UNIVERSITAS AIRLANGGA



Detail Article

Jurnal Fisika dan Terapannya

ISSN 9 772337 300009

Vol. 3 / No. 3 / Published : 2015-12

Order : 8, and page :98 - 111

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Original Article :

Identifikasi kanker serviks dari citra papsmear berbasis kecerdasan buatan

Author :

  1. Winda Dwi Tanti*1
  2. Endah Purwanti*2
  3. Adri Supardi*3
  1. Mahasiswa Fakultas Sains dan Teknologi
  2. Dosen Fakultas Sains dan Teknologi
  3. Dosen Fakultas Sains dan Teknologi

Abstract :

The purpose of this research is to identify cervical cancer with shape features and statistical features extraction using artificial intelligence system. The methods used in this research are clustering fuzzy c – means and k – means into two groups, cluster 1 and cluster 2, followed by classifications of backpropagation into two classes, normal and abnormal. A whole data images those used are 130 data abnormal and 65 data normal. Processing image conducted include image pre-processing to improve the quality of the image, for the next segmentation nucleus area. As many as 11 features consisted of two types has been extracted from cervical cell binary images. The results showed from train processing that the identification of cervical cancer by FCM – backpropagationmethods provide better accuracy than backpropagation methods, with value of accuracy 100% to 97%. Optimal accuracy of classification system from this research is 84,44% with the parameter value of neurons number in hidden layer 10 and learning rate 0,2.

Keyword :

Single cervical cell images, cervical cancer, pap smear test, fuzzy c – means, backpropagation,


References :

Elalfi, Atta., Eisa, Mohamed., Ahmed, Hosnia,(2013) Artificial Neural Networks in Medical Images for Diagnosis Heart Valve Diseases Vol. 10, Issue 5, No 1 : International Journal of Computer Science Issues

Rosidi, B., Jalil, N., Pista, N.M., Ismail, L.H., Supriyanto, E., Mengko, T.L,(2011) Classification of Cervical Cells Based on Labeled Colour Intensitiy Distribution - : International Journal of Biology and Biomedical Engineering

Solomon, C., Breckon, T,(2011) Fundamental of Digital Image Processing: A Practical Approach with Examples in Matlab Book : John Willey & Sons, Ltd





Archive Article

Cover Media Content

Volume : 3 / No. : 3 / Pub. : 2015-12
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  2. Pengaruh Variasi Waktu Milling Pada Sintesis Biokeramik Hidroksiapatit Dengan Metode Solid State Reaction
  3. Pengaruh Sinar Radiasi Ultraviolet (uv) Terhadap Antibakteri Sirih Merah (piper Crocatum) Untuk Menekan Laju Pertumbuhan Bakteri Streptococcus Mutans Secara In Vitro
  4. Remediasi Air Terkontaminasi Logam Berat Dengan Nanopartikel Magnetik-kitosan
  5. Sintesis Dan Studi Mikroskopik Biokomposit Dari Bahan Dasar Hidroksiapatit, Kitosan Dan Gentamicin Untuk Implan Tulang
  6. Analisis Perturbasi Geometri Pada Proses Disosiasi Molekul O2 Oleh Katalis Atom Fe Dengan Metode Density Functional Theory
  7. Rancang Bangun Alat Ukur Kadar Gula Darah Secara Non-invasive
  8. Identifikasi Kanker Serviks Dari Citra Papsmear Berbasis Kecerdasan Buatan
  9. Kajian Transformasi Fasa Sintesis Paduan Kobalt Sebagai Implan Tulang Prosthesis Melalui Metode Metalurgi Serbuk

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