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All Journal IJCCS (Indonesian Journal of Computing and Cybernetics Systems) JTEV (Jurnal Teknik Elektro dan Vokasional Jupiter SITEKIN: Jurnal Sains, Teknologi dan Industri Jurnal Teknologi Informasi dan Ilmu Komputer Informatika Mulawarman: Jurnal Ilmiah Ilmu Komputer Sinkron : Jurnal dan Penelitian Teknik Informatika Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Journal of Information Technology and Computer Science (JOINTECS) JURNAL MEDIA INFORMATIKA BUDIDARMA INOVTEK Polbeng - Seri Informatika JITK (Jurnal Ilmu Pengetahuan dan Komputer) JURNAL TEKNOLOGI DAN OPEN SOURCE Jurnal Sains dan Informatika : Research of Science and Informatic KOMPUTIKA - Jurnal Sistem Komputer JOISIE (Journal Of Information Systems And Informatics Engineering) Jurnal Abdimas PHB : Jurnal Pengabdian Masyarakat Progresif Humanis Brainstorming METIK JURNAL JSAI (Journal Scientific and Applied Informatics) Building of Informatics, Technology and Science Jurnal Mantik Journal of Applied Engineering and Technological Science (JAETS) JURSIMA (Jurnal Sistem Informasi dan Manajemen) JISA (Jurnal Informatika dan Sains) JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) International Journal of Advances in Data and Information Systems Idealis : Indonesia Journal Information System Jurasik (Jurnal Riset Sistem Informasi dan Teknik Informatika) Jurnal Teknik Informatika (JUTIF) J-SAKTI (Jurnal Sains Komputer dan Informatika) Jurnal Pengabdian Masyarakat : Pemberdayaan, Inovasi dan Perubahan Kolaborasi Jurnal Pengabdian Masyarakat Jurnal Teknoif Teknik Informatika Institut Teknologi Padang IJCOSIN : Indonesian Journal of Community Service and Innovation Jurnal Masyarakat Madani Indonesia eProceedings of Engineering Jurnal Pengabdian Masyarakat Bangsa JURSIMA SATIN - Sains dan Teknologi Informasi Jurnal Abdimas Indonesia Jurnal Informatika: Jurnal Pengembangan IT Jurnal Sistem Informasi dan Manajemen Jurnal Pengabdian Sosial Kenduri: Jurnal Pengabdian Dan Pemberdayaan Masyarakat RESLAJ: Religion Education Social Laa Roiba Journal Jurnal Pendidikan Teknologi Informasi (JUKANTI) Jurnal Ecotipe (Electronic, Control, Telecommunication, Information, and Power Engineering) Jnanadharma Jurnal Esensi Infokom : Jurnal Esensi Sistem Komputer dan Informasi
Dasril Aldo
Universitas Telkom
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Medicine & Pharmacology Nursing Physics Public Health Social Sciences Other

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Edukasi Pencegahan Diabetes Dini pada Anak melalui Multimedia Interaktif TOMATOSMART KIDS Berbasis Pangan Lokal Adanti Wido Paramadini; Ajeng Dyah Kurniawati; Yohani Setiya Rafika Nur; Dasril Aldo; M. Hanif Al Faiz; Ichya Ulumiddiin; Muhammad Nafal Fiqrian
Jurnal Masyarakat Madani Indonesia Vol. 5 No. 2 (2026): Mei
Publisher : Alesha Media Digital

