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All Journal International Journal of Electrical and Computer Engineering Sainteks Jurnal Ilmu Komputer dan Informasi Jurnal Teknik Elektro Jurnal Edukasi dan Penelitian Informatika (JEPIN) Prosiding Semnastek Semesta Teknika Suhuf Jurnal Ilmiah KOMPUTASI Knowledge Engineering and Data Science Wikrama Parahita : Jurnal Pengabdian Masyarakat Jurnal Pilar Nusa Mandiri CogITo Smart Journal Indonesian Journal of Information System Dinamisia: Jurnal Pengabdian Kepada Masyarakat JMM (Jurnal Masyarakat Mandiri) Justek : Jurnal Sains Dan Teknologi CARADDE: Jurnal Pengabdian Kepada Masyarakat JURTEKSI JPPM (Jurnal Pengabdian dan Pemberdayaan Masyarakat) Sang Pencerah: Jurnal Ilmiah Universitas Muhammadiyah Buton Infotekmesin Journal of Information Systems and Informatics RADIAL: JuRnal PerADaban SaIns RekAyasan dan TeknoLogi Jurnal JTIK (Jurnal Teknologi Informasi dan Komunikasi) JIKA (Jurnal Informatika) Community Empowerment JPM: JURNAL PENGABDIAN MASYARAKAT Bima Abdi: Jurnal Pengabdian Masyarakat Journal of Telecommunication, Electronics and Control Engineering (JTECE) Insearch: Information System Research Journal KERNEL: Jurnal Riset Inovasi Bidang Informatika dan Pendidikan Informatika Jurnal Nasional Teknik Elektro dan Teknologi Informasi Jutech: Jurnal Teknologi Informasi Malcom: Indonesian Journal of Machine Learning and Computer Science J-Icon : Jurnal Komputer dan Informatika Science and Technology: Jurnal Pengabdian Masyarakat Journal of Informatics and Information Security Prosiding SeNTIK STI&K Jurnal Ragam Pengabdian Sasambo: Jurnal Abdimas (Journal of Community Service) RADIAL: Jurnal Peradaban Sains, Rekayasa dan Teknologi Journal of Computer Science Advancements
Widi Hastomo
Institut Teknologi Dan Bisnis Ahmad Dahlan
Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Astronomy Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Public Health Social Sciences Transportation Other

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Stacked LSTM-GRU Long-Term Forecasting Model for Indonesian Islamic Banks Sujatna, Yayat; Karno, Adhitio Satyo Bayangkari; Hastomo, Widi; Yuningsih, Nia; Arif, Dody; Handayani, Sri Setya; Kardian, Aqwam Rosadi; Wardhani, Ire Puspa; Rere, L.M Rasdi
Knowledge Engineering and Data Science
Publisher : citeus

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

The development of the Islamic banking industry in Indonesia has become a significant concern in recent years, with rapid growth in the number of banks operating based on Sharia principles. To face emerging challenges and opportunities, a deep understanding of the long-term financial behavior of Islamic banks is becoming increasingly important. This study aims to predict the share price of PT Bank Syariah Indonesia Tbk, over 28 days using the LSTM-GRU stack. The observation stage includes importing the dataset, data separation, model variations, the training process, output, and evaluation. Observations were conducted using 10 model variations from 4 stacks of LSTM and GRU. Each model performs the training process in four epochs (200, 500, 750, and 1000). The results of observations in this study show that long-term predictions (28 days ahead) using four stacks of LSTM-GRU and daily training accumulation techniques produce better accuracy than the general method (using multiple outputs). From the observations we have made for predictions for the next 28 days, the model with the LGLG stack arrangement (LSTM-GRU-LSTM-GRU) produces the best accuracy at epoch 750 with an MSE LSTM-GRU 63.43762863. This study will undoubtedly continue in order to achieve even better precision, either by utilizing a new design or by further improving the technology we are now employing.
OPTIMALISASI BANK SAMPAH, KELOMPOK WANITA TANI, DAN POS PEMBINAAN TERPADU DENGAN PERSPEKTIF AL-ISLAM KEMUHAMMADIYAHAN Maratus Soleha; Serly Maeda; Fitriyani Fitriyani; Zahwa Zia Asy-Syifa; Aulia Nurhidayati; Dhea Ananda Putri; Ibadu Rahman; Muhammad Mardani; Yulianti Muthmainnah; Widi Hastomo
JMM (Jurnal Masyarakat Mandiri) Vol 9, No 2 (2025): April
Publisher : Universitas Muhammadiyah Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31764/jmm.v9i2.29739

