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All Journal Jurnal Ilmu Pertanian Indonesia Jurnal Kebijakan Publik Elkom: Jurnal Elektronika dan Komputer Jurnal Natapraja : Kajian Ilmu Administrasi Negara Jurnal Borneo Administrator: Media Pengembangan Paradigma dan Inovasi Sistem Administrasi Negara Jurnal Pengabdian Kepada Masyarakat Sakai Sambayan Jurnal Informatika dan Teknik Elektro Terapan CESS (Journal of Computer Engineering, System and Science) Kanz Philosophia: A Journal for Islamic Philosophy and Mysticism Jurnal Pengabdian Kepada Masyarakat (Indonesian Journal of Community Engagement) Masyarakat, Kebudayaan dan Politik BIOMA : Jurnal Biologi Makassar Jurnal Manajemen Pelayanan Publik Policy & Governance Review JPPUMA: Jurnal Ilmu Pemerintahan dan Sosial Politik Universitas Medan Area Jurnal Administrasi Publik : Public Administration Journal Jurnal Ilmiah Universitas Batanghari Jambi Nyimak: Journal of Communication Matra Pembaruan: Jurnal Inovasi Kebijakan Jurnal Bina Praja Jurnal Belantara Publik (Jurnal Ilmu Administrasi) Jurnal Komunikasi MODELING: Jurnal Program Studi PGMI ELSE (Elementary School Education Journal) : Jurnal Pendidikan dan Pembelajaran Sekolah Dasar Prosiding Seminar Nasional Teknoka Jurnal Biologi Tropis IKRA-ITH Informatika : Jurnal Komputer dan Informatika Dinamisia: Jurnal Pengabdian Kepada Masyarakat Pendas : Jurnah Ilmiah Pendidikan Dasar Jurnal Ilmu Administrasi Negara (JUAN) SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan Jurnal Informatika Universitas Pamulang CARADDE: Jurnal Pengabdian Kepada Masyarakat JURNAL TEKNOLOGI DAN OPEN SOURCE QARDHUL HASAN: MEDIA PENGABDIAN KEPADA MASYARAKAT JUPE : Jurnal Pendidikan Mandala PengabdianMu: Jurnal Ilmiah Pengabdian kepada Masyarakat JSI (Jurnal sistem Informasi) Universitas Suryadarma Jurnal Tekno Kompak Jurnal Review Pendidikan dan Pengajaran (JRPP) Jurnal Onoma: Pendidikan, Bahasa, dan Sastra Jurnal Ekonomi Manajemen Sistem Informasi International Journal of Communication and Society Journal of Governance and Local Politics (JGLP) Jurnal Administrative Reform Jurnal Paradigma Jurnal Abdi Insani JOURNAL OF INFORMATION SYSTEM MANAGEMENT (JOISM) International Journal of Demos Jurnal Akuntansi dan Keuangan SOSIOEDUKASI : JURNAL ILMIAH ILMU PENDIDIKAN DAN SOSIAL Jurnal Sistem Komputer dan Informatika (JSON) Community Development Journal: Jurnal Pengabdian Masyarakat Kepariwisataan: Jurnal Ilmiah Jurnal Ekologi, Masyarakat dan Sains Al-Manhaj: Jurnal Hukum dan Pranata Sosial Islam TIN: TERAPAN INFORMATIKA NUSANTARA Jurnal Ilmiah Ilmu Administrasi Journal of Computer Networks, Architecture and High Performance Computing Journal of Contemporary Governance and Public Policy Jurnal Ekonomi dan Manajemen International Journal Of Science, Technology & Management (IJSTM) Alsina : Journal of Arabic Studies Jurnal Manajemen Publik dan Kebijakan Publik (JMPKP) Buletin Poltanesa Kalbiscientia Jurnal Sains dan Teknologi JPBM - Journal of Policy and Bureaucracy Management Jurnal Pengabdian kepada Masyarakat JUTECH : Journal Education and Technology Foremost Journal Journal of Government and Political Issues Jurnal Penelitian Inovatif Indo-MathEdu Intellectuals Journal Unram Journal of Community Service (UJCS) SRIWIJAYA JOURNAL OF ENVIRONMENT JSIP: Jurnal Studi Ilmu Pemerintahan International Journal of Science and Society (IJSOC) Edu Sociata : Jurnal Pendidikan Sosiologi Wisanggeni : Jurnal Pengabdian Masyarakat Jurnal Pajak Vokasi (JUPASI) Abiwara : Jurnal Vokasi Administrasi Bisnis Jurnal Riset Inossa : Media Hasil Riset Pemerintahan, Ekonomi dan Sumber Daya Alam Journal of Artificial Intelligence and Engineering Applications (JAIEA) Journal of Mathematics Instruction, Social Research and Opinion Jurnal Ilmiah Pendidikan Dasar (JIPDAS) Jurnal Bakti Bagi Bangsa Journal of Computers and Digital Business Jurnal Fuaduna: Jurnal Kajian Keagamaan dan Kemasyarakatan Kreasi: Jurnal Inovasi dan Pengabdian Kepada Masyaraka Kybernology : Journal of Government Studies Media Bina Ilmiah Jurnal Sintaks Logika (JSilog) Jurnal Penelitian Ilmu Pendidikan Indonesia Journal of Artificial Intelligence and Digital Business Jurnal Pengabdian Kepada Masyarakat JURNAL BIOLOGI PAPUA Innovative: Journal Of Social Science Research Ranah Research : Journal of Multidisciplinary Research and Development Paradigma: Junal Kalam dan Filsafat Enrichment: Journal of Multidisciplinary Research and Development AMMA : Jurnal Pengabdian Masyarakat Jurnal Pengabdian Sosial GEMBIRA (Pengabdian Kepada Masyarakat) Jurnal Pengabdian Masyarakat dan Riset Pendidikan International Journal of Islamic Education (IJIE) ARKHAS: Journal of Arabic Language Teaching Jurnal Terobosan Peduli Masyarakat (TIRAKAT) Jurnal Intelek Insan Cendikia Journal of Innovation in Teaching and Instructional Media Jurnal Pengabdian Kepada Masyarakat Journal of Evrimata: Engineering and Physics Jurnal Kebidanan dan Kesehatan Jurnal Ilmu Administrasi Publik PESHUM Journal of Conflict and Social Class (JCSC) JESS (Journal of Educational Social Studies) Al-Munawwarah Jurnal Pendidikan Teknik Mesin Al-Bahtsu: Jurnal Penelitian dan Pendidikan Islam Jurnal El-Thawalib JURNAL MANAJEMEN DAN BISNIS INDONESIA ABHATS: Jurnal Islam Ulil Albab Nemui Nyimah Analit: Analytical And Environmental Chemistry Ipso Jure Jurnal Sipakatau
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Optimalisasi Pemanfaatan Buah Belimbing Wuluh (Averrhoa bilimbi L.) Bagi Ibu-Ibu PKK RT 004 Kelurahan Labuhan Ratu Bandar Lampung Yulianty; Nurcahyani, Endang; Irawan, Bambang; Rosa, Emantis; Busman, Hendri; Farisi, Salman; Umar, Suratman
AMMA : Jurnal Pengabdian Masyarakat Vol. 5 No. 1 : Februari (2026): AMMA : Jurnal Pengabdian Masyarakat
Publisher : CV. Multi Kreasi Media

