估他们的维护策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Combining Historical Data and Domain Expert Knowledge Using Optimization to Model Electrical Equipment Reliability
To meet new needs and respond to changes in the energy market, Hydro-Québec TransÉnergie required new predictive modelling methods and systems to support its asset management activities. It created PRIAD, a robust integration and decision support system. One goal of PRIAD is to assess asset behavior for the purposes of simulating system reliability. A method using a black-box optimization technique was developed to calibrate an expert reliability model with historical data analysis. The model's electrical equipment reliability predictions were satisfactory, but further improvements are planned. One benefit of this approach is to allow experts to reassess their maintenance strategies using modelling results.
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