p-Index From 2021 - 2026
32.071
P-Index
This Author published in this journals
All Journal Jurnal Ilmu Pertanian Indonesia Jurnal Pendidikan Karakter Jurnal Pendidikan Vokasi Cakrawala Pendidikan Rotasi JURNAL SISTEM INFORMASI BISNIS Jurnal Ekonomi : Journal of Economic Jurnal Konseling dan Pendidikan Value Added : Majalah Ekonomi dan Bisnis Media Farmasi : Jurnal Ilmu Farmasi (Journal Of Pharmaceutical Science) Resital: Jurnal Seni Pertunjukan (Journal of Performing Arts) Jurnal Pendidikan Fisika Indonesia Jurnal Pendidikan IPA Indonesia Indonesian Journal of Mathematics and Natural Sciences Jurnal Penelitian Pendidikan Media Ilmu Keolahragaan Indonesia Jurnal Natapraja : Kajian Ilmu Administrasi Negara Jurnal technoscientia Jurnal Teknologi The Indonesian Accounting Review Prosiding SNATIF Rekayasa Mesin Jurnal Pengabdian Kepada Masyarakat Sakai Sambayan Journal of the Indonesian Tropical Animal Agriculture Jurnal Prima Edukasia Journal of Physical Education Health and Sport International Journal of Local Economic Governance Jurnal Teknologi Informasi dan Ilmu Komputer JURNAL ELEKTRO Majalah Obat Tradisional Sosio Konsepsia Jurnal Imejing Diagnostik Jurnal Dakwah: Media Komunikasi dan Dakwah Jurnal Rekayasa Mesin IJFAC (Indonesian Journal of Fundamental and Applied Chemistry) EMPATI : JURNAL ILMU KESEJAHTERAAN SOSIAL Jurnal Manajemen Pendidikan (JMP) Jurnal Ilmiah Pendidikan Pancasila dan Kewarganegaraan AGRIKAN Jurnal Ilmiah Agribisnis dan Perikanan JTT (Jurnal Teknologi Terpadu) Ekspektra: Jurnal Bisnis & Manajemen Journal of Physics: Theories and Applications Turbo : Jurnal Program Studi Teknik Mesin Gondang: Jurnal Seni dan Budaya Jurnal Gizi dan Pangan Soedirman (JGPS) Farmasains : Jurnal Ilmiah Ilmu Kefarmasian Spektra: Jurnal Fisika dan Aplikasinya Gelanggang Pendidikan Jasmani Indonesia JOURNAL OF APPLIED INFORMATICS AND COMPUTING LENSA (Lentera Sains): Jurnal Pendidikan IPA Rang Teknik Journal SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan Jurnal Pertanian Agros Jurnal Teknik Pertanian Lampung (Journal of Agricultural Engineering) Scientific Journal of Reflection : Economic, Accounting, Management and Business Jurnal Psikologi Jurnal Pengabdian Masyarakat AbdiMas GHIDZA: Jurnal Gizi dan Kesehatan KACANEGARA Jurnal Pengabdian pada Masyarakat WAKTU: Jurnal Teknik UNIPA Prosiding Seminar Nasional Sains dan Teknologi Terapan Fair Value: Jurnal Ilmiah Akuntansi dan Keuangan English Language and Literature International Conference (ELLiC) Proceedings Bunda Edu-Midwifery Journal (BEMJ) Etika Demokrasi JURNAL PENDIDIKAN TAMBUSAI Global Health Management Journal Journal of Education Action Research Jurnal Nasional Pendidikan Teknik Informatika (JANAPATI) JURNAL VISIONIDA JURNAL AKUNIDA JIAFE (Jurnal Ilmiah Akuntansi Fakultas Ekonomi) Jurnal SPORTIF : Jurnal Penelitian Pembelajaran Jurnal Kreativitas PKM JSHP (Jurnal Sosial Humaniora dan Pendidikan) Jurnal Pemberdayaan: Publikasi Hasil Pengabdian Kepada Masyarakat Satwika : Kajian Ilmu Budaya dan Perubahan Sosial PengabdianMu: Jurnal