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All Journal Agrokreatif Jurnal Ilmiah Pengabdian kepada Masyarakat Jurnal Agrotek UMMat SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan Jurnal Teknik Pertanian Lampung (Journal of Agricultural Engineering) Jurnal Ilmiah Hijau Cendekia Agroteknika INTEGRITAS : Jurnal Pengabdian Journal La Lifesci Technologica Jurnal Pengabdian Nasional (JPN) Indonesia
Hasbi Mubarak Suud
Agricultural Science Department, Faculty Of Agriculture, University Of Jember, Indonesia
Agriculture, Biological Sciences & Forestry Chemistry Computer Science & IT Control & Systems Engineering Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Immunology & microbiology Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mechanical Engineering Medicine & Pharmacology Nursing Public Health Social Sciences Other

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Kinerja Convolutional Neural Network untuk Klasifikasi Level Kadar Air Tanah Berdasarkan Gambar Permukaan Tanah Hasbi Mubarak Suud; Subhan Arif Budiman; Ebban Bagus Kuntadi; Dwi Erwin Kusbianto; Ika Purnamasari
Jurnal Teknik Pertanian Lampung (Journal of Agricultural Engineering) Vol. 15 No. 2 (2026): April 2026
Publisher : The University of Lampung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23960/jtepl.v15i2.571-579

Abstract

Computer vision offers a promising method for soil moisture assessment especially for real-time field monitoring where sensor-based measurements are limited. This study evaluates the performance of a traditional Convolutional Neural Network (CNN) and ResNet-50 architecture for classifying soil moisture levels directly from in-situ surface images. The research involved 200 field-captured images and corresponding moisture data from a rainfed agricultural area. The models were trained with datasets grouped into two, three, and four moisture categories to test performance under varying complexity. The results showed poor model performance, characterized by high instability and severe overfitting across all experiments. Model accuracy for the traditional CNN significantly decreased from 0.513 to 0.256 as the number of classification categories increased and from 0.487 to 0.205 for ResNet-50. High RMSE values from 0.433 to 0.507 further confirmed substantial prediction errors. This finding highlights the limitation of RGB-based in-situ imagery for soil moisture classification, where environmental variability dominates the visual signal. It also suggests that soil moisture-related features are not sufficiently distinguishable under uncontrolled field conditions. The study concludes that the high variability of direct field images due to factors like inconsistent lighting, illumination, and the presence of non-soil objects is a primary obstacle to accurate classification. Future studies should implement advanced pre-processing techniques such as segmentation to reduce illumination noise.
Pemberdayaan Komunitas Wanita Tani dalam Mendukung Desa Songgon sebagai Sentra Durian di Kabupaten Banyuwangi Dwi Erwin Kusbianto; Hasbi Mubarak Suud; Subhan Arif Budiman; Ika Purnamasari; M Rondhi; Ebban Bagus Kuntadi; Rokhani Rokhani
Agrokreatif: Jurnal Ilmiah Pengabdian kepada Masyarakat Vol. 11 No. 3 (2025): Agrokreatif Jurnal Ilmiah Pengabdian kepada Masyarakat
Publisher : Institut Pertanian Bogor

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29244/agrokreatif.11.3.478-486

Abstract

Songgon is known as a favorite durian-producing village in Banyuwangi Regency. However, in the last 3 years, durian farmers have been suffering because they failed to experience a bumper harvest. The purpose of this service is to initiate the restoration of the image of Songgon Village as the center of Banyuwangi durian through the provision of quality local Songgon durian seeds. The partner of this community service is the wives of farmers in the village or also called Wanita Tani. Community service methods was using counseling and educational methods, along with training in seedling cultivation skills, followed by assistance in seedling care. A series of activities carried out include: 1) Increasing financial literacy to Women Farmers so that in the future they can face crises if crop failure recurs in the future; 2) Empowerment of farm women in terms of producing rootstocks (durian seedlings from seeds) for side income of Farm Women during the service activities; 3) Grafting training with rootstocks that have been produced and the scion comes from the local durian of each farmer's garden; The results of the activity are introduction people about financial literacy for the target group; Increased skills in the form of the ability to produce seeds independently; As well as the formation of a community with one of the inventories in the form of a planting hole maker that can be rented out to durian farmers in Songgon Village. However, this service has not been able to increase the income of farm women directly because there has been no sale of the seeds produced, but institutional initiation in marketing seeds has been carried out.
Inovasi Pasca Panen Kopi: Dampak Introduksi Mesin Pulper Terhadap Mutu dan Kapasitas Petani Dimas Bastara Zahroza; Hasbi Mubarak Suud; Abdullah Muhlis; Sasmita Sari
INTEGRITAS : Jurnal Pengabdian Vol 10 No 1 (2026): JANUARI - JULI
Publisher : Lembaga Penelitian dan Pengabdian kepada Masyarakat - Universitas Abdurachman Saleh Situbondo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36841/integritas.v10i1.7175

