Loading...
Please wait, while we are loading the content...
Similar Documents
Genetic Algorithm for the Design of Optimal IIR Digital Filters
| Content Provider | Semantic Scholar |
|---|---|
| Author | Singh, Ranjit Arya, Sandeep K. |
| Copyright Year | 2013 |
| Abstract | This paper presents the design of Optimal Infinite-Impulse Response (IIR) digital filters using Genetic Algorithm (GA). IIR filter is essentially a digital filter with Recursive responses. Since the error surface of digital IIR filters is generally nonlinear and multimodal, global optimization techniques are required in order to avoid local minima. This paper presents heuristic way for the designing IIR filters. GA is a powerful global optimization algorithm introduced in combinatorial optimization problems. The paper finds the optimum Coefficients of IIR digital filter through GA. Design of Lowpass and High pass IIR digital filter is proposed to provide estimate of transition band. It is found that the calculated values are more optimal than fda tool available for the design of filter in MATLAB. The simulation result of the employed examples shows an improvement on transition band and mean-square-error (MSE). The position of pole-zero is also presented to describe stability and results are compared with Simulated Annealing (SA) method. |
| File Format | PDF HTM / HTML |
| Alternate Webpage(s) | http://file.scirp.org/pdf/JSIP20120300001_73283798.pdf |
| Language | English |
| Access Restriction | Open |
| Subject Keyword | Arabic numeral 0 Coefficient Combinatorial optimization Digital filter Evolutionary algorithm Genetic algorithm Global optimization Heuristic Html Link Type - copyright Infinite impulse response Low-pass filter MATLAB Mathematical optimization Maxima and minima Mean squared error Multimodal interaction Nonlinear system Recursion (computer science) Simulated annealing Simulation Software release life cycle Specification Vergence benefit |
| Content Type | Text |
| Resource Type | Article |