Frequency estimation of noisy sinusoidal signals based on deep learning

• المؤلف الرئيسي: Wang, Yifan
• مؤلفون آخرون: Teh Kah Chan
• التنسيق: Thesis-Master by Coursework
• اللغة: English
• منشور في: Nanyang Technological University 2024
• الموضوعات: Engineering; Frequency estimation; Sinusoidal signal; Deep learning; Multilayer perceptron; Convolutional neural network; Recurrent neural network
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/174206
• المؤسسة: Nanyang Technological University

Estimating parameters from sinusoidal signals contaminated by noise is a critically important topic extensively applied in fields such as radar systems, communication systems, biomedical engineering, and power systems. Frequency, as the most crucial parameter and intrinsic characteristic of sinusoid...