Ilmiah Pengabdian kepada Masyarakat JOURNAL OF GOVERNMENT (Kajian Manajemen Pemerintahan dan Otonomi Daerah) Jurnal Kesehatan Saelmakers PERDANA (JKSP) EKUITAS (Jurnal Ekonomi dan Keuangan) UPEJ Unnes Physics Education Journal ACTIVE: Journal of Physical Education, Sport, Health and Recreation J-Dinamika: Jurnal Pengabdian Kepada Masyarakat Jurnal Lentera Pendidikan Pusat Penelitian LPPM UM Metro Jurnal Ilmu Kesehatan Bhakti Husada: Health Sciences Journal The International Journal of Business Review (The Jobs Review) Jurnal Ilmiah Religiosity Entity Humanity (JIREH) Societas : Jurnal Ilmu Administrasi dan Sosial Social, Humanities, and Educational Studies (SHEs): Conference Series JIMF (JURNAL ILMIAH MANAJEMEN FORKAMMA) Jurnal Inti Talafa : Jurnal Teknik Informatika EAJ (ECONOMICS AND ACCOUNTING JOURNAL) Jurnal Ekonomi Bisnis Indonesia Meteor STIP Marunda Gema Wiralodra Journal of Engineering and Scientific Research (JESR) SCAFFOLDING: Jurnal Pendidikan Islam dan Multikulturalisme Jurnal Perencanaan Pembangunan International Journal of Economics, Business and Accounting Research (IJEBAR) Jurnal Ekonomi Manajemen Sistem Informasi Jurnal Eduscience (JES) PERSPEKTIF Agro Bali: Agricultural Journal Jurnal Ilmiah Edunomika (JIE) Jurnal Engine: Energi, Manufaktur, dan Material JAS (Jurnal Agri Sains) Physics Education Research Journal Jurnal Ilmiah Manajemen Kesatuan Jurnal Aisyah : Jurnal Ilmu Kesehatan Abdi Laksana : Jurnal Pengabdian Kepada Masyarakat Abdimasku : Jurnal Pengabdian Masyarakat Community Development Journal: Jurnal Pengabdian Masyarakat jurnal ilmu keolahragaan TheJournalish: Social and Government Tabularasa: Jurnal Ilmiah Magister Psikologi Coopetition : Jurnal Ilmiah Manajemen Jurnal Agrinika : Jurnal Agroteknologi dan Agribisnis JURNAL TEKNOLOGI TECHNOSCIENTIA Edudikara: Jurnal Pendidikan dan Pembelajaran JESS (Journal of Education on Social Science) Ideguru: Jurnal Karya Ilmiah Guru International Journal Of Science, Technology & Management (IJSTM) Jurnal Manajemen Transportasi & Logistik (JMTRANSLOG) Journal of Applied Data Sciences Ahsanta Jurnal Pendidikan DEDIKASI PKM International Journal of Digital Entrepreneurship and Business (IDEB) International Journal of Business, Economics, and Social Development International Journal of Aviation Science and Engineering Journal of Innovation and Technology Jurnal Ilmiah Wahana Pendidikan MAHESA : Malahayati Health Student Journal Jurnal Pengabdian kepada Masyarakat Indonesian Journal of Engagement, Community Services, Empowerment and Development (IJECSED) SOCIAL : Jurnal Inovasi Pendidikan IPS Abditeknika - Jurnal Pengabdian Kepada Masyarakat Jurnal Ilmu Sosial Indonesia (JISI) Journal of Community Practice and Social Welfare (JaCiPS) ETNIK : Jurnal Ekonomi dan Teknik Jurnal Ekonomi ALACRITY : Journal Of Education International Journal of Economics, Business, and Entrepreneurship (IJEBE) Anjoro : International Journal of Agriculture and Business Profitabilitas ARMATUR : Artikel Teknik Mesin dan Manufaktur Jurnal Neraca Peradaban