In this lecture by Dr. Erwin Sitompul at President University, the focus is on Multi-Layer Perceptrons (MLP) in neural networks, discussing their architecture, design considerations, advantages, learning algorithms, and training process. MLPs with hidden layers and sigmoid activation functions enabl

2 views • 17 slides

Explore the intricacies of noise and error shaping in DSMs with Professor Y. Chiu's course on Discrete-Time DSMs for EECT 7V88 in Fall 2021. Delve into DAC architectures including Nyquist, binary-weighted, and more. Learn about Binary-Weighted CR DAC, CP Cu, capacitor arrays, gain errors, nonlineari

0 views • 30 slides

Conducting in-depth studies on the SHMS magnets involving discussions with engineers and analyzing reproducibility requirements for tuning. Focus on Q1 magnet due to its significant field contribution and hysteresis effects. Emphasis on improving accuracy and understanding nonlinearity issues for op

0 views • 9 slides

Explore the complexities of advanced analysis in pharmacy through deviations from Beer-Lambert Law, including real, instrumental, and chemical deviations. Understand limitations, causes of nonlinearity, and the role of instrumentation in spectrophotometry. Dive into topics such as irregular and regu

0 views • 41 slides

Explore the effect of nonlinearity in granular materials on vertical stresses and deflections in pavement structural analysis. Learn about iterative methods and stress invariants to understand pavement behavior under traffic loads. Discover the application of Boussinesq's solutions and Burmister's l

0 views • 20 slides

Explore the stability of limit cycles and bifurcations in dynamical systems through examples like the Holling-Tanner model. Discover the significance of stable limit cycles and the role of Liapunov functions in forbidding closed orbits. Delve into the intriguing behavior of trajectories in bottlenec

0 views • 16 slides