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59025/cgwdj470

Abstract

Peningkatan risiko diabetes melitus pada usia anak menjadi permasalahan kesehatan yang perlu mendapatkan perhatian serius, terutama akibat pola konsumsi tinggi gula dan rendahnya literasi kesehatan sejak dini. Kegiatan pengabdian masyarakat ini dilaksanakan di [nama sekolah/lokasi kegiatan] dengan melibatkan 60 peserta anak usia sekolah dasar. Kegiatan ini bertujuan untuk meningkatkan pengetahuan dan kesadaran anak dalam pencegahan diabetes dini melalui multimedia interaktif TOMATOSMART KIDS berbasis pangan lokal. Metode yang digunakan adalah pendekatan community-based dengan strategi edukasi berbasis multimedia interaktif dan learning by playing. Kegiatan dilaksanakan melalui tahapan persiapan, pelaksanaan edukasi, dan evaluasi. Evaluasi dilakukan menggunakan pre-test dan post-test serta observasi keterlibatan peserta. Hasil kegiatan menunjukkan adanya peningkatan pengetahuan peserta, dengan rata-rata skor pre-test sebesar 43,2% meningkat menjadi 90,8% pada post-test. Selain itu, peserta menunjukkan keterlibatan aktif dan sikap positif terhadap penerapan pola makan sehat. Penggunaan multimedia interaktif terbukti efektif dalam meningkatkan pemahaman peserta karena mampu menyajikan materi secara menarik, interaktif, dan sesuai dengan karakteristik anak. Dengan demikian, program TOMATOSMART KIDS berpotensi menjadi media edukasi kesehatan yang inovatif dan aplikatif dalam upaya pencegahan diabetes sejak usia dini berbasis pemanfaatan pangan lokal.
Integrasi Edukasi Kesehatan Berbasis Multimedia dan Produksi Kombucha Lokal untuk Pemberdayaan Masyarakat Desa Muntang Adanti Wido Paramadini; Dasril Aldo; Faizah Faizah; Aminatus Sa'adah; Dedy Agung Prabowo; Hanief Taqiyuddien Adz-Dzaky An-Naayif; Laksmi Dwi Oktavia; Carlita Wahyu Briliana; Luciana Salsabila; Muhammad Nafal Fiqrian
Jurnal Pengabdian Masyarakat: Pemberdayaan, Inovasi dan Perubahan Vol 5, No 6 (2025): JPM: Pemberdayaan, Inovasi dan Perubahan
Publisher : Penerbit Widina, Widina Media Utama

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59818/jpm.v5i6.2540

Abstract

This community-based program aimed to improve health literacy among residents of Muntang Village, Kemangkon District, Purbalingga Regency through the integration of multimedia-based health education and the production of locally sourced kombucha as a probiotic product based on village potential. The activities were implemented through several main stages, including community needs analysis, program socialization, development and utilization of multimedia educational media, training on hygienic kombucha production using local ingredients, implementation of digital promotion, mentoring, and sustainability evaluation. The results showed a 70 percent increase in community health literacy based on pre-test and post-test comparisons involving 50 training participants. The program also successfully produced 200 bottles of local kombucha with various flavor variants and improved hygienic production skills, with all participants able to independently apply standard operating procedures. The involvement of village youth in digital promotion contributed to a 50 percent increase in social media activity within three months, while the use of digital educational media engaged 50 active users during the program period. Participant satisfaction surveys yielded an average score of 4.6 on a 5-point scale, categorized as very satisfied. Overall, the program successfully established a community empowerment model based on health literacy and local product innovation that has the potential to be sustainably replicated in other rural communities.ABSTRAKProgram pengabdian ini bertujuan untuk meningkatkan literasi kesehatan masyarakat Desa Muntang, Kecamatan Kemangkon, Kabupaten Purbalingga melalui integrasi edukasi kesehatan berbasis multimedia dan produksi kombucha lokal sebagai produk probiotik berbasis potensi desa. Kegiatan dilaksanakan melalui beberapa tahapan utama, meliputi analisis kebutuhan masyarakat, sosialisasi program, pengembangan dan pemanfaatan media edukasi multimedia, pelatihan produksi kombucha higienis berbahan lokal, penerapan promosi digital, pendampingan, serta evaluasi keberlanjutan. Hasil pelaksanaan menunjukkan peningkatan literasi kesehatan masyarakat sebesar 70 persen berdasarkan perbandingan hasil pre-test dan post-test pada 50 peserta pelatihan. Program ini juga berhasil menghasilkan 200 botol kombucha lokal dengan berbagai varian rasa, serta meningkatkan keterampilan produksi higienis masyarakat hingga seluruh peserta mampu menerapkan SOP produksi secara mandiri. Keterlibatan remaja desa dalam promosi digital berdampak pada peningkatan aktivitas media sosial sebesar 50 persen dalam tiga bulan, sementara penggunaan media edukasi digital melibatkan 50 pengguna aktif selama periode program. Survei kepuasan peserta menunjukkan skor rata-rata 4,6 pada skala 5 yang termasuk kategori sangat puas. Program ini berhasil membangun model pemberdayaan masyarakat berbasis literasi kesehatan dan inovasi produk lokal yang berpotensi direplikasi pada komunitas pedesaan lainnya secara berkelanjutan.
Comparative Analysis of Hyperparameter Optimization Methods for LSTM in Cryptocurrency Price Prediction: An Application to TRX–USD Aldo, Dasril; Firmansyah, Muhammad Raafi'u; Amrustian, Muhammad Afrizal
Jurnal Teknik Informatika (Jutif) Vol. 7 No. 3 (2026): JUTIF Volume 7, Number 3, June 2026
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2026.7.3.5355