Jurnal PKM Manajemen Bisnis Ahmar Metakarya: Jurnal Pengabdian Masyarakat Jurnal Ilmiah Manajemen dan Ilmu Sosial : Co-Management Jurnal Pemberdayaan Masyarakat Indonesia (JPMI) COMSERVA: Jurnal Penelitian dan Pengabdian Masyarakat Jurnal Akuntansi Dan Bisnis Indonesia (JABISI) JCOMENT (Journal of Community Empowerment) Jurnal WIDYA LAKSMI (Jurnal Pengabdian Kepada Masyarakat) Jurnal Manajemen Bisnis Transportasi dan Logistik Sinomika Journal: Publikasi Ilmiah Bidang Ekonomi dan Akuntansi Annals of Human Resource Management Research Journal of Indonesian Rural and Regional Government (JIRReG) Prosiding Seminar Nasional Teknik Elektro, Sistem Informasi, dan Teknik Informatika (SNESTIK) Jurnal Ilmu Hukum, Humaniora dan Politik (JIHHP) International Journal of Informatics, Economics, Management and Science Agrikan: Jurnal Agribisnis Perikanan Devotion: Journal Corner of Community Service ASEAN Marketing Journal AGRIEKSTENSIA Jurnal Abdi Masyarakat Humanis Trunojoyo Law Review Prosiding University Research Colloquium JURNAL EKONOMI BISNIS DAN MANAJEMEN (EKO-BISMA) Asian Journal of Healthcare Analytics Jurnal Karya Abdi Masyarakat Asean International Journal of Business Jurnal Mahasiswa Mengabdi (JIMAWAbdi) Indonesian Health Journal International Journal of Economics (IJEC) Prima Magistra: Jurnal Ilmiah Kependidikan Jurnal Indonesia Sosial Teknologi Jurnal Indonesia Sosial Sains Politeknosain Jurnal Masyarakat Madani Indonesia Jurnal Komunikasi Pemberdayaan Innovative: Journal Of Social Science Research Sewagati Nanggroe: Journal Of Scholarly Service Jurnal Inovasi Teknologi dan Edukasi Teknik Jurnal Informatika Kesatuan TOFEDU: The Future of Education Journal Jurnal Abdimas Jatibara Media Akuntansi Perpajakan International Journal of Economics, Management and Accounting AutoMech : Jurnal Teknik Mesin JIM: Jurnal Ilmiah Mahasiswa Pendidikan Sejarah Nanggroe: Journal of Scholarly Service Journal of Management Accounting, Tax and Production Bagimu Negeri : Jurnal Pengabdian Kepada Masyarakat Jurnal Keperawatan Indonesia Florence Nightingale Neraca Manajemen, Akuntansi, dan Ekonomi Media Farmasi Jurnal Pengabdian Sosial Advances In Social Humanities Research Journal of Innovative and Creativity International Journal of Applied and Scientific Research (IJASR) Ngaos: Jurnal Pendidikan dan Pembelajaran Jurnal Abdimas Multidisiplin Jurnal Polimesin Siber Journal of Advanced Multidisciplinary Jurnal Pendidikan Educandum Journal of Transportation and Society Empowerment Jurnal Multidisiplin Indonesia Greenation International Journal of Law and Social Sciences IJHABS Jurnal Studi Islam dan Sosial Jurnal Teknologi dan Rekayasa Alat Berat (JTRAB) Jurnal Penelitian Pendidikan Pengabdian Kepada Masyarakat Indonesia SEAN (ABDIMAS SEAN) ILJ: Islamic Learning Journal Jurnal Historica (JSM) Jurnal Seni Musik PHINISI PARADIGMA: Jurnal Ilmu Administrasi Jurnal Perspektif Penelitian Pendidikan Cognitionis Civitatis et Politicae Berdaya Indonesian Journal of Community Empowerment
Claim Missing Document
Check
Articles