Abstract

Abstrak: Pengelolaan sampah dan ketahanan pangan berbasis komunitas masih menghadapi tantangan seperti rendahnya kesadaran masyarakat, minimnya pemanfaatan teknologi, serta kurangnya integrasi nilai-nilai Islam dalam praktik lingkungan. Program ini bertujuan untuk meningkatkan pemahaman dan keterampilan masyarakat dalam mengelola sampah serta pertanian berkelanjutan melalui pendekatan berbasis Al-Islam dan Kemuhammadiyahan (AIK). Metode yang digunakan yaitu Participatory Action Research, serta implementasi sistem digital pada bank sampah dan Kelompok Wanita Tani (KWT). Program ini melibatkan 85 peserta dari RW 08 Cirendeu, Ciputat Timur, yang terdiri dari pengurus bank sampah dan anggota KWT. Evaluasi keberhasilan dilakukan melalui survei pre-test dan post-test, wawancara mendalam, serta Focus Group Discussion (FGD). Hasil evaluasi menunjukkan peningkatan kesadaran dan partisipasi masyarakat sebesar 70%, peningkatan pendapatan anggota KWT sebesar 25%, serta penurunan volume sampah tidak terkelola sebesar 35%. Selain itu, 80% anggota KWT mulai menggunakan pupuk organik dan 75% peserta memahami konsep AIK dalam pengelolaan lingkungan. Dengan strategi keberlanjutan yang mencakup kemitraan dengan lembaga Muhammadiyah dan sistem insentif digital, program ini diharapkan dapat terus berjalan secara mandiri dan memberikan dampak positif jangka panjang bagi masyaraka.Abstract: Community-based waste management and food security continue to face challenges such as low public awareness, limited use of technology, and lack of integration of Islamic values into environmental practices. This program aims to enhance community understanding and skills in waste management and sustainable agriculture through an Al-Islam and Kemuhammadiyahan (AIK)-based approach. The methodology employed is Participatory Action Research (PAR), combined with the implementation of a digital system for the waste bank and Women's Farming Group (KWT). The program involved 85 participants from RW 08 Cirendeu, Ciputat Timur, including waste bank administrators and KWT members. Success was evaluated through pre-test and post-test surveys, in-depth interviews, and Focus Group Discussions (FGD). The evaluation results showed a 70% increase in community awareness and participation, a 25% rise in KWT members' income, and a 35% reduction in unmanaged waste volume. Additionally, 80% of KWT members adopted organic fertilizers, and 75% of participants gained a deeper understanding of AIK concepts in environmental management. With sustainability strategies that include partnerships with Muhammadiyah institutions and a digital incentive system, this program is expected to continue independently and create a lasting positive impact on the community.
Optimalisasi Pengembangan UMKM dan Edukasi Lingkungan sebagai Wujud Pengabdian Mahasiswa KKN di Kelurahan Panunggangan Barat Zahra Clarita Purwianti; Muhammad Ridho Al-Ghifari; Renny Dwi Amellya; Isti’ Anatus Sabillah; Jelita Permata; Merlina Merlina; Nasywah Sabina Belva; Syalma Awalya Putri; Tommy Arliando; Zahratul Azizah; Yoga Rarasto Putra; Widi Hastomo
Bima Abdi: Jurnal Pengabdian Masyarakat Vol. 6 No. 1 (2026): Bima Abdi: Jurnal Pengabdian Masyarakat
Publisher : Yayasan Pendidikan Bima Berilmu

