Browse research papers in Control and Systems Engineering - Engineering Discover 2 academic papers with AI-powered analysis

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Control and Systems Engineering

The design of control systems for dynamic processes, including feedback control, robotics, automation, adaptive systems, and the integration of sensors and actuators in intelligent systems

2 papers in this specialization

Papers

Potential, challenges and future directions for deep learning in prognostics and health management applications

This paper reviews the potential, challenges, and future directions of deep learning in prognostics and health management (PHM). It highlights the opportunities and difficulties of applying deep learning to PHM applications, discussing aspects such as data processing, model development, and practical considerations for industrial settings.

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1-s2.0-S0952197620301184-main.pdf

Jul 14, 10:36 AM

The effect of gamma value on support vector machine performance with different kernels

This paper explored the effect of the gamma parameter on SVM classifier performance using polynomial, RBF, and sigmoid kernels across five datasets. The results indicated an uneven influence of gamma on accuracy, with polynomial and sigmoid kernels showing greater sensitivity to changes in gamma than the RBF kernel. Optimal gamma values varied across datasets and kernel functions, suggesting the need for careful parameter tuning.