Prognostics health management of electronic systems under mechanical shock and vibration using Kalman filter models and metrics

P Lall, R Lowe, K Goebel - IEEE Transactions on Industrial …, 2012 - ieeexplore.ieee.org
Structural damage to ball grid array interconnects incurred during vibration testing has been
monitored in the prefailure space using resistance spectroscopy-based state space vectors …

Extended Kalman filter models and resistance spectroscopy for prognostication and health monitoring of leadfree electronics under vibration

P Lall, R Lowe, K Goebel - IEEE Transactions on Reliability, 2012 - ieeexplore.ieee.org
A technique has been developed for monitoring the structural damage accrued in ball grid
array interconnects during operation in vibration environments. The technique uses …

Prognostics using Kalman-Filter models and metrics for risk assessment in BGAs under shock and vibration loads

P Lall, R Lowe, K Goebel - 2010 proceedings 60th electronic …, 2010 - ieeexplore.ieee.org
Structural damage to BGA interconnects incurred during vibration testing has been
monitored in the pre-failure space using resistance spectroscopy based state space vectors …

Assessment of lumen degradation and remaining life of light-emitting diodes using physics-based indicators and particle filter

P Lall, H Zhang - Journal of Electronic Packaging, 2015 - asmedigitalcollection.asme.org
The development of light-emitting diode (LED) technology has resulted in widespread solid
state lighting (SSL) use in consumer and industrial applications. Previous researchers have …

Comparison of Lalman-filter and extended Kalman-filter for prognostics health management of electronics

P Lall, J Wei, K Goebel - 13th InterSociety Conference on …, 2012 - ieeexplore.ieee.org
Electronic interconnects may encounter damage under exposure to vibration and
mechanical shock. The damage may manifest itself as an open circuit after a finite period of …

Prognostics and health monitoring of electronic systems

P Lall, R Lowe, K Goebel - 2011 12th Intl. Conf. on Thermal …, 2011 - ieeexplore.ieee.org
Structural damage to BGA interconnects incurred during vibration testing has been
monitored in the pre-failure space using resistance spectroscopy based state space vectors …

Comparison of Prognostic health management algorithms for assessment of electronic interconnect reliability under vibration

P Lall, R Lowe - Journal of Electronic Packaging, 2014 - asmedigitalcollection.asme.org
This paper compares three prognostic algorithms applied to the same data recorded during
the failure of a solder joint in ball grid array component attached to a printed circuit board …

Prognostication of accrued damage in board assemblies under thermal and mechanical stresses

P Lall, R Lowe, K Goebel - 2012 IEEE 62nd Electronic …, 2012 - ieeexplore.ieee.org
Electronics in harsh environments may be subjected to extended periods of simultaneous
high temperature and vibration and stored for prolonged periods of time prior to and during …

Assessment of lumen degradation and remaining life of LEDs using particle filter

P Lall, H Zhang, L Davis - International …, 2013 - asmedigitalcollection.asme.org
The development of light-emitting diode (LED) technology has resulted in widespread solid
state lighting use in consumer and industrial applications. Previous researchers have shown …

Particle filter models and phase sensitive detection for prognostication and health monitoring of leadfree electronics under shock and vibration

P Lall, R Lowe, K Goebel - 2011 IEEE 61st Electronic …, 2011 - ieeexplore.ieee.org
In this paper, a prognostication health management (PHM) methodology has been
presented for electronic components subjected to mechanical shock and vibration …