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A combined universal generating function and physics of failure Reliability Prediction Method for an LED driver
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China Aerospace Academy of Systems Science and Engineering, Beijing, 100048, P. R. China
School of Reliability and Systems Engineering, Beihang University, Beijing, PR China
Publication date: 2021-03-31
Eksploatacja i Niezawodność – Maintenance and Reliability 2021;23(1):74–83
  • The gap is bridged between the component level and the circuit system level.
  • A multi-phase model is established according to function processes of circuit.
  • A universal numerical approach is provided for predicting the lifetime of LED drivers.
The accurate and effective reliability prediction of light emitting diode (LED) drivers has emerged as a key issue in LED applications. However, previous studies have mainly focused on the reliability of electrolytic capacitors or other single components while ignoring circuit topology. In this study, universal generating function (UGF) and physics of failure (PoF) are integrated to predict the reliability of LED drivers. Utilizing PoF, lifetime data for each component are obtained. A system reliability model with multi-phase is established, and system reliability can be predicted using UGF. Illustrated by a two-channel LED driver, the beneficial effects of capacitors and MOSFETs for the reliability of LED drivers is verified. This study (i) provides a universal numerical approach to predict the lifetime of LED drivers considering circuit topology, (ii) enhances the modelling and reliability evaluation of circuits, and (iii) bridges the gap between component and circuit system levels.
Alonso JM, Viña J, Vaquero DG, MartíNez G. Analysis and design of the integrated double buck-boost converter as a high-power-factor driver for power-LED lamps. IEEE Transactions on Power Electronics 2012; 59(4): 1689-1697,
Bao ML, Ding Y, Singh C, Shao CZ. A multi-state model for reliability assessment of integrated gas and power systems utilizing universal generating function techniques. IEEE Transactions on Smart Grid 2019; 10(6): 6271-6283,
Chen XB, Huang DC, Li Q, Lee FC. Multichannel LED driver with CLL resonant converter. IEEE Transactions on Power Electronics 2015; 3(3): 589-598,
Chen Y, Nan YR, Kong QG. A loss-adaptive self-oscillating buck converter for LED driving. IEEE Transactions on Power Electronics 2012; 27(10): 4321-4329,
Cirmirakis D, Demosthenous A, Saeidi N, Donaldson N. Humidity-to-frequency sensor in CMOS technology with wireless readout. IEEE Sensors Journal 2013; 13(3): 900-908,
Fan D, Wang Z, Liu L, Ren Y. A modified GO-FLOW methodology with common cause failure based on discrete time bayesian network. Nuclear Engineering & Design 2016; 305: 476-488,
Feng Q, Zhao XJ, Fan DM, Cai BP, Liu YQ, Ren Y. Resilience design method based on meta-structure: A case study of offshore wind farm. Reliability Engineering & System Safety 2019; 186: 232-244,
Harada K, Katsuki A, Fujiwara M. Use of ESR for deterioration diagnosis of electrolytic capacitor. IEEE Transactions on Power Electronics 1993; 8(4): 355-361,
Hwu KI, Jiang WZ. Expandable two-channel LED driver with galvanic isolation and automatic current balance. IET Power Electronics 2018; 11(5): 825-833,
Hwu KI, Jiang WZ. Non-isolated two-channel LED driver with automatic current balance and zero-voltage switching. IEEE Transactions on Power Electronics 2016; 31(12): 8359-8370,
Kasprzyk L. Modelling and analysis of dynamic states of the lead-acid batteries in electric vehicles. Eksploatacja i Niezawodnosc – Maintenance and Reliability 2017; 19 (2): 229–236,
Kozłowski E, Mazurkiewicz D, Żabiński T, Prucnal S, Sęp J. Assessment model of cutting tool condition for real-time supervision system. Eksploatacja i Niezawodnosc - Maintenance and Reliability 2019; 21(4): 679-685,
Kozłowski E, Mazurkiewicz D, Żabiński T, Prucnal S, Sęp J. Machining sensor data management for operation-level predictive model. Expert Systems with Applications 2020; 159: 1-22,
Lan S, Tan CM. Application of particle filter technique for lifetime determination of a LED driver. IEEE Transactions on Power Electronics 2015; 15(2): 163-172,
Lan S, Tan CM. Degradation model of a linear-mode LED driver and its application in lifetime prediction. IEEE Transactions Device Mater. Reliability 2014; 14(3): 904-913,
Lan S, Tan CM, Wu K. Methodology of reliability enhancement for high power LED driver. Microelectronics Reliability 2014; 54(6-7): 1150-1159,