Abstract

The rapid growth of cryptocurrencies increases the demand for accurate forecasting models to support investment decisions and automated trading systems. This study analyzes and compares the performance of several hyperparameter optimization methods applied to a Long Short-Term Memory (LSTM) model for predicting the price of TRX–USD. The dataset consists of 2,096 daily historical records obtained from the Binance platform, including open, high, low, close, volume, and percentage change, with the closing price selected as the forecasting target. A baseline LSTM model was evaluated against six optimization techniques: Grid Search, Random Search, Bayesian Optimization (Hyperopt), Optuna, Particle Swarm Optimization (PSO), and Genetic Algorithm (GA). Experimental results show that GA provides the best performance with an R² score of 0.88, MAE of 0.0123, RMSE of 0.0189, and a validation loss of 0.069. In contrast, Random Search yields the lowest performance, achieving an R² of only 0.2979. These findings highlight significant performance gaps among optimization strategies and demonstrate the superiority of metaheuristic-based approaches over conventional tuning methods. This research contributes to the advancement of computational intelligence by providing empirical evidence on the effectiveness of hyperparameter optimization techniques for deep learning–based time series forecasting, particularly in high-volatility financial environments. 
Co-Authors A.A. Ketut Agung Cahyawan W Abdillah, Alifia Dhia Abimanyu Abimanyu Achmad Solichin Adanti Wido Paramadini Adhe Nuzula Ramadlana Adventus Angga Kurniawan Affiyanti, Rakhma Yuli Affriza Brilyan Relo Pambudi Agus Putra Afif Dwi Laksono Afifah Naurah Hidayat Agung Irman Syaifudin Agustianto, Satya Helfi Ahmad Faishal Fahrisena Ahmad Riau Ardi Ahmad Rijal Arifin Ahmadi Ahun Ismi Aziz Ajeng Ayu Suryani Ajeng Dyah Kurniawati Aksaningtyas, Laeli Lutfiana Al 'Arifah, Difla Mazidah Al Faiz, M. Hanif Alfa Yudha Nugraha Alfan Rizki Juliano Azitya Alifia Dhia Abdillah Alwendi, Alwendi Alzi Mula Baharsyah Amanah, Farah Sofiatul Nur Aminatus Sa'adah Aminatus Sa'adah Aminatus Sa’adah An-Naayif, Hanief Taqiyuddien Adz-Dzaky Andi Sano, Andreas Novito Andika Bayu S Andre Citro Febriliyan Lanyak Annisa Risqi Sulistya Kusuma Wardhani Apri, Muhamad Ar rasyid, Fauzan Cholis Ardanu, Riski Fitria Ardi - Ardi Ardi Ardi Ardi Ardi, Ahmad Riau Ardianto, Rian Arifin, Ahmad