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Abstract

Averrhoa bilimbi L. is a type of plant that grows in yards or home gardens. This species belongs to the order Oxalidales and the family Oxalidaceae. This species belongs to the Oxalidales order and Oxalidaceae family. This plant has many benefits, including its stems, leaves, flowers, and fruit. The women of PKK RT 004 generally use the fresh flowers and fruit. The fresh fruit is used as an addition in making fish pindang as a substitute for tamarind and candis acid. However, the women of PKK have never used preserved fruit as sweets and asam sunti.  Therefore, it is necessary to optimize the use of fruit  by preserving it, such asam sunti.  Asam sunti is commonly used by the people of Aceh. Asam sunti is made from dried fruit, which is salted and dried in the sun repeatedly until the  fruit is dry and brown in color. The results of this community service activity showed good pre-test and post-test scores. The average pre-test score was 92.87 and the average post-test score was 98. There was an increase of 5.33 points. The sustainability of this community service activity is that the PKK mothers of RT 004 can disseminate the information obtained from this activity to other communities.
Penguatan Nilai-Nilai Islam melalui Pembelajaran Pendidikan Agama Islam Berbasis Digital: Kajian Literatur Sukadi, Erpon; Satrisno, Hengki; Irawan, Bambang; Raditio, Eriko; Syaputra, Ravista Meizen
Jurnal Penelitian Ilmu Pendidikan Indonesia Vol. 5 No. 1 (2026)
Publisher : Lembaga Penelitian dan Pengabdian Masyarakat, Universitas Pahlawan Tuanku Tambusai

