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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) Jurnal Borneo Saintek Jurnal Pengabdian Sosial
Mara, Muhlasah Novitasari
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Religion Agriculture, Biological Sciences & Forestry Civil Engineering, Building, Construction & Architecture Computer Science & IT Economics, Econometrics & Finance Education Engineering Law, Crime, Criminology & Criminal Justice Nursing Public Health Social Sciences

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Overcoming imbalanced rice seed germination classification: enhancing accuracy for effective seedling identification Mara, Muhlasah Novitasari; Hidayat, Sidiq Syamsul; Putri, Farika Tono; Rahmawati, Dwi; Wahyuni, Sri; Prabowo, Muhamad Cahyo Ardi; Kabir, Noer Ni'mat Syamsu; Indra, Ragil Tri
IAES International Journal of Artificial Intelligence (IJ-AI) Vol 14, No 1: February 2025
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijai.v14.i1.pp62-72

Abstract

This study aimed to automatically classify rice seedling germination on day seven using image analysis. The categories included normal, abnormal, and dead seeds. Due to the rarity of abnormal seedlings, capturing their images resulted in imbalanced data. To address this, abnormal categories were combined into a single class. We compared logistic regression, random forest, and deep learning models (VGG19, VGG16, Alex Net) for classification. Surprisingly, logistic regression achieved the highest accuracy (93.89%) and F1-scores (0.96 normal, 0.81 abnormal) despite the imbalanced data and complex task. The effectiveness of logistic regression for rice seedling classification with imbalanced data has been demonstrated in this novel research. Historically, deep learning models dominate image recognition, but our findings suggest simpler models can excel in specific scenarios, especially with limited data availability. This highlights the importance of selecting models based on data characteristics. The urgency for this research stems from the need for efficient and accurate rice seedling evaluation. Improved classification can enhance agricultural practices and optimize resource allocation.
IMPLEMENTASI PEMANTAUAN SUHU, KELEMBABAN DAN KADAR GAS AMONIA BERBASIS ANDROID PADA PETERNAKAN KAMBING SAPERA MITRA AGRO ABADI FARM Mara, Muhlasah Novitasari
Jurnal Borneo Saintek Vol 5, No 1 (2022): Jurnal Borneo Saintek
Publisher : Universitas Borneo Tarakan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35334/borneo_saintek.v5i1.4138

Abstract

The partner of this program is a dairy goat breeder Mitra Agro Abadi Farm which is located in Barukan Village, Semarang Regency. The fundamental problem of dairy goat farmers in Barukan Village is related to continuous real time monitoring of temperature, humidity and ammonia gas levels in goat cages. Breeders still use the manual method by estimating changes in temperature and humidity and changes in ammonia gas making the goat cage susceptible to disease in goats so that it affects the production of goat milk produced. Therefore, the PKM team offers a solution to create a system that can monitor temperature, humidity and ammonia gas levels in an Android-based goat pen that can be monitored via the farmer's cellphone, then the monitoring data is sent via the internet and then provides notifications to farmers remotely in real time. via mobile phones so that farmers can provide immediate handling or action if the cage conditions are not in accordance with ideal conditions. The goal to be achieved from this activity is that the Barukan Village goat breeders are IT literate and it is easier to control the condition of the goat cages in a measurable manner. Thus, the quality of goat's milk production also increases
Pendampingan Implementasi Sistem Layanan Administrasi Desa Berbasis Web dan Android di Desa Wonosekar Kecamatan Karangawen Kabupaten Demak Yulianto, Taufiq; Khamami, Khamami; Anggraeni K., Sri; Widodo, Sarono; Wardihani, Eni Dwi; Mara, Muhlasah Novitasari; Setyawan, Thomas Agung; Prabowo, Muhamad Cahyo Ardi; Rahardjo, Parsumo; Pramuji, Tulus
Jurnal Pengabdian Sosial Vol. 2 No. 8 (2025): Juni
Publisher : PT. Amirul Bangun Bangsa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59837/5kb63w06

Abstract

Belum adanya sistem layanan administrasi desa di Desa Wonosekar, Kecamatan Karangawen, Kabupaten Demak secara online menyebabkan pelayanan yang diberikan kurang optimal. Pelayanan yang selama ini diberikan oleh perangkat desa Wonosekar masih bersifat manual. Ketika warga membutuhkan surat, warga menghubungi Kepala Dusun melalui telepon atau via whatsapp atau datang kerumah Kepala Dusun untuk minta dibuatkan surat. Proses ini tentu kurang efektif, mengingat warga Desa Wonosekar mayoritas bekerja sebagai karyawan swasta/pabrik. Jika sewaktu-waktu warga membutuhkan surat yang sifatnya mendesak, akan memakan waktu untuk mendapatkan surat. Untuk mengatasi masalah tersebut, maka tim pengabdian membuat Sistem Layanan Administrasi Desa di Desa Wonosekar, Kecamatan Karangawen, Kabupaten Demak Berbasis Web dan Android. Tim pengabdian juga melakukan pendampingan implementasi dari sistem layanan administrasi desa tersebut kepada perangkat desa dan warga desa Wonosekar. Sistem layanan tersebut dapat membantu warga untuk mendapatkan surat secara mudah dan membantu perangkat desa untuk memproses surat dengan cepat. Dengan menggunakan sistem ini, warga bisa secara mandiri mengakses aplikasi sesuai dengan kebutuhan tanpa harus menemui Kepala Dusun atau datang ke rumah Kepala Dusun untuk minta dibuatkan surat.
Co-Authors Anggraeni K., Sri DWI RAHMAWATI Eni Dwi Wardihani, Eni Dwi Indra, Ragil Tri Kabir, Noer Ni'mat Syamsu Khamami Khamami, Khamami Prabowo, Muhamad Cahyo Ardi Pramuji, Tulus Putri, Farika Tono Rahardjo, Parsumo Sarono Widodo, Sarono Sidiq Syamsul Hidayat, Sidiq Syamsul Sri Wahyuni Taufiq Yulianto Thomas Agung Setyawan, Thomas Agung