Title :
Use of prognostics in risk-based decision making for BGAs under shock and vibration loads
Author :
Lall, Pradeep ; Lowe, Ryan ; Goebel, Kai
Author_Institution :
Dept. of Mech. Eng., Auburn Univ., Auburn, AL, USA
Abstract :
Leading indicators of failure have been developed based on high-frequency characteristics, and system-transfer function derived from resistance spectroscopy measurements during shock and vibration. The technique is intended for condition monitoring in high reliability applications where the knowledge of impending failure is critical and the risks in terms of loss-of-functionality are too high to bear. Previously, resistance spectroscopy measurements [Constable 1992, Lizzul 1994, Prassana 1995] have been used during thermal cycling tests to monitor damage progression due to thermo-mechanical stresses. The development of resistance spectroscopy based damage pre-cursors for prognostication under shock and vibration is new. In this paper, the high-frequency characteristics, and system transfer function based on resistance spectroscopy measurements have been correlated with the damage progression in electronics during shock and vibration. Packages being examined include ceramic area-array packages. Second level interconnect technologies examined include copper-reinforced solder column, SAC305 solder ball, and 90Pb10Sn high-lead solder ball. Assemblies have been subjected to 1500g, 0.5 ms pulse [JESD-B2111]. Continuity has been monitored in-situ during the shock test for identification of part-failure. Resistance spectroscopy based damage pre-cursors have been correlated with the optically measured transient strain based feature vectors. High speed cameras have been used to capture the transient strain histories during shock-impact. Statistical pattern recognition techniques have been used to identify damage initiation and progression and determine the statistical significance in variance between healthy and damaged assemblies. Models for healthy and damaged packages have been developed based on package characteristics. Data presented shows that high-frequency characteristics and system-transfer characteristics based on resistance spectroscopy measurements can be used for- - condition-monitoring, damage initiation and progression in electronic systems. A positive prognostic distance has been demonstrated for each of the interconnect technologies tested.
Keywords :
ball grid arrays; condition monitoring; decision making; integrated circuit interconnections; risk analysis; BGA; SAC305 solder ball; ceramic area-array packages; condition monitoring; copper-reinforced solder column; damage progression; electronic systems; high speed cameras; high-lead solder ball; positive prognostic distance; resistance spectroscopy measurements; risk-based decision making; second level interconnect technology; shock load; statistical pattern recognition techniques; system-transfer function; thermal cycling tests; thermomechanical stresses; transient strain history; vibration loads; Condition monitoring; Decision making; Electric shock; Electrical resistance measurement; Electronics packaging; Spectroscopy; Testing; Thermal resistance; Thermal stresses; Vibration measurement; Prognostics health management; condition monitoring; damage proxies; interrogation of system state; leading indicators; residual life;
Conference_Titel :
Thermal and Thermomechanical Phenomena in Electronic Systems (ITherm), 2010 12th IEEE Intersociety Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4244-5342-9
Electronic_ISBN :
1087-9870
DOI :
10.1109/ITHERM.2010.5501284