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All Journal Jurnal Paradigma Ekonomika Jurnal INSANIA Jurnal Manajemen Dayasaing Jurnal Promkes: The Indonesian Journal of Health Promotion and Health Education Falah : Jurnal Ekonomi Syariah Jurnal Mirai Management PEDAGOGIA Jurnal Sains dan Informatika Jurnal Pariwisata Terapan Journal of Information System, Applied, Management, Accounting and Research Imtiyaz : Jurnal Ilmu Keislaman ACCOUNTHIK : Journal of Accounting and Finance Jurnal Nasional Pengelolaan Energi MigasZoom Sakina: Journal of Family Studies Maspul Journal of Community Empowerment Jurnal Kajian Pariwisata dan Bisnis Perhotelan Unri Conference Series: Community Engagement Swara Patra : Majalah Ilmiah PPSDM Migas Edible : Jedb Jurnal Pengabdian Masyarakat Nusantara Jurnal Asesmen Dan Intervensi Anak Berkebutuhan Khusus INTECH (Informatika dan Teknologi) INSANIA : Jurnal Pemikiran Alternatif Kependidikan Journal of Artificial Intelligence and Engineering Applications (JAIEA) Digital Transformation Technology (Digitech) Prosiding University Research Colloquium Jurnal Mekar Jurnal Pepadu Innovative: Journal Of Social Science Research Jurnal Multidisiplin Sahombu Jurnal Sains Terapan Pariwisata Jurnal Ilmiah Multidisiplin Indonesia Influence: International Journal of Science Review Jurnal Suaka Insan Mengabdi Jurnal Pengabdian Sosial Jurnal Ekonomi dan Pembangunan Indonesia Health Dynamics Proceeding of International Conference on Humanity Education and Society Jurnal Ilmiah Bisnis dan Ekonomi Asia (Jibeka) Jurnal Perikanan Jurnal Sosial Sains dan Komunikasi (Ju-SoSAK) INTECH (Informatika dan Teknologi) Jurnal Pengabdian Kepada Masyarakat: Dimastika
Ahmad Nawawi
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Religion Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Earth & Planetary Sciences Economics, Econometrics & Finance Education Energy Engineering Environmental Science Health Professions Immunology & microbiology Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Medicine & Pharmacology Nursing Physics Public Health Social Sciences Veterinary Other

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Implementasi Algoritma LSTM Pada Sistem Monitoring Iot Untuk Penanganan Resiko Kebakaran Ahmad Nawawi; Kamarudin; Finki Dona Marleny
INTECH Vol. 6 No. 2 (2025): INTECH (Informatika Dan Teknologi)
Publisher : Informatics Study Program, Faculty of Engineering and Computers, Baturaja University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54895/intech.v6i2.3317

Abstract

Penelitian ini mengimplementasikan algoritma Long Short-Term Memory (LSTM) untuk memprediksi pola suhu sebagai bagian dari sistem monitoring berbasis IoT dalam rangka mitigasi risiko kebakaran. Dataset diperoleh dari sensor berbasis ESP32 yang merekam data suhu dan waktu. Model LSTM dilatih menggunakan data suhu yang telah dinormalisasi dengan prediksi lima langkah ke depan. Pra-pemrosesan meliputi penggabungan data tanggal dan waktu menjadi indeks waktu, kemudian dilanjutkan dengan normalisasi dan pembentukan data dalam format pembelajaran terawasi. Arsitektur model terdiri dari satu lapisan LSTM dan satu lapisan keluaran dense. Hasil prediksi menunjukkan nilai Mean Squared Error (MSE) yang rendah, menandakan efektivitas model LSTM dalam mendeteksi potensi bahaya kebakaran secara dini. Penelitian ini berkontribusi pada upaya mitigasi risiko secara real-time melalui peningkatan akurasi prediksi pada lingkungan IoT.
Implementasi Algoritma LSTM Pada Sistem Monitoring Iot Untuk Penanganan Resiko Kebakaran Ahmad Nawawi; Kamarudin; Finki Dona Marleny
INTECH Vol. 6 No. 2 (2025): INTECH (Informatika Dan Teknologi)
Publisher : Informatics Study Program, Faculty of Engineering and Computers, Baturaja University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54895/intech.v6i2.3317

Abstract

Penelitian ini mengimplementasikan algoritma Long Short-Term Memory (LSTM) untuk memprediksi pola suhu sebagai bagian dari sistem monitoring berbasis IoT dalam rangka mitigasi risiko kebakaran. Dataset diperoleh dari sensor berbasis ESP32 yang merekam data suhu dan waktu. Model LSTM dilatih menggunakan data suhu yang telah dinormalisasi dengan prediksi lima langkah ke depan. Pra-pemrosesan meliputi penggabungan data tanggal dan waktu menjadi indeks waktu, kemudian dilanjutkan dengan normalisasi dan pembentukan data dalam format pembelajaran terawasi. Arsitektur model terdiri dari satu lapisan LSTM dan satu lapisan keluaran dense. Hasil prediksi menunjukkan nilai Mean Squared Error (MSE) yang rendah, menandakan efektivitas model LSTM dalam mendeteksi potensi bahaya kebakaran secara dini. Penelitian ini berkontribusi pada upaya mitigasi risiko secara real-time melalui peningkatan akurasi prediksi pada lingkungan IoT.
The Effect of Family Center Nursing Education on Stunting Prevention Behavior Among Pregnant Women: A Study in East Kebundadap Village, Saronggi, Sumenep Yasin, Zakiyah; Nawawi, Ahmad; Wahid, Abd
Health Dynamics Vol 2, No 11 (2025): November 2025
Publisher : Knowledge Dynamics

