AI Based Variable Step Size Block Least Mean Square Filter for Noise Cancellation System
- Title
- AI Based Variable Step Size Block Least Mean Square Filter for Noise Cancellation System
- Creator
- Manikandan R.; Kumar K.S.; Ramkumar S.
- Description
- Most of the Active Noise Cancellation (ANC) systems working properly in low-frequency noises only. To make it suitable for isolating high-frequency noise, it needs an additional circuit which consumes more energy. This problem is mitigated in this study by designing a Variable Step size Block Least Mean Square (VSBLMS) filter which is suitable for an effective noise cancellation system. VSBLMS filter is designed with RCA to make a design area efficient and it is designed with a novel adder to achieve high speed as well as less energy consumption. The proposed filter is designed and simulated using Xilinx ISE 13.2. The simulation results shows that the proposed VSBLMS filter design mitigates the unwanted noises in various frequency bands. The proposed VSBLMS reduces the energy consumption by 9.32%, 27.63%, 13.53%, 11.80%, 10.71 %, 13.14% and 9.26% when compared with state of the art methods. 2023 IEEE.
- Source
- International Conference on Self Sustainable Artificial Intelligence Systems, ICSSAS 2023 - Proceedings, pp. 122-125.
- Date
- 2023-01-01
- Publisher
- Institute of Electrical and Electronics Engineers Inc.
- Subject
- Adaptive filter; Blocked Least Mean Square (BLMS); FIR filter; Normalized LMS
- Coverage
- Manikandan R., School of Business and Management Christ (Deemed to Be University), Department of Lean Operations and Systems, Karnataka, Bengaluru, India; Kumar K.S., Alliance University, Computer Science and Engineering, Alliance College of Engineering and Design, Karnataka, Bengaluru, India; Ramkumar S., School of Sciences, Christ (Deemed to Be University), Department of Computer Science, Karnataka, Bengaluru, India
- Rights
- Restricted Access
- Relation
- ISBN: 979-835030085-7
- Format
- Online
- Language
- English
- Type
- Conference paper
Collection
Citation
Manikandan R.; Kumar K.S.; Ramkumar S., “AI Based Variable Step Size Block Least Mean Square Filter for Noise Cancellation System,” CHRIST (Deemed To Be University) Institutional Repository, accessed February 24, 2025, https://archives.christuniversity.in/items/show/19774.