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All Journal International Journal of Electrical and Computer Engineering TELKOMNIKA (Telecommunication Computing Electronics and Control) Jurnal EECCIS Journal of Environmental Engineering and Sustainable Technology Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer Network Engineering Research Operation [NERO] Jurnal Teknik Mesin dan Mekatronika (Journal of Mechanical Engineering and Mechatronics)
Achmad Basuki
Faculty Of Computer Science, Universitas Brawijaya
Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Education Electrical & Electronics Engineering Energy Engineering Environmental Science Materials Science & Nanotechnology Mechanical Engineering Transportation

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Journal : Journal of Environmental Engineering and Sustainable Technology

 1 
IDENTIFICATION OF PATCHOULI PLANTS USING LANDSAT-8 SATELLITE IMAGERY AND IMPROVED K-MEANS METHOD Candra Dewi; Muhammad Syaifuddin Zuhri; Achmad Basuki; Budi Darma Setiawan
Journal of Environmental Engineering and Sustainable Technology Vol 3, No 2 (2016)
Publisher : Lembaga Penelitian dan Pengabdian kepada Masyarakat Universitas Brawijaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (517.806 KB) | DOI: 10.21776/ub.jeest.2016.003.02.1

Abstract

To maintain the availability of the patchouli plants required monitoring the spread of patchouli plantation. This study performed the identification of patchouli plant through Landsat-8 satellite imagery and Improved K-Means method. Improved was done on this study include the process of determining the initial cluster by specifying the closeness between the data and the determination of the number of cluster (K) by using the histogram equalization technique. The result of internal criteria testing shows that determining the number of clusters using the histogram is less effective because it produces the lower value of the silhouette. On almost all image data test found the best value of the silhouette's coefficient is 75.089% at K=2 and data in February. Furthermore, based on the results of testing the external criteria known the highest purity value in February data with a number of cluster 5 is 0.6829268. The test results also show that the use of the Improved K-Means on the Landsat-8 image has not been able to recognize the difference patchouli plants with other crops due to the limited resolution of imagery data and also the minimum number and variation of test data. But, visually the patchouli plant cluster is found for February data while the age of the rice crop surrounding the patchouli is still in the early phase of planting.
Co-Authors Adhitya Bhawiyuga Aditya Chamim Pratama Agung Wahyu Setio Budi Akbar, Sabriansyah Rizkika Akhmad Mukhtarom Al Aziiz Burhanudin Faidzin Labay Amalia Miftakhul Jannah Andi Yudiko Leonardo Solin Ariefanda Junediansyah Budi Darma Setiawan Cahyo Karya Basuki Candra Dewi Candra Dewi Dahnial Syauqy Dany Primanita Kartikasari Deron Liang Eko Laksono Eko Setiawan Eldyto Puspa Laksana Endah Octaviana Nasution Fabiansyah Raam Pontoh Fahmi Alfareza Faisal Akhmadi Faris Surya Akbar Fathan Abdurrahman Shani Amarta Putra Fitra Abdurrachman Bachtiar Fransiska Sisilia Mukti Friska Anggia Nurlita Sari Hans Romario Sitorus Ibrahim Ibrahim Imron Sazali Ismawati Nurjannah Jehn Ruey Jiang Jodi Prayoga Wahyudwi Jonathan Rovelano Huwae Kasyful Amron Kevin Jonathan Harnanta Khabban Sayyidi Razin Surya La Ode Muh. Fadlun Akbar Laisa Ryry Pudja Mentari Lutfi Fanani Maskur Purwiadi Maystya Tri Handono Moh Wildan Habibi Mohammad Zulfikar Mudjirahardjo, Panca Muhamad Miftahur Ridhoilah Muhamad Rizka Maulana Muhammad Aswin Muhammad Khairullah Harto Muhammad Rafi Fauzan Fathin Muhammad Syaifuddin Zuhri Muharrom Abdillah Onny Setyawati Panser Brigade Muhammad Pramukantoro, Eko Sakti Primantara Hari Trisnawan Putri Rizqia Hardein Raden Arief Setyawan Rakhmadhany Primananda Rasidy Cakra Pratama Refri Rifwan Daharmi Reza Andria Siregar Rifki Karim Ramadhan Rini Nur Hasanah Rizky Jelang Romadhondaru Rudi Hariyanto Sabriansyah Rizqika Akbar Sabriansyah Rizqika Akbar Sabriansyah Rizqika Akbar Shafira Aulia Indrarto Uis Yudha Tri Wirawan Widhi Yahya Widhi Yahya yuliana diah pristanti Zaky Abdussalam Zeddin Arief Zefanya Hermanta