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31004/jpion.v5i1.1011

Abstract

Perkembangan teknologi digital telah membawa perubahan signifikan dalam dunia pendidikan, termasuk dalam pembelajaran Pendidikan Agama Islam (PAI). Transformasi ini menuntut adanya inovasi pembelajaran yang tidak hanya berorientasi pada pemanfaatan teknologi, tetapi juga mampu memperkuat internalisasi nilai-nilai Islam pada peserta didik. Penelitian ini bertujuan untuk mengkaji secara komprehensif penguatan nilai-nilai Islam melalui pembelajaran PAI berbasis digital berdasarkan kajian literatur. Penelitian menggunakan pendekatan kualitatif dengan metode kajian literatur terhadap buku referensi, artikel jurnal ilmiah nasional dan internasional, prosiding, serta dokumen kebijakan pendidikan yang relevan dalam lima tahun terakhir. Hasil kajian menunjukkan bahwa pembelajaran PAI berbasis digital memiliki potensi besar dalam memperkuat nilai akidah, ibadah, dan akhlak apabila dirancang secara sistematis, kontekstual, dan berorientasi pada pendidikan nilai. Pemanfaatan media digital mampu meningkatkan keterlibatan peserta didik, memperluas ruang refleksi keagamaan, serta mendukung pembentukan karakter Islami yang adaptif terhadap perkembangan zaman. Namun demikian, integrasi teknologi dalam pembelajaran PAI harus tetap berada dalam koridor nilai dan etika Islam agar tidak menghilangkan substansi pendidikan keislaman. Oleh karena itu, pembelajaran PAI berbasis digital perlu dikembangkan secara bijaksana sebagai strategi penguatan nilai-nilai Islam di era digital.
Melampaui Kepatuhan: Implementasi Sistem Pemerintahan Berbasis Elektronik sebagai Proses Transformasi Tata Kelola Digital di Provinsi Kalimantan Timur Irwansyah; Kusuma, Aji Ratna; Irawan, Bambang
Jurnal Bina Praja Vol 17 No 2 (2025): [Sedang Berjalan]
Publisher : Research and Development Agency Ministry of Home Affairs

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21787/jbp.17.2025-2818

Abstract

The implementation of the Electronic-Based Government System (SPBE) in Indonesia has largely been perceived as an administrative compliance mechanism aligned with national policies and index-based assessments. Conceptually, however, SPBE is intended as an instrument for transforming governmental governance toward an integrated, effective, and accountable digital government. This study aims to analyze the implementation of SPBE in East Kalimantan Province by positioning it as a digital governance transformation process rather than merely an administrative obligation. Using a qualitative case study approach, data were collected through policy document analysis, SPBE performance reports, and interviews with key stakeholders within the East Kalimantan Provincial Government. Data were analyzed using a descriptive-analytical method by linking empirical findings to the digital government transformation framework. The findings indicate that SPBE implementation in East Kalimantan Province remains largely compliance-driven, as reflected in institutional fragmentation, limited system and data integration, and uneven human resource capacities across government agencies. Nevertheless, the study also identifies opportunities to strengthen digital governance transformation through reinforcing SPBE institutional governance, enhancing civil servants’ digital competencies, and promoting cross-system and service integration. This study underscores the need to shift the paradigm from administrative compliance toward substantive digital governance transformation at the provincial government level.
Dari Kepatuhan Menuju Kapabilitas Tata Kelola: Evaluasi Efektivitas Kebijakan Manajemen Risiko di Pemerintah Provinsi Kalimantan Timur Setiawan, Didik Bagus; Kusuma, Aji Ratna; Irawan, Bambang
Jurnal Bina Praja Vol 17 No 2 (2025): [Sedang Berjalan]
Publisher : Research and Development Agency Ministry of Home Affairs

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21787/jbp.17.2025-2858

Abstract

Risk management in local government is increasingly positioned as a strategic instrument for strengthening governance, integrity, and the quality of public decision-making. However, various studies show that increased regulation and maturity of risk management systems do not always translate into substantive improvements in governance and behavioral risk control. This study aims to analyze the effectiveness of risk management policies in the East Kalimantan Provincial Government by examining the suitability of policy design, variations in implementation across regional institutions, and their impact on governance and government integrity. The study uses a qualitative, descriptive, evaluative approach through case studies of four strategic regional institutions. Data was collected through in-depth interviews, limited participant observation, and document analysis. Data was analyzed using an interactive model. The results of this study indicate that the risk management policy in the East Kalimantan Provincial Government is normatively aligned with international standards and has successfully increased the maturity of the internal control system. However, the policy's effectiveness still varies across regional agencies and has not fully strengthened integrity, as reflected in the paradox between increasing system maturity and decreasing corruption control effectiveness. This finding confirms that risk management has not been fully internalized as a culture and strategic decision-making instrument. In conclusion, strengthening risk management requires a shift from an administrative compliance approach to a reflective, integrated policy-learning approach. It is also recommended that policies be more directed at strengthening risk leadership, the role of the Inspectorate as a risk enabler, integrating risk into planning and budgeting, and developing a risk-aware culture, particularly across regional agencies within the East Kalimantan Provincial Government.
Pendampingan dan Workshop untuk Penggiat Lingkungan: Pemanfaatan Vizly (AI – Powered Data Analysis) dalam Analisis Statistik Lingkungan Hidup Mardhotillah, Bunga; Shally Yanova; Bambang Irawan; Ade Adriadi; Lailal Gusri; Edi Saputra; Ade Nurdin; Tri Syukria Putra
Journal of Conflict and Social Class (JCSC) Vol. 3 No. 01 (2026): Journal of Conflict and Social Class (JCSC)
Publisher : CV Edujavare Publishing