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.53299/bajpm.v6i1.3050

Abstract

Program pengabdian masyarakat ini dilaksanakan untuk menjawab permasalahan minimnya penerapan digitalisasi pembayaran dan media promosi UMKM, serta kurangnya kesadaran masyarakat terhadap kebersihan lingkungan di Kelurahan Panunggangan Barat. Sebagian pelaku UMKM belum memanfaatkan pembayaran digital QRIS, dan belum memiliki media promosi seperti banner. Sementara di sisi lingkungan masih terbatasnya tempat sampah dan minimnya partisipasi masyarakat dalam menjaga kebersihan. Kegiatan ini bertujuan untuk mengoptimalkan pengembangan UMKM melalui pembuatan banner dan pendampingan penggunaan QRIS, serta meningkatkan kepedulian lingkungan melalui pembuatan tempat sampah daur ulang, edukasi pengelolaan sampah, dan kegiatan kerja bakti. Metode pelaksanaan menggunakan pendekatan partisipatif melalui observasi, sosialisasi, pelatihan, pendampingan, dan kolaborasi dengan warga setempat. Hasil kegiatan menunjukkan adanya peningkatan pemahaman bagi pelaku UMKM terhadap pentingnya media promosi dan transaksi digital, serta meningkatnya partisipasi masyarakat dalam menjaga kebersihan lingkungan. Program ini memberikan dampak positif dari sisi ekonomi, sosial, dan lingkungan, serta menjadi langkah awal dalam mendukung kemandirian dan keberlanjutan masyarakat.
Co-Authors Adhitio Satyo Agita Tunjungsari Ahmad Eko Saputro Ahmad Eko Saputro Ahmad Eko Saputro Aji Digdoyo Aji Digdoyo Al-Ghifari, Muhammad Ridho Ambardi Ambardi Ambardi Ambardi Ambardi, Ambardi Amellya, Renny Dwi Aminudin Apipah Yulia Marsis Arif, Dody Arliando, Tommy Aryo Nur Utomo Athif Basyar Mussafa Aulia Nurhidayati Azis, Nur Bakti, Indra Basri, Lody Saladin Bayangkari Karno, Adhitio Satyo Belva, Nasywah Sabina Chufran, Indra Bakti Daruningsih, Kukuh Deon Strydom Deswandi, Arief Dhea Ananda Putri Diana Yusuf Digdoyo, Aji Dodi Arif Dodi Arif Dody Arif Eka Sally Moreta Eka Sally Moreta Eko Ahmad Eko Ahmad Eko Hadiyanto Elliya Sestri Eva Karla, Eva Fahrul Razi Fahrul Razi Faqihudin Faqihudin Fiedha Nasution Fiqhri, Zul Fitriyani Fitriyani Handayani, Sri Setya Harini Agusta Holmes Rolandy Kapuy Hudaa, Syihaabul Ibadu Rahman Ignatius Joko Dewanto, Ignatius Joko Indra Bakti Indra Sari Kusuma Wardhana Indra Sari Kusuma Wardhana Indra Sari Kusuma Wardhana Ire Puspa Wardhani Isti’ Anatus Sabillah Iwan Setiawan Jelita Permata Kalbuana, Nawang Kamilia, Nada Kardian, Aqwam Rosadi Kasoni, Dian Kusuma Wardhana, Indra Sari Linda Wahyu Widianti LM Rasdi Rere LM Rasdi Rere Lussiana ETP Lyscha Novitasari Maratus Soleha Masriyanda, Masriyanda Meika Syahbana Rusli Merlina Merlina Muhammad Mardani Muhammad Ridho Al-Ghifari Nada Kamilia Nada Kamilia Nada Kamilia Nandika Bayu Ardana Nani Kurniawati Nasywah Sabina Belva Nia Yuningsih Nisfiani, Ervina Nur Aini Nuraisyah Nuraisyah Permata, Jelita Purwianti, Zahra Clarita Putra, Yoga Rarasto Putri , Basmallah Ramadhani Aisyah Putri, Syalma Awalya Rasyiddin, Ahmad Renny Dwi Amellya Rere, L.M Rasdi Reza Fitriansyah Reza Fitriansyah Rudy Yulianto Rudy Yulianto Sabillah, Isti’ Anatus Saputro, Ahmad Eko Serly Maeda Sestri, Elliya Sestri, Ellya Setiawati, Popong Shevti Arbekti Arman Silvia Ningsih Siswahyudianto Soegijanto Soegijanto Stevianus Stevianus Sudarto Usuli Sudarwanto, Pantja sudjiran Sudjiran Sukardi, Sukardi Sundoro, Aries Surawan, Tri Sutarno Sutarno Sutarno Sutarno Sutarno Syalma Awalya Putri Syamsu, Muhajir Syihaabul Hudaa Tommy Arliando Tri Surawan Tri Surawan Vany Terisia Wardhana , Indra Sari Kusuma Yayat Sujatna Yayat Sujatna Yayat Sujatna, Yayat Yoga Rarasto Putra Yoga Rarasto Putra Yoga Rarasto Putra Yoga Rarastro Putra Yulianti Muthmainnah, Yulianti Yusuf Yusuf YUSUF, DIANA Zahra Clarita Purwianti Zahratul Azizah Zahratul Azizah Zahwa Zia Asy-Syifa