Pengaruh Jumlah Rivet Terhadap Kekuatan Mekanik Sambungan Komposit Serbuk Batu Bata Hebel Sugiyanto, Sugiyanto; Purwanto, Andi; Vincentius, Vincentius
AutoMech : Jurnal Teknik Mesin Vol 3, No 02 (2023): Nopember
Publisher : Universitas Muhammadiyah Ponorogo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24269/jtm.v3i02.8103

Abstract

Indonesia merupakan salah satu negara tropis dengan tingkat keanekaragaman hayati terbesar di dunia. Banyak sekali potensi kekayaan alam Indonesia yang dapat dimanfaatkan untuk mendukung ketersediaan sumber daya sebagai salah satu elemen pendorong peningkatan daya saing industri. Salah satunya adalah pemanfaatan sumber daya alam Indonesia untuk mensubsitusi bahan baku di industri yang selama ini harus dipenuhi melalui jalur impor. Perkembangan teknologi khususnya dibidang komposit, telah menghasilkan produk  komposit yang menggunakan serbuk Batu bata Hebel sebagai penguat. Tujuan dari penelitian ini antara lain : Mengetahui pengaruh sambungan mekanik pada komposit berpenguat serbuk batu bata hebel dengan sambungan tipe single lap terhadap kekuatan tarik dan kekuatan jumlah sambungan rivet pada komposit serbuk batu bata hebel yang mempunyai nilai sambungan mekanik yang tinggi. Bahan yang digunakan limbah batu bata hebbel sebagai penguat/filler komposit yang sudah dijadikan serbuk dan disaring dengan mesh 100, resin epoxy sebagai matrik komposit, Rivet untuk menyambung material komposit dan alat yang digunakan adalah Alat uji tarik (Universal Testing Machine): menguji spesimen. Hasil penelitian adalah Semakin banyak jumlah rivet, maka semakin tinggi nilai kekuatan tarik pada sambungan komposit serbuk batu bata hebel. Nilai kekuatan sambungan mekanik menggunakan rivet dengan sambungan tumpang  pada komposit serbuk batu bata hebel  yang mempunyai nilai tertinggi dimiliki oleh sambungan  jumlah rivet 3 sebesar yang mempunyai kekuatan tarik 2,963 MPa dengan peningkatan rata-rata kekuatan tarik 32,91%.
EVALUATION OF BADAN USAHA MILIK DESA AS A LOCOMOTIVE FOR VILLAGE DEVELOPMENT IN YOGYAKARTA SPECIAL REGION Sugiyanto, Sugiyanto; Wahyuni, Raden Roro Elisabeth Anggraeni Eksi
Natapraja Vol. 9 No. 1 (2021): Dynamic Policy
Publisher : Universitas Negeri Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21831/jnp.v9i1.36237

Abstract

Village-Owned Enterprises or Badan Usaha Milik Desa (BUM Desa) is institution that promote economic growth that have a role related to the hope of bringing changes in the welfare of rural communities for the better. The purpose of this research is to know the characteristics of BUMDesa in the study location and evaluate the existence of these institutions. This study uses a qualitative method with a case study approach. The results showed that the characteristics of BUM Desa were formed at the initiation of the village government and were welcomed by the community. Natural potential is the main capital in developing BUM Desa. The main problem of BUM Desa is the quality of human resources and capital in developing business units. In terms of institutional success indicators, the business unit is able to have a positive impact on the community and village government. In terms of internal support and other institutions, BUM Desa institutions have collaborated with various institutions both local and international scales. In terms of leadership, the character of a leader who is visionary, professional, political, multitalent, and able to mingle with members so that he becomes a role model for members.
The Participation of Member-Farmers in Increasing The Role of Gapoktan on The Program of Potato’s Farmers Community Empowerment in Batu City Sugiyanto, Sugiyanto
International Journal of Social and Local Economic Governance Vol. 3 No. 2 (2017)
Publisher : Institute of Research and Community Service, University of Brawijaya

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

Abstract

Potato (Solanum Tuberosum L.) is one of the main staple foods for the people of East Java besides rice, wheat and corn. In addition, potatoes are also a high quality commodity of vegetable that have high-value and until now potatoes have the potential value to be developed as a source of carbohydrate in supporting food diversification program, increasing farmers' income, non-oil export commodities and raw materials of processed industries. After harvesting potatoes it is common happen the respiration and the transpiration process on the potato tubers, this is due to the high water content of potato, so that at one time the quality will experience a decline due to metabolic processes and cannot be stored a long time in fresh form. However, the development of potato commodities is still faced with several problems, some examples are on the low participation of farmers in the role of Gapoktan development and the empowerment of farmers in terms of mastery in potatoes products processing that require the varieties and also the special cultivation in order to produce potato tubers that available with special requirements.
Analysis of the quality of broccoli leaf powder treated by blanching and drying Hamid, Mansoor Abdul; Chong , Wan Ni; Hong, Yeap Chi; Mantony, Oslida; Devi, Mazarina; Soekopitojo, Soenar; Pratikto, Heri; Wibawa, Aji Prasetya; Sugiyanto, Sugiyanto
Anjoro: International Journal of Agriculture and Business Vol 4 No 1 (2023): Anjoro
Publisher : Agribusiness Department, Agriculture and Forestry Faculty, Universitas Sulawesi Barat, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31605/anjoro.v4i1.2350