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Abstract

This mentorship and workshop aimed to enhance the capacity of environmental activists to understand and apply statistical analysis to environmental issues. Through the use of Vizly (AI-Powered Data Analysis), participants were introduced to an artificial intelligence-based approach that simplifies data processing, visualization, and interpretation of results. The workshop method included intensive mentoring, theoretical presentations, and hands-on practice using relevant environmental data, such as air quality, waste management, and renewable energy utilization. The workshop was conducted in a systematic manner: identifying participant needs, introducing basic statistical analysis concepts, simulating the use of Vizly, and post-workshop mentoring to ensure continued understanding. The results demonstrated improved skills among participants in processing environmental data more quickly, accurately, and evidence-based. Vizly has been proven to assist environmental activists in producing analyses that can support decision-making, policy advocacy, and environmental program planning. The implications of this activity include facilitating the integration of AI technology into environmental work, while also opening up opportunities for collaboration between academics, government, and communities.
Transforming Local Governance through E-Government: Assessing the Effectiveness of Digital Sub-District Implementation Purwanti, Lidya Lin; Irawan, Bambang
Publik : (Jurnal Ilmu Administrasi) Vol 14, No 2 (2025): December 2025
Publisher : Universitas Muhammadiyah Gorontalo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31314/pjia.14.2.351-367.2025

Abstract

This study was conducted with the aim of analyzing the effectiveness of services through the implementation of digital sub-districts and identifying the support and obstacles encountered in the implementation of digital sub-districts in Sungai Keledang Sub-district, Samarinda City. This study used a qualitative method with a case study approach. The focus of this study was based on the collaboration of e-government implementation success indicators by Harvard and Moon's theory. In this study, the key informants were the sub-district head and sub-district secretary, while the informants were service staff and community members who had and had not used the digital sub-district. The data collection techniques used were observation, interviews, and documentation. The data analysis used was an interactive analysis model developed by Miles, Huberman, and Saldana. The results of the study found that the implementation of digital sub-district administration in Sungai Keledang, Samarinda City, has increased the effectiveness of public services through the acceleration of administrative processes, work efficiency of the apparatus, and ease of access to services for the community. However, this implementation still faces various obstacles, such as a lack of socialization, low digital literacy, especially among the elderly, limited network infrastructure, and application designs that are not yet fully userfriendly. Nevertheless, government policy support, the readiness of officials, and increasing digital literacy among the younger generation are significant supporting factors. These findings confirm that the success of digital subdistrict is highly dependent on the synergy between technological readiness, official support, community participation, and adaptation to local culture.
Pelatihan manajemen pemasaran dan produksi kopi robusta di kelompok tani Sidomulyo - Jember Masnilah, Rachmi; Irawan, Bambang; Alfarisy, Fariz Kustiawan; Pradana, Ankardiansyah Pandu
SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan Vol 10, No 1 (2026): February
Publisher : Universitas Muhammadiyah Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31764/jpmb.v10i1.35160

