Identifikasi Penyakit Diabetes Mellitus Melalui Nafas Berbasis Sensor Gas Dengan Metode Fast Fourier Transform dan Backpropagation

Mohammad Hafiz Hersyah (1), Andrizal Andrizal (2), Revinessia Revinessia (3)
(1) Universitas Andalas
(2) Politeknik Negeri padang
(3) Universitas Andalas
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How to cite (IJASEIT) :
Hersyah, M. H., Andrizal, A., & Revinessia, R. (2018). Identifikasi Penyakit Diabetes Mellitus Melalui Nafas Berbasis Sensor Gas Dengan Metode Fast Fourier Transform dan Backpropagation. JITCE (Journal of Information Technology and Computer Engineering), 2(02), 85–91. https://doi.org/10.25077/jitce.2.02.85-91.2018
The purpose of this research is to detect whether a person has diabetes mellitus or not. In people with diabetes mellitus uncontrolled will result in a decline in the rate of saliva that results in bad breath. The system uses the sensor TGS 2602 and MQ 4. It's function is to detect the levels of Hydrogen Sulfide and Methan in a person’s breath. The decision is made by using the neural network with a backpropagation method. The result for 5 (five) tests of diabetes mellitus samples can be detected with a success rate of 80%, whereas using random samples, the test detected with detected with a success rate of 80% samples that didn’t contain diabetes mellitus. This system could provide a solution for testing if a person is suffering from diabetes mellitus
[1] Redfieryheart., Diabetes and Bad Breath – The Truth Behind the Myth, https://redfieryheart.wordpress.com/2011/04/28/diabetes-andbad-breath-the-truth-ehind-the-myth. Diakses tanggal 28 Januari 2015.
[2] A P Deki., Identifikasi Penyakit Halitosis dengan sensor gas menggunakan Jaringan Syaraf Tiruan Metode Pembelajaran Backpropagation., Padang (2014)
[3] Brown, L. A., Williams, A. & Rogers, B., Title of book, ed. 2, Publisher (1997).
[4] Phillipe (ed), Title of paper, Name of Proc., Publisher (1998).
[5] Anonim. Alat cek Gula Darah http://alatcekguladarah.com di akses tanggal 01 Januari 2015
[6] Anonim Kenali Potensi Diabetes http://www.konimex.com/post/everyday-health-solution diakses tanggal 02 januari 2016
[7] Utami, Endrina 2013. Identifikasi Penyakit Diabetes melalui Bau Urine dengan Sensor Gas menggunakan Metoda Pembelajaran Backpropagation Padang – Universitas Andalas
[8] www.perkeni.org
[9] Suprapto In-line Monitoring Senyawa Organik Volatil Pada Limbah Dengan Sensor Gas berbahan Polimer Konduktif Institut Teknologi Sepuluh Nopember, Surabaya
[10] Hendry, Jans. Tanpa tahun. Mengapa Kita Membutuhkan FFT?. https://www.scribd.com/doc/60100313/Mengapa-Kita-Membutuhkan-FFT¬dan-Contoh-Aplikasinya . Diakses tanggal 11 Februari 2014.
[11] Siang ,Jong Jek. 2004. Jaringan Syaraf Tiruan & Pemogramannya Menggunakan Matlab. Yogyakarta: Penerbit Andi.
[12] DW ,Maharani dan Irawan Afrianto. 2012. Perbandingan Metode Jaringan Syaraf Tiruan Backpropagation dan Learning Vector Quantization pada Pengenalan Wajah . Bandung .
[13] Alee, Ranjam. 2013. Reading Data From a Digital Multimeter Using Raspberry Pi. Turku University Of Applied Sciences.
[14] Maruch, S dan Maruch, A. 2006. Phyton for Dummies. for Dummies, USA.
[15] Demaagd, Kurt., Oliver, Anthony, Oostendorp, Nathan dan Katherine Scott. 2012. Practical Computer Vision With SimpleC V. Cambridge University.
[16] Ginting, Bernike Natalia. 2012. Penggerak Antena Modem USB Tiga Dimensi Berbasis Mikrokomputer Menggunakan Arduino Uno. Universitas Sumatra Utara, Medan.
[17] A.Y, Ratu, 2013. Identifikasi Kemurnian Solar dengan Sensor Gas Semikonduktor (TGS Figaro) Menggunakan Jaringan Syaraf Tiruan Metode Pembelajaran Backpropagation. Universitas Andalas Sumatra Barat, Padang.
[18] Gunardi, Indriyadi, dan Yuniardini S Winiardhani. 2009. Oral Probiotik: Pendekatan Baru Terapi Halitosis (Tinjauan Pustaka). Universitas Indonesia.
[19] www.hwsensor.com, diakses 10 Juni 2015.
[20] Hidayat, Ranu, 2014. Perancangan dan Pembuatan Sistem Deteksi Penyakit Liver, Ginjal dan Dehidrasi Melalui Urin Berbasis Sensor Warna. Universitas Andalas. Sumatra Barat.

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