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M. Anitha

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Open access Aug 2026

Ensemble-Based PID Gain Learning Framework for Adaptive Temperature Control in Micro-Thermoelectric Systems

Precise temperature regulation in Micro-Thermoelectric Cooler (Micro-TEC) systems is essential for applications such as polymerase chain reaction (PCR) thermal cyclers, biomedical instrumentation, and microelectronic cooling platforms. Proportional-Integral-Derivative (PID) controllers remain widely adopted for their s...

M. Anitha, S. B. Prusty · 0 citations

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