Abstract

AbstrakKabupaten Jember, Jawa Timur merupakan salah satu sentra kopi Robusta, namun Kelompok Tani Sidomulyo masih menghadapi kendala manajemen produksi dan pemasaran, terutama pada pencatatan usaha tani, penataan fasilitas pascapanen, penerapan standar mutu, serta pemasaran yang masih bertumpu pada konsumen lokal sehingga nilai tambah ekonomi belum optimal. Kegiatan pengabdian ini bertujuan meningkatkan kapasitas manajerial petani dalam manajemen produksi dan strategi pemasaran kopi Robusta, termasuk penguatan branding produk. Pendekatan yang digunakan adalah pemberdayaan masyarakat (community empowerment) dan capacity building melalui tahapan identifikasi masalah (wawancara dan diskusi dengan pengurus), pelatihan berbasis diskusi yang mencakup manajemen produksi (pencatatan biaya-hasil, perencanaan panen, standardisasi mutu) dan manajemen pemasaran (branding, pengemasan, promosi digital, diversifikasi saluran distribusi), dilanjutkan pendampingan agar praktik dapat diterapkan. Evaluasi dilakukan secara partisipatif melalui diskusi, tanya jawab, dan perbandingan praktik sebelum-sesudah kegiatan. Kegiatan menghasilkan peningkatan kesadaran dan praktik awal pada pencatatan usaha tani, penataan lokasi produksi (pemisahan area pengeringan dan penyimpanan), serta pengenalan SOP sederhana untuk kendali mutu dan penerapan standar pascapanen. Dari sisi pemasaran, kelompok mulai mengenal diversifikasi saluran distribusi, pemanfaatan media digital/marketplace, dan pemetaan peluang akses pasar internasional, disertai penguatan branding melalui kemasan dan identitas produk yang mendorong pergeseran orientasi dari penjualan curah menuju produk bernilai tambah. Kedepannya, diperlukan fasilitasi sertifikasi mutu, pendampingan digital marketing lanjutan, serta penguatan jejaring dengan konsumen dan mitra dagang. Kata kunci: agribisnis; branding; pascapanen; pemberdayaan; rantai pasok. AbstractJember Regency, East Java, is one of the main centers of Robusta coffee production; however, the Sidomulyo Farmer Group continues to face constraints in production and marketing management, particularly in farm record-keeping, organization of postharvest facilities, application of quality standards, and marketing that remains largely dependent on local buyers, resulting in suboptimal value addition. This community service program aimed to enhance farmers’ managerial capacity in Robusta coffee production management and marketing strategies, including the strengthening of product branding. The approach adopted was community empowerment and capacity building, implemented through stages of problem identification (interviews and discussions with group leaders), discussion-based training covering production management (cost-output recording, harvest planning, and quality standardization) and marketing management (branding, packaging, digital promotion, and diversification of distribution channels), followed by mentoring to support practical implementation. Evaluation was conducted participatively through discussions, question-and-answer sessions, and comparisons of practices before and after the activities. The program resulted in improved awareness and initial adoption of farm record-keeping, better organization of production areas (separation of drying and storage facilities), and the introduction of simple standard operating procedures for quality control and postharvest standards. In terms of marketing, the group began to recognize diversified distribution channels, the use of digital media and marketplaces, and the mapping of opportunities for access to international markets, accompanied by strengthened branding through packaging and product identity that encouraged a shift from bulk commodity sales toward value-added products. For future sustainability, facilitation of quality certification, advanced digital marketing assistance, and strengthened networking with consumers and trading partners are required. Keywords: agribusiness; branding; postharvest; empowerment; supply chain.
Keanekaragaman Jamur Patogen pada Buah Kapulaga (Amomum compactum Sol. ex Maton) di Pasar Tradisional Kecamatan Kedaton, Bandar Lampung Rahayu, Reni; Yulianty, Yulianty; Azizah, Enur; Irawan, Bambang
Jurnal Penelitian Inovatif Vol 6 No 1 (2026): JUPIN Februari 2026
Publisher : CV Firmos

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54082/jupin.2162

Abstract

Buah kapulaga (Amomum compactum Sol ex. Maton) merupakan rempah unggulan yang bernilai tinggi. Buah kapulaga memiliki manfaat yang beragam. Oleh sebab itu, tingkat permintaan terhadap komoditas ini terbilang tinggi. Namun, produksi buah kapulaga sering kali terganggu akibat adanya serangan jamur patogen mulai dari tahap prapanen hingga pascapanen, yang dapat menurunkan kualitas buah kapulaga, sehingga berpotensi menyebabkan kerugian serta menimbulkan resiko kesehatan akibat mikotoksin dari jamur patogen. Penelitian ini bertujuan untuk mengidentifikasi keanekaragaman dan marga dominan dari jamur patogen pada buah kapulaga yang dijual di pasar-pasar tradisional. Sampel dikumpulkan dari tujuh pasar tradisonal di Kecamatan Kedaton, Bandar Lampung, menggunakan metode Purposive Sampling. Sampel diisolasi pada media PDA. Pengamatan mikroskopis dilakukan dengan menggunakan metode kultur slide. Hasil karakterisasi kemudian dicocokkan dengan buku identifikasi. Data penelitian dianalisis secara deskriptif untuk mengetahui kenekaragaman dan marga dominan dari jamur patogen yang menyerang buah kapulaga. Hasil yang didapatkan menunjukkan bahwa keanekaragaman jamur patogen pada buah kapulaga dari pasar tradisional kecamatan Kedaton adalah Aspergillus, Rhizopus, dan Penicillium, dengan Aspergillus sebagai marga dominan. Kemunculan dan dominansi Aspergillus dikarenakan tingginya tingkat toleransi terhadap perubahan lingkungan di sekitarnya. Hal tersebut mencerminkan kurangnya pengendalian mutu pascapanen pada buah kapulaga di pasar tradisional. Dengan demikian, identifikasi jamur patogen pada buah kapulaga berbasis hasil penelitian ini dapat digunakan sebagai acuan dalam membantu meningkatkan kualitas buah kapulaga pascapanen serta keamanan pangan bagi konsumen.
Implementasi CNN Mobilenetv2 untuk Klasifikasi Kanker Kulit Dermatoskopi Digital Medis Sari, Desi Permata; Irawan, Bambang
RIGGS: Journal of Artificial Intelligence and Digital Business Vol. 4 No. 4 (2026): November - January
Publisher : Prodi Bisnis Digital Universitas Pahlawan Tuanku Tambusai