Rijal Army, Widya Lelisa Arrasyid, Zidhan Asti Herliana, Asti Auliya Burhanuddin Aziz, Ahun Ismi Bagus Ahmad Setiawan Baharsyah, Alzi Mula Bidayatul Masulah Bita Parga Zen Carlita Wahyu Briliana Chevin, Virginawan Alessandro Dading Qolbu Adi Dading Qolbu Adi Damiana Trivinita L. B Dana Eko Wahyu Pambudi Danny Kurnianto Darmansah Darmansah, Darmansah Dedi Rahman Habibie Dedi Rahman Habibie Dedy Agung Prabowo Dedy Mirwansyah Deni Prasetyo Deni Prasetyo, Deni Denis Oktawandira Dewi Larasae Diah Ayu Lestari Diah Ayu Lestari, Diah Ayu Dian Maharani Dian Maharani Dian Riliyanda Difla Mazidah Al 'Arifah Dika Alim Mu’adin Dio Syahputra Dwi Satrio, Imam Edwin Adhi Wijaya Eka Arum Setyowati Eko Wahyu Pambudi, Dana Elisa Kusumaningsih Elizabeth Christina Endro Muhammad Akbar Wijiantoro Evia Zunita Dwi Pratiwi Fadhilatus Salamah, Khanif Rahmah Fahrezy, Fiqry Fahmy Dwe Fahrisena, Ahmad Faishal Fahrullah Fahrullah Faiq Mufrih Hakim Faiz, M. Hanif Al Faizah Faizah Faizal Burhani Ulil Fathan Fajar Maulana Farah Sofiatul Nur Amanah Farhan Aryo Pangestu Farhan Rasyid Kamaludin Farhan Yudha Pratama Fathan, Faizal Burhani Ulil Fau, Andrew Fauzi Ahmad Muda Febriliana, Miranda Dwi Feri Yasi Filfimo Yulfiz Ahsanul Hulqi Fiqry Fahmy Dwe Fahrezy Fuady, Tb. Dedy Gigih Attayauban Purnomo Gusla Nengsih, Yeyi Gusnita Linda Gustiwa, Risang Abdurrahman Hakim, Faiq Mufrih Halim Pratama, Muhammad Fajrul Hammam, Nizar Dhafirul Hanief Taqiyuddien Adz-Dzaky An-Naayif Hanief Taqiyuddien Adz-Dzaky An-Naayif An-Naayif Hanugrah Surya Purwaka Harald Riandi Rantetana Purukan Harald Riandi Rantetana Purukan Hariselmi Hariselmi Hariselmi Hariselmi Hariselmi, Hariselmi Hasby Arrahman Hermawaty Hermawaty Hidayat, Afifah Naurah Hutama, Iqbal Yoga Ichya Ulumiddiin Ihsan Maulana Ilwan Syafrinal Iqbal Yoga Hutama Irfan Venny Rahmayanti Irfanza Fadhly, Rafy Islam, Melinta Nurul Ismail Nur Fuadi Jaka Lintang Ramadhan Javana Ufaira Dzaki Kamaludin, Farhan Rasyid Karina Suwandi Khairunnisa Samosir Khanif Rahmah Fadhilatus Salamah Kisviantari, Rizkyna Sekar Kristina Natasia Sinurat Kurniawan, Adrian Kurniawat, Ajeng Dyah Laksmi Dwi Oktavia Larasae, Dewi Lathif Luqmanul Hakim Lina Fatimah Lishobrina Linda Qornaeni Luciana Salsabila Luqman Wahyudi M Yoka Fathoni M. Aldi Yudhi Pradana M. Hanif Al Faiz Mahazam Afrad Maryona Septiara Maulana Faridzal Eka Nugraha Maulana, Fajar Maulana, Ihsan Maulida, Elsa Maylaffayza Fikri Firdausy Melinda Br