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Extreme Value Theory Applications to Space Radiation Damage Assessment in Satellite Microelectronics.
P W Marshall1, C J Dale2, E A Burke3
1Naval Research Laboratory, Washington, DC 20375 and SFA, Inc., Landover, MD 20785.
This study models proton-induced displacement damage in silicon, revealing how nuclear reactions impact imaging arrays. Extreme value statistics accurately predict damage extremes and identify high dark current pixels, crucial for space electronics.
Area of Science:
- Materials Science
- Semiconductor Physics
- Radiation Effects
Background:
- Proton radiation poses a significant threat to silicon (Si) imaging arrays, particularly in space environments.
- Understanding displacement damage energy distributions is crucial for predicting device performance degradation.
- Pixel-to-pixel variance in damage can arise from various radiation interaction mechanisms.
Purpose of the Study:
- To model the probability of proton-induced displacement damage in silicon as a function of proton fluence and micro-volume size.
- To compare model predictions with measured leakage currents in Si imaging arrays.
- To apply extreme value statistics (EVS) for quantifying damage extremes and identifying anomalous pixel behavior (spikes).
Main Methods:
- Calculated first and second moments of displacement damage energy distributions for proton energies from 10 MeV to 300 MeV.
- Developed a model linking damage probability to proton fluence and sensitive micro-volume size.
- Utilized extreme value statistics (EVS) to analyze damage extremes and dark current spikes.
Main Results:
- The model accurately describes damage probability based on proton fluence and micro-volume.
- Poisson distribution of nuclear reaction recoils explains pixel-to-pixel damage variance in Si imaging arrays under prolonged proton exposure.
- EVS demonstrated excellent agreement with measured damage extremes and identified distinct mechanisms for high dark current pixels ('spikes') in different imager designs.
Conclusions:
- Proton-induced displacement damage in silicon is well-characterized by the developed model and EVS.
- Nuclear reaction effects significantly influence damage variance in imaging arrays, impacting long-term reliability.
- EVS is a powerful tool for predicting radiation-induced failures and understanding anomalous pixel behavior in sensitive electronic devices.
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