Abstract

Brassica oleracea L. italica, the scientific name for broccoli, is a vegetable that is frequently consumed for its florets, which have a number of health benefits. However, other portions of the plant, including the leaves, are almost always discarded despite being good for human health. The study was carried out with the purpose of investigating how the physicochemical characteristics of powdered broccoli leaves were affected by blanching and various drying techniques applied. Broccoli leaves were first blanched in hot water before being dried, which included sun drying, oven drying, cabinet drying, and vacuum drying. The findings demonstrated that blanching enhanced the powder's physical attributes while maintaining its phenolic and flavonoid contents. Blanching also reduced the breakdown of the chlorophyll content in all drying techniques, although this process made it harder to keep the goods' antioxidant function. In conclusion, vacuum drying method of blanched broccoli leaf powder showed the highest retention of physicochemical properties, phytochemical content, and antioxidant activity.
Pengaruh Nilai Tukar Terhadap Harga Saham Sektor Infrastruktur Pada Masa Pandemi Covid-19 Kartikaningsih, Dewi; Nugraha, Nugraha; Sugiyanto, Sugiyanto
Fair Value: Jurnal Ilmiah Akuntansi dan Keuangan Vol. 3 No. 1 (2020): Fair Value : Jurnal Ilmiah Akuntansi dan Keuangan
Publisher : Departement Of Accounting, Indonesian Cooperative Institute, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (218.998 KB) | DOI: 10.32670/fairvalue.v3i1.133

Abstract

This study aims to examine the effect of Exchange Rates on Stock Prices during the Covid-19 Pandemic.This research was conducted using secondary data. The population in this study are infrastructure companies listed on the Indonesia Stock Exchange with a sample size of 19. The research period was 4 months, namely January 17, 2020 to May 20, 2020. Data collection in this study is based on world economic conditions and Indonesia which is weakening due to the disaster the Covid-19 pandemic and based on the phenomenon that the infrastructure business will benefit amid the Covid-19 pandemic. This study uses a linear regression analysis method using Eviews 9. The results of the regression analysis show that Exchange Rates affect the Stock Price of the Infrastructure Sector listed on the Indonesia Stock Exchange,these results have similarities or differences with the results of research in other emerging market countries.
Analisis penerapan penyesuaian tarif pajak penghasilan badan dan prosedur pemindahbukuan Sagita, Melda; Sugiyanto, Sugiyanto; Sumaryana, Fitriana Dewi
Fair Value: Jurnal Ilmiah Akuntansi dan Keuangan Vol. 5 No. 4 (2022): Fair Value: Jurnal Ilmiah Akuntansi dan Keuangan
Publisher : Departement Of Accounting, Indonesian Cooperative Institute, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32670/fairvalue.v5i4.2594

Abstract

Taxpayers often make mistakes in determining the tax burden that causes losses for the taxpayer. The purpose of this study is to determine the appropriate and beneficial tax provisions for cooperative business entities in determining the income tax payable. The data obtained is sourced from the Cooperative PHU Report for the Financial Years of 2020 and 2021. The analytical method used is descriptive qualitative analysis. The results of the study concluded that Cooperatives benefited more from using the Tariff of Government Regulation in Lieu of Law no. 1 of 2020, because the tax burden owed by the taxpayer is smaller than the calculation according to the Tariff Regulation Article 17 paragraph 2 letter a of Law no. 36 of 2008, with the results of the discussion and analysis, namely the Koperasi Serba Usaha Tandangsari, so far, in compliance with the cooperative, it has carried out the obligation to pay taxes. The Koperasi Serba Usaha Tandangsari should be able to adjust the applicable corporate income tax rate.
Literasi Penerapan Pajak Penghasilan Badan Dan Perlakuan Akuntansi Agustina, Siti Sarah; Sugiyanto, Sugiyanto; Sumaryana, Fitriana Dewi
Fair Value: Jurnal Ilmiah Akuntansi dan Keuangan Vol. 5 No. 4 (2022): Fair Value: Jurnal Ilmiah Akuntansi dan Keuangan
Publisher : Departement Of Accounting, Indonesian Cooperative Institute, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32670/fairvalue.v5i4.2595