Abstract

Potensi alam yang dapat dimanfaatkan optimal di Desa Sumberargo yaitu pengembangan perkebunan kopi rakyat dengan jenis kopi arabika. Banyak dari para petani kopi di wilayah tersebut memiliki masalah dalam meningkatkan usahanya, di karenakan minimnya teknologi pendukung kelancaran usaha khususnya teknologi pasca panen. Tujuan Program Pengabdian ini mencoba melakukan terobosan baru dengan mendesain dan mengaplikasikan Teknologi Pasca Panen Mesin Pulper yang nantinya diharapkan akan dapat mempermudah dan mempercepat proses pengupasan kulit kopi sehingga mampu memaksimalkan keuntungan pada petani kopi arabika di Desa Sumberargo Kecamatan Sumbermalang Kabupaten Situbondo. Kegiatan pengabdian ini dirancang secara berkelanjutan dan berkesinambungan melalui Sosialisasi, Pelatihan, Penerapan teknologi, serta Pendampingan dan evaluasi. Hasil yang didapatkan dari program pengabdian adalah adanya penerapan teknologi bagi Kelompok Tani Argo Rengganis tidak hanya memperoleh solusi atas permasalahan yang dihadapi, tetapi juga mendapatkan bekal untuk mengembangkan usaha secara mandiri di masa depan. Keberadaan mesin pulper, para-para untuk penjemuran, serta edukasi manajemen usaha, produksi dan pemasaran menjadi titik awal bagi petani kopi di Desa Sumberargo untuk meningkatkan kualitas dan daya saing produk
Mengelola Limbah Plastik Menjadi Bahan Kerajinan di SDN Batu Ampar 1 Melany Novarelia Putri; Muhammad Robith Hasymi Ash Shidqi; Lutfi Abdullah Yazid; Dina Maisa Putri; Muhamad Ramadhani Septa Hariansyah; Hasbi Mubarak Suud; Dwi Erwin Kusbianto; Agung Nugroho Puspito
Jurnal Pengabdian Nasional (JPN) Indonesia Vol. 7 No. 2 (2026): Mei
Publisher : Lembaga Penelitian dan Pengabdian Kepada Masyarakat (LPPM) STMIK Indonesia Banda Aceh

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.63447/jpni.v7i2.1711

Abstract

This community service activity was designed to increase elementary school students' understanding and creativity regarding plastic waste management through handicraft making. This activity was carried out at SDN Batu Ampar 1 Cermee, Bondowoso Regency, involving 49 students from grades IV to VI. The implementation method consisted of four sessions, namely the delivery of information about plastic waste, understanding organic and inorganic waste, practicing making collages from plastic waste, and evaluation through pre-tests and post-tests. The evaluation results showed an increase in the average score of student understanding from 56.3 to 82.1, which means an increase of 25.8 points after the activity was carried out. In addition, the students successfully created several collage works from plastic waste that reflected their growing creativity and concern for the environment. This activity proved to be successful in increasing environmental awareness and recycling skills from an early age and has the potential to be implemented in other elementary schools.
Co-Authors Abdullah Muhlis Adhitya Wardhono Agung Nugroho Puspito Aulia Rafidah Pananto Bambang Kusmanadhi Ciplis Gema Qori'ah Clara Sintha Putri Pratiwi Dimas Bastara Zahroza Dina Maisa Putri Dodik Priyanto Dwi Erwin Kusbianto Dyah Ayu Savitri Ebban Bagus Kuntadi Gatot Subroto Hasna Afaf Faizah Ika Purnamasari Insan Sabri Helwandi Keysa Churiyyatul Haris Laras Sekar Arum Linda Ayu Islamia Lutfi Abdullah Yazid M Rondhi Melany Novarelia Putri Mellfani Rhamadinda Nendra Tigara Mohammad Ubaidillah Muhamad Ramadhani Septa Hariansyah Muhammad Robith Hasymi Ash Shidqi Nabila Safira Putri Madani Naiya Nalya Cahyadi Noer Novijanto Nurhayadatul Haliza Oria Alit Farisi Risa Umami Rokhani, Rokhani Rosyady, Muhammad Gufron Rufiani Nadzirah S, Setiyono Safa Rajni Ismaya Sasmita Sari Setiyono Subhan Arif Budiman Telpivani Solehatul Putri Untari