Fuzzy-neuro LVQ and its comparison with fuzzy algorithm LVQ in artificial odor discrimination system

B Kusumoputro, H Budiarto, W Jatmiko - ISA transactions, 2002 - Elsevier
The human sensory test is often used for obtaining the sensory quantities of odors, however,
the fluctuation of results due to the expert's condition can cause discrepancies among …

Artificial odor discrimination system using multiple quartz resonator sensors and various neural networks for recognizing fragrance mixtures

W Jatmiko, T Fukuda, F Arai… - IEEE Sensors …, 2006 - ieeexplore.ieee.org
An electronic odor discrimination system had been developed by using four quartz resonator-
sensitive membranes basic-resonance frequencies at 10 MHz as a sensor and analyzed the …

Improving the artificial odor and gas source localization system using the semiconductor gas sensor based on RF communication

W Jatmiko, B Kusumoputro - Asia-Pacific Conference on …, 2002 - ieeexplore.ieee.org
Locating gas leaks, chemical hazard sources and smuggled narcotics are difficult tasks to be
done by conventional systems, because they usually exploit human experts or dog trackers …

Improvement of artificial odor discrimination system using fuzzy-lvq neural network

B Kusumoputro, MR Widyanto… - … . ICCIMA'99 (Cat. No …, 1999 - ieeexplore.ieee.org
An artificial odor recognition system is developed in order to mimic the human sensory test
in cosmetics, perfume and beverage industries. A backpropagation neural network is used …

Optimized probabilistic neural networks in recognizing fragrance mixtures using higher number of sensors

W Jatmiko, T Fukuda, K Sekiyama - SENSORS, 2005 IEEE, 2005 - ieeexplore.ieee.org
The electronic odor discrimination system have developed. The developed system showed
high recognition probability to discriminate various single odors to its high generality …

Experiments on machine learning techniques for sensor fusion

K Faceli, ACPLF de Carvalho… - Proceedings Fourth …, 2001 - ieeexplore.ieee.org
Mobile robots rely on sensor data to have a representation of their environment. However
the sensors usually provide incomplete, inconsistent or inaccurate information. Sensor …

Artificial odor discrimination system using multiple quartz-resonator sensor and neural network for recognizing fragrance mixtures

W Jatmiko, T Fukuda, F Arai… - … and Human Science …, 2004 - ieeexplore.ieee.org
Human sensory test is often used for obtaining the sensory quantities of odors; however, the
fluctuation of results due to the expert's condition can cause discrepancies among panelist …

Self-organized network with a supervised training and its comparison with FALVQ in artificial odor recognition system

B Kusumoputro, L Rostiviani… - … and Biological Sensing, 2000 - spiedigitallibrary.org
Artificial odor recognition system is developed in order to mimic the human sensory test in
cosmetics, parfum and beverage industries. The developed system however, lacks of ability …

Fuzzy learning vector quantization neural network and its application for artificial odor recognition system

B Kusumoputro, H Budiarto… - Applications and Science …, 2000 - spiedigitallibrary.org
In this paper, a kind of fuzzy algorithm for learning vector quantization is developed and
used as pattern classifiers with a supervised learning paradigm in artificial odor …

Comparison of hybrid neural systems of KSOM-BP learning in artificial odor recognition system

B Kusumoputro, A Saptawijaya… - Proceedings Fourth …, 2001 - ieeexplore.ieee.org
This report proposes an adaptive recognition system, which is based on Kohonen self-
organization network (KSOM). As the goals in the research on artificial neural network are to …