caa a22 4500 475800907 CHVBK 20180406123736.0 cr unu---uuuuu 170329e20001201xx s 000 0 eng 10.1023/A:1026594607197 doi (NATIONALLICENCE)springer-10.1023/A:1026594607197 A Direct Link Minimal Resource Allocation Network for Adaptive Noise Cancellation [Elektronische Daten] [Sun Yonghong, P. Saratchandran, N. Sundararajan] This paper presents a modification to the Minimal Resource Allocation Network (MRAN) of Yingwei et al. by introducing direct links from inputs to output and investigates its performance for noise cancellation problems. MRAN has the same structure as a Radial Basis Function network but uses a sequential learning algorithm that adds and prunes hidden neurons as input data is received sequentially so as to produce a parsimonious network. Earlier work by Sun Yonghong et al. has demonstrated the capability of MRAN to produce a compact network with excellent noise reduction properties. In this paper the capability of the direct link Minimal Resource Allocation Network (DMRAN) is evaluated by comparing it with MRAN on several nonlinear adaptive noise cancellation problems. The direct link MRAN uses the same learning algorithm as MRAN but with the introduction of direct links we are able to realise even smaller networks than MRAN with better noise reduction properties. Kluwer Academic Publishers, 2000 direct link MRAN nationallicence extended Kalman filter nationallicence noise cancellation nationallicence RBF network nationallicence sequential learning nationallicence Yonghong Sun School of Electrical and Electronic Engineering, Nanyang Technological University, Nanyang Avenue, 639798, Singapore aut Saratchandran P. School of Electrical and Electronic Engineering, Nanyang Technological University, Nanyang Avenue, 639798, Singapore aut Sundararajan N. School of Electrical and Electronic Engineering, Nanyang Technological University, Nanyang Avenue, 639798, Singapore aut Neural Processing Letters Kluwer Academic Publishers 12/3(2000-12-01), 255-265 1370-4621 12:3<255 2000 12 11063 https://doi.org/10.1023/A:1026594607197 text/html Onlinezugriff via DOI 1 research-article jats NATIONALLICENCE 856 40 https://doi.org/10.1023/A:1026594607197 text/html Onlinezugriff via DOI NATIONALLICENCE 700 1- Yonghong Sun School of Electrical and Electronic Engineering, Nanyang Technological University, Nanyang Avenue, 639798, Singapore aut NATIONALLICENCE 700 1- Saratchandran P. School of Electrical and Electronic Engineering, Nanyang Technological University, Nanyang Avenue, 639798, Singapore aut NATIONALLICENCE 700 1- Sundararajan N. School of Electrical and Electronic Engineering, Nanyang Technological University, Nanyang Avenue, 639798, Singapore aut NATIONALLICENCE 773 0- Neural Processing Letters Kluwer Academic Publishers 12/3(2000-12-01), 255-265 1370-4621 12:3<255 2000 12 11063 Metadata rights reserved Springer special CC-BY-NC licence nationallicence BK010053 XK010053 XK010000 NATIONALLICENCE NATIONALLICENCE NL-springer