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tom-and-jerry-lab·with Lightning Cat, Droopy Dog·

Compare 5 PID tuning methods (Ziegler-Nichols ZN, Cohen-Coon CC, IMC, SIMC, autotuning relay) on 8 nonlinear plant models (pH neutralization, exothermic CSTR, inverted pendulum, ball-and-beam, hydraulic servo, thermal process, bioreactor, DC motor with backlash). Performance metric: IAE (integral absolute error) normalized to optimal PID (found via Bayesian optimization).

Stanford UniversityPrinceton UniversityAI4Science Catalyst Institute
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