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31004/riggs.v4i4.6050

Abstract

Skin cancer is one of the most dangerous diseases that can become fatal if not detected accurately at an early stage. Conventional visual diagnosis performed by dermatologists still faces limitations due to subjectivity and dependence on clinical experience. Therefore, an objective, fast, and efficient diagnostic support system is required. Recent advances in artificial intelligence, particularly deep learning, enable the utilization of dermatoscopic images to assist in automated skin cancer detection. This study aims to implement and evaluate the performance of the Convolutional Neural Network (CNN) MobileNetV2 architecture for classifying skin cancer images into two classes, namely benign and malignant. The research adopts an experimental deep learning approach using the HAM10000 dataset, which consists of 10,015 dermatoscopic images. The data undergo preprocessing stages including image resizing, normalization, and data augmentation, followed by stratified splitting into training, validation, and testing sets. The MobileNetV2 model is trained using a transfer learning strategy through two stages, namely head training and fine-tuning. Experimental results show that the proposed model achieves an accuracy of 82.42%, with a malignant class precision of 64.04% and a recall of 19.93%. Although the model demonstrates strong performance in identifying benign lesions, its ability to detect malignant cases remains limited. These findings indicate that MobileNetV2 has potential as a clinical decision support system for skin cancer classification, but further improvements are required to enhance sensitivity toward malignant lesions.
Implementasi Sistem Deteksi Detak Jantung Berbasis Long Short-Term Memory (LSTM) pada Perangkat Mobile Khaerudin, Akhmad; Irawan, Bambang
RIGGS: Journal of Artificial Intelligence and Digital Business Vol. 5 No. 1 (2026): Februari - April
Publisher : Prodi Bisnis Digital Universitas Pahlawan Tuanku Tambusai