Abstract

One type of tax that contributes to tax revenues is income tax. KUD Sinar Jaya Producer Cooperative is one of the corporate taxpayers that is obliged to pay corporate income tax. However, in reality, the KUD Sinarjaya Producer Cooperative has not yet fulfilled its obligations to pay, deposit, and report corporate income tax. This is because there is still a lack of knowledge from the cooperative. The research method employed is a qualitative approach with descriptive analysis. Based on the results of the study, it is known that the literacy level of cooperative taxation, especially the corporate income tax of the KUD Sinarjaya Producer Cooperative, is included in the low category. The Sinarjaya KUD Producer Cooperative can calculate corporate income tax according to Government Regulation Number 23 of 2018 at a rate of 0.5%. The KUD Sinarjaya Producer Cooperative must deposit corporate income tax every month before the 15th of the following month. KUD Sinarjaya Producers Cooperative must report corporate income tax every month before the 20th of the following month.
Peranan Good Corporate Governance Memoderasi Hubungan Agency Cost, Enterprise Resource Planning dan Growth Opportunity Terhadap Kinerja Perusahaan Hadiyanti, Sylvia Dwi; Sugiyanto, Sugiyanto
Journal of Management Accounting, Tax and Production Vol 2, No 2 (2024): September 2024
Publisher : CV. Rayyan Dwi Bharata

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.57235/mantap.v2i2.3447

Abstract

This study aims to determine the role of Good Corporate Governance in moderating the relationship between Agency Cost, Enterprise Resource Planning and Growth Opportunity on Company Performance (Study on Financial Sector Companies listed on the Indonesia Stock Exchange for the 2018-2022 Period). This type of research uses quantitative. The sample in this study was obtained using Purposive Sampling, so that 22 (twenty two) companies were obtained with a research period of 2018-2022 so that 110 (one hundred and ten) sample units were obtained. The methodology used is using the chow test, hausman test, and multiple langrange test for model selection. As well as descriptive statistical tests, classical assumption tests, panel data regression analysis tests and Moderated Regression Analysis (MRA). The data used are secondary data. The analysis method used is a hypothesis with the help of E-Views 12. The results of this study are that based on a partial test, agency costs do not affect company performance, enterprise resource planning affects company performance and growth opportunities do not affect company performance. Based on the moderation test, good corporate governance strengthens the relationship between agency costs and company performance, good corporate governance strengthens the relationship between enterprise resource planning and company performance and good corporate governance weakens the relationship between growth opportunities and company performance.
Retinopathy Classification using Convolutional Neural Network Method with Adaptive Momentum Optimization and Applied Batch Normalization Slamet, Isnandar; Susilotomoa, Dhestahendra Citra; Zukhronah, Etik; Subanti, Sri; Susanto, Irwan; Sulandari, Winita; Sugiyanto, Sugiyanto; Susanti, Yuliana
Journal of Applied Data Sciences Vol 5, No 3: SEPTEMBER 2024
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v5i3.309

Abstract

Retinopathy is a common eye disease in Indonesia, ranking fourth after cataracts, glaucoma, and refractive errors. It can be overcome by early diagnosis with optical coherence tomography (OCT), but this imaging technique takes much time. In this research, retinal imaging was carried out using an expert system. The expert system in this study was formed using the convolutional neural network (CNN or ConvNet) method. CNN is an algorithm of deep learning that uses convolution operations to process two-dimensional data, such as images and sounds. This research consisted of 4 stages: data collection, preprocessing, model design, and model testing. A CNN model was formed with three arrangements, consisting of two convolutional layers and one pooling layer. The ReLU activation function, zero padding, and batch normalization were used in all three formats. Then, the flattening process was carried out, and the Softmax activation function was used at the end of the architecture. The model was built using eight epochs, and optimization of Adaptive Momentum resulted in a 98.96% test data accuracy value. The result was considered good so that CNN could be used as an alternative in retinopathy diagnosis. Further research is suggested to use other optimizations or other model architectures.
Implementation of Scale-Invariant Feature Transform Convolutional Neural Network for Detecting Distracted Driver Fhadilla, Nahdatul; Sulandari, Winita; Susanto, Irwan; Slamet, Isnandar; Sugiyanto, Sugiyanto; Subanti, Sri; Zukhronah, Etik; Pardede, Hilman Ferdinandus; Kadar, Jimmy Abdel
Journal of Applied Data Sciences Vol 5, No 3: SEPTEMBER 2024
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v5i3.222

