Black's equation

Black's Equation is a mathematical model for the mean time to failure (MTTF) of a semiconductor circuit due to electromigration: a phenomenon of molecular rearrangement (movement) in the solid phase caused by an electromagnetic field.

The equation is:^[1]

$MTTF={\frac {A}{j^{n}}}e^{\left({\frac {Q}{kT}}\right)}$

$A$ is a constant
$j$ is the current density
$n$ is a model parameter
$Q$ is the activation energy
$k$ is Boltzmann's constant
$T$ is the absolute temperature in K

The model is abstract, not based on a specific physical model, but flexibly describes the failure rate dependence on the temperature, the electrical stress, and the specific technology and materials. More adequately described as descriptive than prescriptive, the values for A, n, and Q are found by fitting the model to experimental data.

The model's value is that it maps experimental data taken at elevated temperature and electrical stress levels in short periods of time to expected component failure rates under actual operating conditions. Experimental data is obtained by running a combination of high temperature operating life (HTOL), electrical, and any other relevant operating environment variables.

Predicted semiconductor failure rates of millions or billions of hours should be used with caution because experimental correlation is all but impossible due to the predominance of other failure modes.

References

↑ R. L. de Orio. Dissertation: "Electromigration Modeling and Simulation". 2010. R.L. de Orio, H. Ceric, S. Selberherr. "Physically based models of electromigration: From Black’s equation to modern TCAD models" Microelectronics Reliability journal. 2010.

Black, J.R. (April 1969). "Electromigration - A Brief Survey and Some Recent Results". IEEE Transaction on Electron Devices. IEEE. ED-16 (4): 338–347.

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