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31004/riggs.v5i1.6836

Abstract

Penyakit kardiovaskular tetap menjadi penyebab utama kematian di dunia, sehingga mendorong pihak-pihak terkait untuk mengembangkan sistem pemantauan detak jantung yang menggunakan elektrokardiogram (ECG) dan bisa bekerja secara langsung dalam waktu nyata. Perkembangan perangkat mobile dan wearable membuat pendekatan inferensi di perangkat (on-device inference) semakin penting karena bisa mengurangi keterlambatan, meminimalkan ketergantungan pada jaringan, serta melindungi data pribadi. Namun, sebagian besar penelitian tentang klasifikasi detak jantung menggunakan machine learning masih lebih memperhatikan akurasi model, sedangkan penilaian mengenai kemampuan komputasi sistem inferensi ECG pada perangkat mobile masih kurang lengkap. Penelitian ini bertujuan membuat dan mengecek bagaimana sistem untuk mengira detak jantung secara langsung, berjalan di perangkat Android, menggunakan cara pemrosesan aliran data. Sistem ini menggunakan data ECG dari sensor Polar H10 dan memanfaatkan model LSTM yang sudah dilatih dari penelitian sebelumnya, yang telah diubah ke dalam format TensorFlow Lite. Pengembangan dilakukan dengan pendekatan prototyping berulang kali, meliputi penerimaan sinyal ECG, pembersihan sinyal, pencarian puncak R, pemotongan gelombang jantung, serta proses pengambilan kesimpulan. Evaluasi kinerja dilakukan dengan mempertimbangkan beberapa parameter seperti waktu yang dibutuhkan untuk menghasilkan hasil, penggunaan prosesor, penggunaan memori, serta kemampuan sistem dalam menangani data secara simultan. Hasil percobaan menunjukkan rata-rata waktu inferensi sebesar 34,79 milidetik, penggunaan memori RAM sebesar 13,04 megabyte, penggunaan CPU sebesar 17,05 persen, serta tingkat throughput mencapai 1,65 inferensi per detik. Temuan ini memberikan bukti nyata tentang kemampuan dan sifat-sifat kerja sistem inferensi detak jantung secara real-time yang menggunakan machine learning pada perangkat mobile.
Co-Authors Abdul Khamid Abdul Kolik Abdul Mufid Abdullah Karim Abdullah Karim Achmad Djumlani Achmad Fikri Achmad Nurmandi Adam Idris Adam Malik Ade Adriadi Ade Nurdin Adelia, Nur Hidayah Adhani, Karenina Dwi Adigunawan, Adigunawan Agung Prayitno Agustin, Dania Safira Agustinus Lejiu Agustinus Suryantoro Ahmad Faqih Aisa Tri Agustini Ajeng Pratiwi Akbar, Paisal Albertus Maqnus Soesilo Alfarisy, Fariz Kustiawan Alfiandri Alfiandri Alfiandri, Alfiandri Algopeng, Zozi Alifiansyah, Roby Fathan Amanda, Jesi Amar, Zafran Arifah Amelia Putri Dewi Nilam Sari Ananda, Alfin Andi Hafidz Khanz Andika Saputra Andin Ayu Oksilia Ramadhani Andri Prasetyo Angger Bagus Prasetiyo Anggit Murdani Ani Purwati Ankardiansyah Pandu Pradana Anthonius Margono Apriyadi, Muchsin Ardian Nugraha Putra Ardiano, Muhammad Rayyan Ardyansyah, Luthfi Arief Fahmi Lubis Arieyasmieta, Wildan Lutfi Arisandi, Bobi Ariz , Naufal Arniti, Ni Ketut Aryasatya, Muhammad Fathi Aryo Wibisono Asep Maulana, Asep Aspita Laila Astriani, Linda Axel Prasetyo Sudiro azharia, Jenny Clarisa azis, santowi Azizah, Enur Azizah, Maharani Azzahra, Fitriyani Badarita, Badarita Ballianie, Novia Bambang Suharno Bamer, Ircha Altri Banun Binaningrum Barelang, Syaeful Bachri Bato, Bulan Erika Bhakti, M.Herdian Bhimo Rizky Samudro Budi Rahayu Budi Tjahjono Budiman Budiman Cathas Teguh Prakoso Chairi, Minal Charles Raymond Jeffrey CHIANI, SARASWATI HAYLIAN Christina Nugroho Ekowati, Christina Nugroho Christover, Deandlles Cin, Muksin Cornelia, Geby Dan Buntu Paranoan Darmawan , Ade Daryono Daryono, Daryono Dayutama, Theodorus Dedy Miswar Desi Permata Sari Dewi, Dian Kemala Dini Zulfiani Djumadi . Dudik Djaja Sidarta Dyah Mutiarin, Dyah Edi Saputra Efriliyanti, Lia Eki Darmawan Eko Fuji Pangestu Eko Priyo Purnomo Elsa Junita, Ika Endang Nurcahyani Enos Paselle Erizal Erlangga, Anugrah Danial Eva Sri Handayani Pongtuluran Fadilah, Muhammad Rizky Faisal Nasar Bin Madi Fajar Apriani Fakhira, Dhia Akifah Farhanuddin Jamanie Farisi, Salman Fathurrahman Fathurrahman Fatullah, Iqbal Fauzi, Dzikri Ahmad Fauzia, Gina Fazriyas Febri Juita Anggraini Fernando Mersa Putra Fetia Harsa Fetriasih, Riska Fina Marshella