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Journal : Infotekmesin

Alat Deteksi Suara Gergaji Sebagai Indikasi Awal Terjadinya Penebangan Menggunakan Metode Convolutional Neural Network Ana Surya Ningrum; Adianto; Rini Indarti; Edy Setiawan; Afif Zuhri Arfianto; Zindhu Maulana Ahmad Putra
Infotekmesin Vol 15 No 2 (2024): Infotekmesin, Juli 2024
Publisher : P3M Politeknik Negeri Cilacap

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35970/infotekmesin.v15i2.2304

Abstract

Illegal logging in Indonesia is no small problem, with illegal logging causing damage to forest resources in terms of quantity, quality and ecosystem. Many efforts have been taken by the Indonesian government, but it has not been effective in dealing with this problem, due to limited supervision. From this problem, a chainsaw sound detection system was designed as an early indication of logging activity. This system is equipped with four MAX4466 sound sensors using the Convolutional Neural Network method. This system also uses data processing so that the chainsaw sound can be recognized by the system specifically and can communicate remotely with the use of LoRa RFM95. Thus, the system can identify the sound of the chainsaw with a maximum distance of 50 m, the success accuracy of the CNN model created reaches 97.5%, and can be integrated with WhatsApp in realtime.
Alat Deteksi Suara Gergaji Sebagai Indikasi Awal Terjadinya Penebangan Menggunakan Metode Convolutional Neural Network Surya Ningrum, Ana; Adianto; Indarti, Rini; Setiawan, Edy; Arfianto, Afif Zuhri; Ahmad Putra, Zindhu Maulana
Infotekmesin Vol 15 No 2 (2024): Infotekmesin, Juli 2024
Publisher : P3M Politeknik Negeri Cilacap

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35970/infotekmesin.v15i2.2304

Abstract

Illegal logging in Indonesia is no small problem, with illegal logging causing damage to forest resources in terms of quantity, quality and ecosystem. Many efforts have been taken by the Indonesian government, but it has not been effective in dealing with this problem, due to limited supervision. From this problem, a chainsaw sound detection system was designed as an early indication of logging activity. This system is equipped with four MAX4466 sound sensors using the Convolutional Neural Network method. This system also uses data processing so that the chainsaw sound can be recognized by the system specifically and can communicate remotely with the use of LoRa RFM95. Thus, the system can identify the sound of the chainsaw with a maximum distance of 50 m, the success accuracy of the CNN model created reaches 97.5%, and can be integrated with WhatsApp in realtime.
Co-Authors Abiyajid Bustami Achmad Syahid Achmad Syahid, Achmad Adhitya, Ryan Yudha Adianto Adianto Agnes Sholikhah Agustin, Emilda Fibyani Ahmad Alam Ardiansyah Ahmad Navis Hidayat Aldianto, Viky Alif Zuhri Arfianto Amelia, Putri Aminatus Sa’diyah Amrillah, Sutan Faiz Ana Surya Ningrum Anda Iviana Juniani Andika Aldo Pratama Anggara Trisna Nugraha Anggie Oktavia Putri Annas Singgih Setiyoko Ar Rahmah, Nur Zafira Arya Ardiansyah, Ade Reza Ardit Mauladana Arfianto, Afif Zuhri Arfianto, Alif Zuhri Asri, Purwidi Ayus ahmad Yusuf Bayu Isnanta Trisna C. I. Sutrisno Devanka Alfahdiya Ivandika Devina Puspita Sari Devina Puspitasari Didik Sukoco Diego Ilham Yoga Agna Dimas Aditya Prabowo Edy Prasetyo Hidayat Emilda Fibyani Agustin Evi Nafiatus Sholikhah Faiz Amrillah, Sutan Fajar Astuti Hermawati Fajar Rahmat Adzani Faris Riyadi Farla Melvia Ramadhani Fibyani Agustin, Emilda Galang Eka Dharma Galih Anindita Handandi, Zukhruf Zidane Hanif, Utsman Hartanto, Tri Mulyatno Budhi Hasin, Muhammad Khoirul Hidayana, Elmi I Made Kastiawan Ibnu Alfain, Wahid Ii Munadhif Imam Sutrisno Isa Rachman Ivan Nur Rahman Joko Endrasmono Judijanto, Loso Laili Agustin Widyaningrum Lugas Jagad Satrianata Lukman Handoko M Alfa Reza Mades Darul Khairansyah Mat Syai'in Maulana Ahmad Putra, Zindhu Mey Rohma Dhani Mochamad Yusuf Santoso Muhamad Ari Muhammad Bilhaq Ashlah Muhammad Husni Muhammad Izzul Haj Mukhammad Jamaludin Ni'matut Tamimah Pabiangan, Netty Ponti Almas Karamina Prabowo, Dimas Aditya Pristovani Riananda, Dimas Putri, Anggie Oktavia Rahman, Farhan Wahyu Nur Rahmania Firdiansyah Renanda Nia Rachmadita Richo Richo Richo, Richo Rinanto, Noorman Rini Indarti Rini Indarti Ronaldo, Reza Ryan Yudha Adhitya Salsabila Ika Yuniza Saputra, Mohammad Febri Irawan Sartika Eris Maghfiroh, Intan Satrianata, Lugas Jagad Sita Acetylena Sita Acetylena, Sita Suci Indaryani Sukardi, Didi Sumadi Buton Surya Ningrum, Ana Sutan Faiz Amrillah Syafiuddin Syai’in, Mat Totok Yulianto Tri Mulyatno Budhi Hartanto Tyroni Mursityo, Yusi Viky Aldianto Wiediartini Wiediartini Yudi Andika Zidny, Farhan Fawwaz Zindhu Maulana Ahmad Putra Zindhu Maulana Ahmad Putra Zulfan Syahansyah