Physics-of-failure-based prognostics for electronic products
نویسندگان
چکیده
This paper presents a physics-of-failure (PoF)-based prognostics and health management approach for effective reliability prediction. PoF is an approach that utilizes knowledge of a product’s life cycle loading and failure mechanisms to perform reliability design and assessment. PoF-based prognostics permit the assessment of product reliability under its actual application conditions. It integrates sensor data with models that enable in situ assessment of the deviation or degradation of a product from an expected normal operating condition (ie, the product’s ‘health’) and the prediction of the future state of reliability. A formal implementation procedure, which includes failure modes, mechanisms, and effects analysis, data reduction and feature extraction from the life cycle loads, damage accumulation, and assessment of uncertainty, is presented. Then, applications of PoF-based prognostics are discussed.
منابع مشابه
Data Analysis Approach for System Reliability, Diagnostics and Prognostics
This paper discusses data analysis approaches for effective reliability prediction using prognostics and health management methodology, which integrates sensory data with models based on either healthy training data or physics-of-failure knowledge. This approach enables in-situ assessment of a product’s performance degradation or deviation from an expected normal operating condition (i.e., the ...
متن کاملPrognostics of Solder Joint Reliability under Vibration Loading Using Physics of Failure Approach
Title of Document: PROGNOSTICS OF SOLDER JOINT RELIABILITY UNDER VIBRATION LOADING USING PHYSICS OF FAILURE APPROACH Jie Gu, Doctor of Philosophy (Ph.D.), 2009 Directed By: Chair Professor and Director, Michael G. Pecht, Department of Mechanical Engineering Physics-of-failure (PoF) is an approach that utilizes knowledge of a product’s life cycle loading and failure mechanisms to perform reliabi...
متن کاملMajor Challenges in Prognostics: Study on Benchmarking Prognostics Datasets
Even though prognostics has been defined to be one of the most difficult tasks in Condition Based Maintenance (CBM), many studies have reported promising results in recent years. The nature of the prognostics problem is different from diagnostics with its own challenges. There exist two major approaches to prognostics: data-driven and physics-based models. This paper aims to present the major c...
متن کاملApplications of In-situ Health-monitoring and Prognostic Sensors
This paper reviews the applications of in-situ health monitoring and prognostic sensors with the focus on those in electronic systems. It provides an insight into the issues of utilizing in-situ sensors in electronic systems for health monitoring and prognostics. Those issues are discussed in comparison to those for mechanical systems and structures. This paper also introduces a physics-of-fail...
متن کاملPrognostics and Health Management Techniques for Digital Electronic Devices
Development of robust prognostics for digital electronic system health management will improve device reliability and maintainability for many industries with products ranging from enterprise network servers to military aircraft. Information from a variety of sources is required to develop an effective, robust, and technically sound health management system for digital electronics. The presente...
متن کامل