Building automation tools to calculate trichloroethylene level in human liver using - Case study: Images of white mouse liver

A. Febrian, Elly Matul I., I. Md Agus S., M. Fajar, Wisnu Jatmiko, Doni Hikmat Ramdhan, A. Bowolakso, Petrus Mursanto

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Trichloroethylene (TRI) is chlorinated solvent which has been used in various materials for industrial and daily task, such as dry-cleaners, ink composer, and medicine ingredients. It's has been known that TRI can penetrate human liver, and prolong exposure can evoke permanent damage to liver or cancer. In this research, we tried to create an automation tool that can help us analyzed and predict TRI level in human liver. The prediction will be based on liver images which analyzed using FCM, BPNNs, FLVQ, or FLVQ-PSO. In this research, the images of white mice liver that have been exposed to TRI are used. Our experiments show that the best accuracy achieved by BPNNs and 45 features from images which have been processed with KPCA. This combination accuracy is 99.12%.

Original languageEnglish
Title of host publication2011 Int. Symp. on Micro-NanoMechatronics and Human Science, Symp. on "COE for Education and Research of Micro-Nano Mechatronics", Symposium on "Hyper Bio Assembler for 3D Cellular System Innovation"
Pages373-378
Number of pages6
DOIs
Publication statusPublished - 6 Jul 2012
Event22nd Annual Symp. on Micro-Nano Mechatronics and Human Science, MHS 2011, Held Jointly with the Symp. on COE for Education and Research of Micro-Nano Mechatronics, Micro-Nano GCOE 2011, Symp. on Hyper Bio Assembler for 3D Cellular System Innovation - Nagoya, Japan
Duration: 6 Nov 20119 Nov 2011

Publication series

Name2011 Int. Symp. on Micro-NanoMechatronics and Human Science, Symp. on "COE for Education and Research of Micro-Nano Mechatronics", Symposium on "Hyper Bio Assembler for 3D Cellular System Innovation"

Conference

Conference22nd Annual Symp. on Micro-Nano Mechatronics and Human Science, MHS 2011, Held Jointly with the Symp. on COE for Education and Research of Micro-Nano Mechatronics, Micro-Nano GCOE 2011, Symp. on Hyper Bio Assembler for 3D Cellular System Innovation
CountryJapan
CityNagoya
Period6/11/119/11/11

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