Abstract

A distraction while driving a vehicle may result in fatal consequences, namely accidents that may leave road users seriously injured or even dead. In order to mitigate this risk, it is imperative to establish a distracted driver detection system that is both precise and real-time. This research focuses on the application of artificial intelligence, with a particular emphasis on deep learning, which is achieved through the utilization of the Convolutional Neural Network (CNN) model. In order to enhance the detection of inattentive drivers and produce a more precise model, a scaleinvariant feature transform (SIFT)-CNN combination is proposed. The activities of the driver while operating a vehicle are categorized into ten categories in this study. One of these categories is considered a normal condition, while the remaining nine are classified as inattentive behaviors. This study implemented Adam optimization with 64 batches, a learning rate of 0.001, and epochs of 20, 25, 50, and 100. The proposed CNNSIFT model is capable of achieving superior performance in comparison to the solitary CNN model, as evidenced by the experimental results. The CNN-SIFT model has achieved 99% accuracy and a 0.05 loss when the hyperparameter configuration is optimized for 50 epochs. The analysis indicates that the accuracy of the features obtained from CNN-SIFT can be improved by approximately 1% compared with CNN to classify the type of driver distraction behavior. The model's reliability was further enhanced by its evaluation on test data, which resulted in high accuracy, precision, recall, and F1-score values. The model's ability to accurately identify driver behavior with a high degree of reliability is demonstrated by these results, which are a positive contribution to the improvement of road safety.
Co-Authors . Widayat A H, Muhammad A.Yudi Eka Risano Abas, Sofyan Abdul Gofir Abdul Kadir Abdurahman Abdurrahman Abidin, M. Faishol Abjan, Wirawati Abubakar Iskandar Achmad Fikry Adhikara, Muhammad Fachruddin Arrozi Adi Wicaksono, Nanda Adi, Alik Sus Adigama Tri Nugraha Aditya, Arielda Putri Adiyatna, Adiyatna Admiwati, Rini Adri Arisena Adrie Putra Afifah Damayanti, Netta Aguk Nugroho Agus Kristiyanto Agus Sugiri, Agus Agus Yulianto Agusinta, Lira Agustin, Ika Kristina Dewi Agustin, Noor Azizah Dwi Agustina, Siti Sarah Agustina, Yolanda Ahadi Priyohutomo Ahmad Budiyono, Ahmad Aidah , Salwa Aisyah, Nyayu Aji Prasetya Wibawa Aji Susanto Al Amin, Mochammad Hafidz Al Ayyubih, Harits Alansyah, Spani Alfain, Nur Sabrina Alfonso Munte Ali Mashari, Ali Ali, Ade Saif Alieffa Syakir, Meisya Amanda , Lea Analius Giawa Anang Ansyori Andhika, Elang Kristi Andika, Venny Kurnia Andini, Anisa Tantri Andri Soemitra Andrianti, Lisa Anggraini, Elok Anggraini, Putri Ayu ANGGRAINI, RENI Ani Purwanti Ani Rusilowati Anisyah, Luluk Anto, Astri Anwar, Syaipudin Any Guntarti Aprilia, Anisatul Khoir Aprilliasari, Ajeng Ar-Rizqi, Muhammad Hisyam Ardhina, Dila Ardiansyah Pratama, Ardiansyah Ardiantya Sudarsono, Cristhofer Arief Darmawan Arif Djunaidy Arif Hidayat Arif Rahman