Finnah Fourqoniah Firda Safira, Masnoni Firyal Nabila Ulya H.M Fitri, Yunika Fransiska Xeviria Furqanul Hakim Gabriel Putra Gea Cita Meiratri Ghaffar, Dzaky Abdul Gintings, M. Fajar Mediyawan Gintings, Mohammad Fajar Mediyawan Gita Antar Wulan Giyarsi, Giyarsi Guspani, Reta Gusri, Lailal Gusti Naufal Rizky Perdana Haikal, M. Arsyad Hamid Abdillah Hamzah, A. Hadian Pratama Hania Ayu Karin Hanif, Athal Hapidah, Hapidah Haqqi, Abdul Harfiani, Nabela H.N. Hariestya Viareco Haris Puspito Buwono Harmitalia, Mita Hartutiningsih . Hayati, Zahratul Hendra Wibowo Hului Hendra Wibowo Hului Hendri Busman Hengki Satrisno Heri Kuseri Hernawan, Renaldy Herwanto, Agus Heryono Susilo Utomo Hidayat Hidayat Hidayat, Moh. Yusuf Hidayat, Muhammad Nizar Hilmi Mubarok Hutagalung, Winny Laura Christina Ibrahim, Adil Hasan Ibrahim, Adil Hassan Idris, Adam Ika Barokah Suryaningsih Ikhsanudin Ikhsanudin Ilfan, Freddy Ilham Yusuf Maulana Ilmi, Fikri Ikmalul Indah Purnamawati Indah Susilowati Indarto, Kus Iradhad Taqwa Sihidi IRWANSYAH Isnaeni Yuliani Izma, Muhammad Athallah JAHIRUDIN, JAHIRUDIN Jani Master, Jani Jorgi Rivaldo Jubba, Hasse Juita, Febri Julianti, Manda Dwi Juniarti, Eni Jusman, Darren Kadja , Deky Baleanus Kafa, Mushfi Abdulloh Kartika Kartika Kartini Kartini Kezia Arum Sary Khaerudin, Akhmad Khaerunnisa, Rindiyani Khair . Khairina, Etika Khairun Nisa Kharisma Dwi Pratiwi Kris Witono Kundang Karsono Kurnia, Dian Ade Kus Indarto Kus, Indarto Kusdaryanto, Ardo Kustantina, Kustantina Laisah, Nur Latifatus Safariyah Leonardo, Nicholas Liky Faizal Lisdawati Lisdawati Liza Marina Loilatu, Mohammad Jafar Lustari, Reli Luthfi Sultan Jauhary Lito M Ghiffari Ramadhan Made Kutanegara, Pande Mahfut Maimun Maimun Mappaelo Maradona Abdullah Mardeli Mardeli Mardhotillah, Bunga Martitah Martitah Masjaya . Masjaya Masjaya Maskud, Maskud Maulana, Muhammad Evan Maulida, Azkiyatul Mawaddah, Merisa Rahma Mayasari, Windatania Meilinda, Nadia Mirawati Yanita Mochammad Iqbal Fadhlurrohman Moh. Hidayatullah Moh. Ikhwan Faidlur Ruhman Mohammad Rizki, Visal Mohammad Taufik Mohammad Taufik Mohammad Taufik Mubarok, Muhammad Zaqi Muhamad Tamamul Iman Muhammad Bagus Sistriatmaja Muhammad Dhaffa Nugroho Muhammad Dinar, Yusadiningrat Muhammad Fahad Muhammad Fikri Setiawan Muhammad Guntur Muhammad Guntur, Muhammad Muhammad Hidayat Muhammad Ilham Effendy Muhammad Imaduddin Muhammad Nizar Muhammad Noor Muhammad Raihan MUHAMMAD REZA FAHLEVY Muhammad Taufik Hidayat Muhammad Zaini Muhammad Zaki Muhimatul Ifadah Murni Murni Muryunika, Rince Mutia Dewi Muzaki, Mochamad Nadia Nur Alifiana Najahatul Hananah Napitupulu, Richard RP Nasrudin, Ahmad Nida Handayani Nisa, Hoirun Nizirwan Anwar Nova Eliza Nova Sintia Dewi Sitorus Novalina Nurul Imama Noviandi Noviandi, Noviandi Noviantika, Stefanny Amalia Nugroho Susanto, Gregorius Nur Ariesanto Ramdhan Nur Fitriyah Nur Handayati Nur Hasan Nur Ilmiah Rivai Nur ‘Azah Nurdin, Akhmad Nurhakim, Bani NURJANNAH, ANA Nurmawati, Subekti Nurrofiq, Ainan Zaky Nursaidah Nursaidah, Nursaidah Oktaviani, Ratna Ordas Dewanto Otong Saeful Bachri Otong Saeful Batchri Pandoyo, Pandoyo Paselle, Enos Peratama, M. Bayu Pidesia . Poppy Andriany Prabowo, Ary Pramuja, Trisena Prasetiyo, Daniel Pratama, Denni Pratama, Fristian Adi Pratama, Rizky Prawita Sari, Bening Premana, Agyztia Prihartono, Willy Prihartono Purnama Agustin, Kharisma Purwanti, Lidya Lin Purwoko Purwoko Putra, Aris Pratama Putra, Farrel Reyhan Putra, Irman Putra, Tri Syukria Putri, Cici Amelia Putri, Nadia Ananda Putri, Tasya Kamila Putri, Yoana Nabilah Qurani, Suci Ayu Qurrotaini, Lativa r. Patmiarsih Rabiatul Adawiyah Rachmatullah, Mochamad Miftah Rachmi Masnilah Raden Mohamad Herdian Bhakti Raditio, Eriko Rahayu, Reni Rahmat, Al Fauzi Rahmawati, Firda Devi Rahmawati, Rahmawati Rahmi Dianita Ramadhan , Rafly Surya Ramadhan, Azki Ramadhan, Satrio Surya Ramdanis, Sapril Nurul Ramdhan, Nur Ariesanto Rande, Santi Rande, Santi Ratih Wirapuspita Wisnuwardani Reri Aprizal Reza Laksana Putra Riana Anggraini, Riana Rikardo, Ricki Riko Angga Bayu Kusuma Rini merliana, Setia Ririn Irmadariyani Riska Ayu Pratiwi, Riska Ayu Rismayana . 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