Araştırma Makalesi

QUANTITATIVE CLASSIFICATION OF DMMP AND CHCL3 GAS MİXTURES USING RECURRENT AND FEED FORWARD NEURAL NETWORKS

Cilt: 2 Sayı: 3 16 Haziran 2004
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Fırat Üniversitesi Doğu Araştırmaları Dergisi
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QUANTITATIVE CLASSIFICATION OF DMMP AND CHCL3 GAS MİXTURES USING RECURRENT AND FEED FORWARD NEURAL NETWORKS

Öz

In this study, the feed forward neural networks (FFNN) were used and Elman’s recurrent neural networks (RNN) were proposed for quantitative identification of individual gas concentrations (DMMP and CHCl3) in their gas mixtures. The phthalocyanine coated quartz crystal microbalance (QCM) type sensors were used as gas sensors. A calibrated mass flow controller was used to control the flow rates of carrier gas and DMMP and CHCl3 gas mixtures streams. Sensor responses were collected via an IEEE 488 card. The components in the binary mixture were quantified applying the sensor responses from the QCM sensor array as inputs to the feed forward and Elman’s recurrent neural networks. The results of the Elman’s recurrent neural network with two hidden layer was the best. The other neural networks are also applicable to the quantitative classification of DMMP and CHCl3 gas mixtures.

Anahtar Kelimeler

Kaynakça

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Ayrıntılar

Birincil Dil

İngilizce

Konular

-

Bölüm

Araştırma Makalesi

Yazarlar

Serdar Çikoğlu Bu kişi benim

Ziya Öztürk Bu kişi benim

Yayımlanma Tarihi

16 Haziran 2004

Gönderilme Tarihi

2 Aralık 2003

Kabul Tarihi

-

Yayımlandığı Sayı

Yıl 2004 Cilt: 2 Sayı: 3

IZ

https://izlik.org/JA54NJ46HK

Kaynak Göster

RIS / Bibtex
APA
Temurtaş, F., Çikoğlu, S., Taşaltın, C., Öztürk, Z., & Ebeoğlu, M. A. (2004). QUANTITATIVE CLASSIFICATION OF DMMP AND CHCL3 GAS MİXTURES USING RECURRENT AND FEED FORWARD NEURAL NETWORKS. Fırat Üniversitesi Doğu Araştırmaları Dergisi, 2(3), 86-92. https://izlik.org/JA54NJ46HK
AMA
1.Temurtaş F, Çikoğlu S, Taşaltın C, Öztürk Z, Ebeoğlu MA. QUANTITATIVE CLASSIFICATION OF DMMP AND CHCL3 GAS MİXTURES USING RECURRENT AND FEED FORWARD NEURAL NETWORKS. (DAD). 2004;2(3):86-92. https://izlik.org/JA54NJ46HK
Chicago
Temurtaş, Fevzullah, Serdar Çikoğlu, Cihat Taşaltın, Ziya Öztürk, ve Mehmet Ali Ebeoğlu. 2004. “QUANTITATIVE CLASSIFICATION OF DMMP AND CHCL3 GAS MİXTURES USING RECURRENT AND FEED FORWARD NEURAL NETWORKS”. Fırat Üniversitesi Doğu Araştırmaları Dergisi 2 (3): 86-92. https://izlik.org/JA54NJ46HK.
EndNote
Temurtaş F, Çikoğlu S, Taşaltın C, Öztürk Z, Ebeoğlu MA (01 Haziran 2004) QUANTITATIVE CLASSIFICATION OF DMMP AND CHCL3 GAS MİXTURES USING RECURRENT AND FEED FORWARD NEURAL NETWORKS. Fırat Üniversitesi Doğu Araştırmaları Dergisi 2 3 86–92.
IEEE
[1]F. Temurtaş, S. Çikoğlu, C. Taşaltın, Z. Öztürk, ve M. A. Ebeoğlu, “QUANTITATIVE CLASSIFICATION OF DMMP AND CHCL3 GAS MİXTURES USING RECURRENT AND FEED FORWARD NEURAL NETWORKS”, (DAD), c. 2, sy 3, ss. 86–92, Haz. 2004, [çevrimiçi]. Erişim adresi: https://izlik.org/JA54NJ46HK
ISNAD
Temurtaş, Fevzullah - Çikoğlu, Serdar - Taşaltın, Cihat - Öztürk, Ziya - Ebeoğlu, Mehmet Ali. “QUANTITATIVE CLASSIFICATION OF DMMP AND CHCL3 GAS MİXTURES USING RECURRENT AND FEED FORWARD NEURAL NETWORKS”. Fırat Üniversitesi Doğu Araştırmaları Dergisi 2/3 (01 Haziran 2004): 86-92. https://izlik.org/JA54NJ46HK.
JAMA
1.Temurtaş F, Çikoğlu S, Taşaltın C, Öztürk Z, Ebeoğlu MA. QUANTITATIVE CLASSIFICATION OF DMMP AND CHCL3 GAS MİXTURES USING RECURRENT AND FEED FORWARD NEURAL NETWORKS. (DAD). 2004;2:86–92.
MLA
Temurtaş, Fevzullah, vd. “QUANTITATIVE CLASSIFICATION OF DMMP AND CHCL3 GAS MİXTURES USING RECURRENT AND FEED FORWARD NEURAL NETWORKS”. Fırat Üniversitesi Doğu Araştırmaları Dergisi, c. 2, sy 3, Haziran 2004, ss. 86-92, https://izlik.org/JA54NJ46HK.
Vancouver
1.Fevzullah Temurtaş, Serdar Çikoğlu, Cihat Taşaltın, Ziya Öztürk, Mehmet Ali Ebeoğlu. QUANTITATIVE CLASSIFICATION OF DMMP AND CHCL3 GAS MİXTURES USING RECURRENT AND FEED FORWARD NEURAL NETWORKS. (DAD) [Internet]. 01 Haziran 2004;2(3):86-92. Erişim adresi: https://izlik.org/JA54NJ46HK