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Journal : Jurnal Mnemonic

CHANGE DETECTION IN ALUMINUM ELECTRODE IMAGE DURING OHMIC HEATING USING PRINCIPAL COMPONENT ANALYSIS Dwi Hartono, Elvianto; Hardiansyah, Bagus; Lastriyanto, Anang; Zubaidah, Elok; Hendrawan, Yusuf
Jurnal Mnemonic Vol 7 No 2 (2024): Mnemonic Vol. 7 No. 2
Publisher : Teknik Informatika, Institut Teknologi Nasional malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36040/mnemonic.v7i2.8426

Abstract

In this paper, we propose a novel technique for unsupervised change detection dataset derived from a process pasteurization using aluminium plate left and right with frequencies 1kHz, 2kHz, 100Hz, 250Hz images using principal component analysis (PCA) and k-means clustering. The distinct image is partitioned into h × h non-overlapping blocks. orthonormal eigenvectors are extracted through PCA of non-overlapping block set to create an eigenvector space. Each pixel within the distinct image is characterized by a feature vector of a certain dimensionality. This feature vector is obtained projection the distinct image data onto the eigenvector space that has been generated. Change detection is accomplished by dividing the feature vector space into two clusters through the application of k-means clustering with k=2. Each pixel is then assigned to one of these two clusters based on the minimum Euclidean distance between the pixel's feature vector and the mean feature vector of the clusters. Empirical results validate the effectiveness of the proposed approach.
Co-Authors - Austin, - Aan Muzaky Kusuma Abdul Jabar Jordana Kalfat Abdul Jabar Jordana Kalfat Abdullah Nasich Ulwan Abdullah Nasich Ulwan, Abdullah Nasich Aji Sutrisno Alfredo Johan Wahyu Sagita Sitompul Ali Mashuri Alinna Listyani Alinna Listyani Ampu Marojahan Resmanto Ampu Marojahan Resmanto, Ampu Marojahan Anang Lastriyanto Andayani, Dian Wuri Anindita Mufti Rizky Anindita Mufti Rizky Anton Nudyanto Anton Nudyanto Arie Srihardyastutie Ario Betha Juanssilfero Arni Ardila Sari Bambang Poerwadi Bimo, Igoy Chatarina Umbul Wahyuni Christina Veronica Christine Natalia Halim Christine Natalia Halim Citra Pradani P Daniar Putri Dinson Daniar Putri Dinson Denty Wiryawan, Alivianisa Carissa Detya Pitaloka Sari Devrina Nova Maria Devrina Nova Maria Dewi Maya Maharani Dewi Permatasari, Dewi Dewi, Camelia Norosita Dian Widya Ningtyas Dimawarnita, Firda Diyah Dewanti, Beauty Suestining Duwi Wistiana Duwi Wistiana Ella Saparianti Elvina Wulandari Elvina Wulandari Erryana Martati Estri Laras Arumingtyas Evan Tedjautama Evan Tedjautama Fadhila Erwin Fadhila Erwin Falasifah, Ratu Faramitha, Yora Felix Deni Arentino Feronika Heppy Sriherfyna Fithri Choirun Nisa Gilang Satrio Wicaksono Hairil Fikri hardiansyah, bagus Hartono, Elvianto Dwi Hasfiani, Yuliatin Hasna, Tanalyna Heliana, Almaria Heni Adhianata, Heni Hidayat Sujuti Ilham Dwi Nurcahyono Ilham Dwi Nurcahyono Indria Purwantiningrum Indria Purwantiningrum Irfi Wahyuningrum Irfi Wahyuningrum Jamhari Jamhari Jaya Mahar Maligan Joni Kusnadi Josep Hindrawan KIKI FIBRIANTO Kristian Purwohadisantoso Kusuma, Azzakiyya Salsabila Syifa Lalong, Paulus Risan F. Lila Prastyaharasti Lila Prastyaharasti M Fatkhul Mubin M Fatkhul Mubin M. Maria Marrisa Mawardhani Masahid, Ardiyan Dwi Maulidiyah, Nuris Shobah Mentari Sekar Arum Miftachurrochmah, Anis Mochamad Nurcholis Monika Maria P.S. Mora, Giral Baines Muhammad Muizuddin Muhammad Muizuddin Munawaroh - Munawaroh Munawaroh Musdholifah Musdholifah Musdholifah Musdholifah N. Sholahudin Nadzira Nadzira Nadzira Nadzira, Nadzira Nawa Aldina Nela Endy Restiengtias Nestya Hariyoko Nina Marlina A Nur Ida Panca Nugrahini Nur Kusmiyati Nur, Mokhamad Pendik Setiawan Pino Tri Anggara Pino Tri Anggara Prasis Nursyam Suhardini Prasis Nursyam Suhardini Putri, Aldila Putri, Belvania Nabila Putri, Nazhifah Vitya Putu Ayu Chintia Devi Pendit Putu Ayu Chintia Devi Pendit, Putu Ayu Chintia Devi Putu Bayu Tantrayana Putu Bayu Tantrayana Raehana Saria Gahari Rahmawati, Siti Irma Ratih Anggraini Ratih Anggraini, Ratih Rebecca Oktanesia Riyanto, Eko Isro Rochmad Chusaini Maulidianto Rochmad Chusaini Maulidianto Rosyid Ulul Albab Rosyid Ulul Albab Safindra, Naswadhia Salafy, Rahma Aulia Sanita Friska Sitepu Septina Dwi Widiyana SIMON BAMBANG WIDJANARKO Soviandini Dwiki Kartikaputri Sudarma Dita Wijayanti Tri Ardyati Tri Ardyati Urip Perwitasari, Urip Vicka Jacinda Masye Kusuma Vicka Jacinda Masye Kusuma Vindhya Tri Widayanti, Vindhya Tri Wahyudi, Aleyda Nur Halizah Wellang, Ambo Weni Liandani Weni Liandani Widya Dwi Rukmi Putri Yogi Trio Sandi Yogi Trio Sandi Yua, Ezza Selisa Yusfardyanto Yunus Yusfardyanto Yunus Yusnita Liasari Yusry Muqit Suryawira Yusuf Hendrawan Zia Rossanieldha Zia Rossanieldha