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33846/hd21103

Abstract

Background: Accelerating stunting prevention remains one of the government's current priority programs. Prolonged nutritional deficiency occurring from the time a child is in the womb through the early stages of life during the first 1,000 days after birth can result not only in failure of physical growth and development, but also in impaired brain development, particularly during the gestational period. Increasing participation in family empowerment through family-centered nursing can help prevent stunting. This study aimed to analyze the effect of family-centered nursing-based education on stunting prevention behaviors among pregnant women in East Kebundadap Village. Methods: This study employed a pre-experimental research design with a one-group pre-post test design. The population consisted of pregnant women in their first through third trimesters along with one family member each. A total of 34 participants were recruited using simple random sampling. Data analysis was performed using the paired sample t-test with a significance level of p-value (α < 0.05). Results: The findings revealed that prior to receiving family-centered nursing education, the majority of pregnant women demonstrated poor preventive behaviors, whereas following the intervention, nearly all participants exhibited good preventive behaviors. The analysis of behavioral outcomes before and after family-centered nursing-based education yielded a p-value of 0.000 (α < 0.05), indicating a statistically significant effect on the behaviors of pregnant women following the educational intervention. Conclusions: Behaviors during pregnancy are supported by maternal attitudes and knowledge regarding their own pregnancies. Family-centered nursing-based education effectively assists pregnant women and their family members in positively influencing maternal behavior during pregnancy as it relates to stunting prevention. 
Co-Authors Abd Wahid Afrianti, Devita Melani Aguista, Ika Ayu Ahmad Muhammad Al Qodliyah, Diffah Sri Addafi Alfina Fitriani Andri Wibowo Anwari, Sabrina Rossy Arina Zulaikhah Arini Yulia, Nur Ariyanti, Ira Ariyanti, Ira Ayu Adhita Damayanti Ayu Khikmatul Mufidah Azizi, Muhammad Cahyo Sasmito Chrismilasari, Lucia Andi Darajah, Nely Irnik Della Putri Aolina Dian Hakip Nurdiansyah Dilla Nur Sobakh Ernawati Br Ginting, Ernawati Euis Heryati Fadillah, Adinda Nur Fahmi Muhammad Ferry Irawan Fiki Aftinah Finki Dona Marleny Firdaus Yusrizal Fitriani, Febri Gitardiana, Husna Umakhir Harahap, Taufiqurrahman Hasanah, Rodiatul Heridianto, Heridianto Hidayah, Widya Nur Hildayana, Tri Hosnu Inayati Ida Ayu Putu Sri Widnyani Iding Tarsidi Idwar, Idwar Ika Puspitasari, Dian Imas Diana Aprilia Indra Gunawan , Cakti Jamhari Jamhari Juang Sunanto, Juang Jufri, Afifah Farida Jumiati Jumiati Kamarudin Kamarudin khairul fajri, khairul KOSASIH KOSASIH, KOSASIH Kurniadi, Ruly Levy Ardhiansyah Lubis, Jihan Aprilia Lucky Nur Alfianto Lumbessy, Salnida Yuniarti Maemonah, Maemonah Mashuri Mashuri Muchsiri, Mukhtarudin Muhammad, Fahmi Muhd. Arief Al Husaini Mukhlisin Nandi Warnandi Nanu Hasanuh Nila Isni Maghfiroh Nur Arini Yulia Nur Ariniyulia Nurarini Yulia Nurdiansyah, Dian Hakip Nurita, Riau Nurul Qomar Nurwulan, Titis Permana, Dimas Yudha Ramadhansyah, Raihan Riau Nurita Rita Komalasari Romie Jhonnerie Sayyidati, Rabini Septi Machelia C.N Shrimarti Rukmini Devy Sihombing, Anton Siswahyudianto Siti Rahayu Nadhiroh Sofiyana, Aulia Aprilita Sonden Winarto Sri Djuniati Suci Ramadhani, Suci Sulhayani, Sulhayani Sundamanik, Siti Jamilah Sutikno, Sigit Suyatno Suyatno Tri Jaya Wahyu Hidayat Wiwik Kusrini Yulia, Nur Arina Yulia, Nur Arini Yulia, Nurarini Zakiyah Yasin Zuhdiyah Matienatul Iemaaniah Zuli Laili Isnaini