Lan S, Tan CM, Wu K. Reliability study of LED driver-a case study of black box testing. Microelectronics Reliability 2012; 52(9-10): 1940-1944,
Levitin G, Xing L, Dai Y. Minimum mission cost cold-standby sequencing in non-repairable multi-phase systems. IEEE Transactions on Reliability 2014; 63(1): 251-258,
Liu HW, Guo K, Zhang ZY. High-power LED photoelectrothermal analysis based on backpropagation artificial neural networks. IEEE Transactions on Electron Devices 2017; 65(7): 2867-2873,
Liu D, Wang SP, Tomovic MM. Degradation modeling method for rotary lip seal based on failure mechanism analysis and stochastic process. Eksploatacja i Niezawodnosc - Maintenance and Reliability 2020; 22(3):381-390,
Lin RL, Liu SY, Lee CC, Chang YC. Taylor-series-expression-based equivalent circuit models of LED for analysis of LED driver system. IEEE Transactions on Industry Applications 2013; 49(4): 1854-1862,
Li SN, Tan SC, Lee CK, Waffenschmidt E, Hui R, Tse CK. A survey, classification, and critical review of light-emitting diode drivers. IEEE Transactions on Power Electronics 2016; 31(2): 1503-1516,
Li ZF, Wang ZL, Ren Y, Yang DZ, Lv X. A novel reliability estimation method of multi-state based on structure learning algorithm. Eksploatacja i Niezawodnosc - Maintenance and Reliability 2020; 22(1): 170-178,
Marioli D, Sardini E, Serpelloni M. An inductive telemetric measurement system for humidity sensing. Measurement Science & Technology 2008; 19(11): 1054-1057,
Meneghini M, Lago MD, Trivellin N, Meneghesso G, Zanoni E. Degradation mechanisms of high-power LEDs for lighting applications: an overview. IEEE Transactions on Industry Applications 2014; 50(1): 78-85,
Ren Y, Fan DM, Feng Q, Wang ZL, Sun B, Yang DZ. Agent-based restoration approach for reliability with load balancing on smart grids. Applied Energy 2019; 249: 46-57,
Ren Y, Fan DM, Ma XR, Wang ZL, Feng Q, Yang DZ. A GO-FLOW and Dynamic Bayesian Network Combination Approach for Reliability Evaluation with Uncertainty: A Case Study on a Nuclear Power Plant. IEEE Access 2017; 6: 7177-7189,
Ren Y, Fan DM, Wang ZL, Yang DZ, Feng Q, Sun B, Liu LL. System Dynamic Behavior Modeling Based on Extended GO Methodology. IEEE Access 2018; 6: 22513-22523,
Sun B, Fan XJ, Li L, Ye HY, Van DW, Zhang GQ. A reliability prediction for integrated LED lamp with electrolytic capacitor-free driver. IEEE Transactions on Components Packaging and Manufacturing Technology 2017; 7(7): 1081-1088,
Sun B, Fan X, Qian X, Zhang G. PoF-simulation-assisted reliability prediction for electrolytic capacitor in LED drivers. IEEE Transactions on Industrial Electronics 2016; 63(11): 6726-6735,
Sun B, Fan XJ, Van DM, Cui CQ, Zhang GQ. A stochastic process based reliability prediction method for LED driver. Reliability Engineering & System Safety 2018; 178: 140-146,
Sun B, Jiang XP, Yung KC, Fan JJ, Pecht MG. A review of prognostics techniques for high-power white LEDs. IEEE Transactions on Power Electronics 2017; 32(8): 6338-6362,
U.S. Department of Energy (DOE). LED luminaire lifetime: Recommendations for testing and reporting," 3rd ed. 2014. [Online]. Available:
Ushakov IA. Universal generating function. Soviet Journal of Computer and Systems Sciences 1986; 24(5):118-129.
Więcławski K, Mącza J, Szczurowski K. Electric current as a source of information about control parameters of indirect injection fuel injector. Eksploatacja i Niezawodnosc - Maintenance and Reliability 2020; 22(3): 449-454,
Williams RK, Darwish MN, Blanchard RA, Siemieniec R, Rutter P, Kawaguchi Y. The trench power MOSFET-Part II: application specific VDMOS, LDMOS, packaging, and reliability. IEEE Transactions on Electron Devices 2017; 63(3): 692-712,
Wu H, Wong SC, Tse CK, Chen QH. A PFC single-coupled-inductor multiple-output LED driver without electrolytic capacitor. IEEE Transactions on Power Electronics 2019; 34(2): 1709-1725,
Xia Q, Yang DZ, Wang ZL, Ren Y, Sun B, Feng Q, Qian C. Multiphysical modeling for life analysis of lithium-ion battery pack in electric vehicles. Renewable & Sustainable Energy Reviews 2020; 131,
Yadlapalli RT, Narasipuram RP, Kotapati A. An overview of energy efficient solid state LED driver topologies. International Journal of Energy Research 2020; 44(2): 612-630,
Zhang H. A viable nontesting method to predict the lifetime of LED drivers. IEEE Journal of Emerging and Selected Topics in Power Electronics 2018; 6(3): 1246-1251,
Zhang J, Wang J, Wu X. A Capacitor-isolated LED driver with inherent current balance capability. IEEE Transactions on Power Electronics 2012; 59(4): 1708-1716,
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