Ginting Melinta Nurul Islam Miftahul Ilmi Miftahul Ilmi, Miftahul Miranda Dwi Febriliana Muadin, Dika Alim Muhamad Apri Muhamad Apri Muhamad Azrino Gustalika Muhammad Afrizal Amrustian Muhammad Agus Muljanto Muhammad Briliantama Putra Muhammad Husni Muhammad Nafal Fiqrian Muhammad Nafal Fiqrian Muhammad Nazmi Al Faiz Muhammad Nazmi Al Faiz Muhammad Raafi'u Firmansyah Muhammad Zaky Mubarok munir, Zainul Munir Naek Liberty Manik Nafidanisa Nanda Arista Rizki Nariza Wanti Wulan Sari Nia Annisa Ferani Tanjung Nicolaus Nizar Dhafirul Hammam Novanda Alim Setya Nugraha Nugraha, Alfa Yudha Nugraha, Maulana Faridzal Eka Nursaka Putra Nurul Hikmah NURUL HIKMAH Nyimas Ananda Putri Mulyono Oktawandira, Denis P , Affriza Brilyan Relo Pambudi Agus Pambudi, Dana Eko Wahyu Pamuji, Yanuar Ikhsan Pangestu, Farhan Aryo Pradana, M. Aldi Yudhi Prakoso, Thorik Agung Pratama, Farhan Yudha Purnomo, Gigih Attayauban Putra, Muhammad Briliantama Putri, Yuliarni Rahayu, Trisna Kenti Rakhma Yuli Affiyanti Ramadhan, Firman Adi Ramadhan, Jaka Lintang Ramadhani, Rima Dias Ramadlana, Adhe Nuzula Rania Nur Hikmah Raspati, Mochamad Ravy Ratna Budiarti Dwi Rahayu Reza Iqbal Pramudya Rian Ardianto Rian Ardianto Richki Hardi Richo Richo Rifa Yanti Riftian Dimas Adriano Risfendra, Risfendra Riski Fitria Ardanu Riswan Azhari Riyani, Annisa Defitriana Rizkyna Sekar Kisviantari Rostina Rostina Rostina Rostina Sa'adah, Aminatus Sahara Sahara Sandhy Fernandez Sandra Saputra Sapta Eka Putra Saputra , Wahyu Andi Saputra, Candra Eka Saputra, Sandra Saputri, Sekar Isnaeni Nurul Saragih, Lorance Saraswati, RR Michelle Dewi Sarwenty, Putri Nabilah Satya Nur Hutama Sekar Isnaeni Nurul Saputri Setiawan, Bagus Ahmad Setyawan Suroso Shintia Dwi Alika Sinurat, Kristina Natasia Sophia Deo Sandeva Sri Mulyani Sudianto, Sudianto Sulaeman, Gilang Suleman, Gilang Suprapto, Amelia Rut Suroso, Setyawan Susi Irwanti Susie Susie Syaifudin, Agung Irman Tb. Dedy Fuady Tegar Alamsyah Tohari, Mohammad Amin Tondang, Beny Alphon Toni Anwar Trihastuti Yuniati Trisna Kenti Rahayu Usman, Muhammad Lulu Latif Utami, Annisaa Wanda Ilham Wanda Ilham Wendra, Yumai Widya Lelisa Army Wijaya, Edwin Adhi Wijaya, Trisno Wijiantoro, Endro Muhammad Akbar Yasin, Feri Yoga Madhasatya, Satriya Yogo Dwi Prasetyo Yohani Setiya Rafika Nur Yoka Fathoni, M. Yumai Wendra Yunita, Salsabila Firda Zefanya Yuni Br, Syaloom ⁠David Faizul Anwar ⁠Ihsan Maulana ⁠Niki Sinta Anggun Setyowati