Linganisha mbinu

	Utabiri wa Matarajio na Maisha Yanayobaki Yanayotumika (RUL)	Mbinu ya Kutegemewa ya Agizo la Kwanza (FORM)
Nyanja	Uhandisi wa Utegemewa	Uhandisi wa Utegemewa
Familia	Process / pipeline	Process / pipeline
Mwaka wa asili	2000s	1969
Mwanzilishi	George Vachtsevanos and others	Allin Cornell
Aina	Predictive analytics methodology	Reliability analysis method
Chanzo asilia	Vachtsevanos, G., Lewis, F. L., Roemer, M., Hess, A., & Wu, B. (2006). Intelligent Fault Diagnosis and Prognosis for Engineering Systems. Wiley.	Cornell, C. A. (1969). A probability-based structural code. Journal of the American Concrete Institute, 66(12), 974-985.
Majina mbadala	RUL, Remaining useful life, PHM, Prognostics and Health Management	FORM, First-order second-moment method
Zinazohusiana	4	4
Muhtasari	Prognostics and Health Management (PHM) is a methodology for predicting the remaining useful life (RUL) of equipment by monitoring its condition and extrapolating degradation trends. Unlike reactive maintenance (wait for failure) or preventive maintenance (fixed schedules), prognostics enable predictive maintenance: act only when failure is imminent. Formalized in the 2000s by researchers including George Vachtsevanos, RUL prediction integrates sensor data, degradation models, and uncertainty quantification to inform maintenance planning and reduce downtime.	The First-Order Reliability Method (FORM) is a probabilistic technique for estimating the probability of structural failure given uncertain input parameters. Developed by Allin Cornell in 1969 and refined by Hasofer and Lind in 1974, FORM provides a computationally efficient approximation to the true failure probability by linearizing the limit-state function at the most probable failure point. It has become the cornerstone of modern structural reliability analysis and risk-based design.