Hakim Arif, Akbarudin Arifin, Fadhilah Akmal Rofiq Aris Santjaka Aris Setiawan Ariyadi, Hifni Mukhtar Arrozi A, MF Arvianto, Fariz Hasim Aryadi Gunawan Asep Sukohar Asihing Kustanti Asmiyanto, Tri Asset, M. Ameer Astuti, Yani Parti aswad, fatqul hajar Atmajha, Maullana Chandra Atmoko, Ignatius Bayu Attanisaa, Gupita Mar Aulia, Fajrin Nurul Aulia, Muhammad Ziddan Ayu Krisna Dewi, Ida Azis, Nur Azzahra, Fara Baddarudin, Mohammad Badrun, M. Bahari, Galuh Bahiuddin, Irfan Bahriyanto, Saiful Bambang Revantoro, Nemesius Bambang Soepeno Basith, Ahmad Ibnul Budi Astuti Budi Naini Mindyarto, Budi Naini Budi Sawitri Budiaro, Ronaldo Budiarti, Wiwik Budiman, Surya Budiono Budiono Budiono, Eko Muhammad Arif Burhanudin Burhanudin Candra Fanleon Cecep Pahrudin, Cecep Chan, Clare Suet Ching Cheristina, Cheristina Choiri, Mohamad Fatkhul Choirul Anam AM Diponegoro Chong , Wan Ni Christophera R Lucius Citra Ariani Edityaningrum, Citra D. YULIANTI Damanik, Ade Irfani Nugraha Dani, Anisa Rama Dartini Dartini, Dartini DARTO WAHIDIN Darwati Susilastuti Daud, Intan Daulat Freddy Dea, Vincensia Debytiantama, Gamaliel Brian Dede Nurrahman Derma Watty Sihombing Deviyanti Pangestu Dewi, Ayu Trisna Dewi, Fretika Utami Dewi, Lely Savitri Dewi, Rosma Dharma Yudastoro, Fasida Dhina Mustikaningrum Diah Risqiwati Diartama, Anak Agung Aris Didi Sujadi Dihin Septyanto Djati, Isworo Djuansjah, Joy Rizki Pangestu Donny Kristanto Mulyantoro Dormawaty Manurung, Roma Dwi Gustiono, Dwi Dwi Kurniawati, Dwi dwi purwanto Dwi Setijawati Dwiyani, Nurindah Edhie Budi Setiawan, Edhie Budi Edi Dwi Cahyono Ekawati, Febriani Fajar Eko Mulyanto Yuniarno Eko Saputra Eko Setiawan Elizabeth Yun Yun Vinsur Ellianawati, Ellianawati Ellyvina Setya Dhini Elsia, Fransisca Endah, Nur Jannah Endang Ruhiyat Erfansyah, Muhammad Estiko, Dendi Milnanda Etika Kartikadarma F Setiaswan F, Rosadi Fachmi Tamzil Fadilah, Nawaf Fahira, Nabila Maulia Faisal Amri Faizal Mahananto Falah, Fajrul Fallah, Saiful Fathmala, Chajar Matari Fatikah, Noor fatimah Fatimah Fatoni, Rismi Faturrahman, Rian Febrianti, Fitri Dwi Fhadilla, Nahdatul Fianti Fianti, Fianti Firdaus, Anita Nurul Firmansyah, Muhammad Reza Firstianto, Seno Aji Fitria, Juwita Ramadani Fitriana Dewi Sumaryana Fitriana, Cintiya Aulia Fitriana, Yusti Dian Friska, Friska Gema Fitriady Ghufron Abdullah Givarin, Delvananta Gumilang, Theo Satria Gunawan, Ester Hanna Hadiyanti, Sylvia Dwi Hafidhoh, Nisa'ul Hafidhoh, Nisa’ul Haidawati, Purna Hakim, Sinta Uri El Halan, Hafid Darmais Hamdani, Mukhlas Hamid Mukhlis Hamsinah Hamsinah, Hamsinah Hanapiah, Hanapiah Handayani, Sri Harianto, Fajar Harjono Harjono Harlyanti Muthma'innah Mashar Hartati, Nanik Haryoko, Ugeng Budi Hasanah, Efi Yatun Hayati, Eti Hayati, Siti Hedi Saepudin, Tubagus Heldayanti, Leni Heri Pratikto Heri Yati, Septiyanah Heribertus Himawan Heriyanto, Rudi Herpratiwi Herpratiw Herry Wardono Heru Kurnianto Tjahjono Hibatillah, Muhammad Fakhri Hidayat, Kamarul Hidayatullah, Muh. Nurdin Hijab, Makbul Hoesny, Rezkiyah Holiawati, Holiawati Hong, Yeap Chi Humaimah, Sunni Humairoh, Iftitah Dian Husmiati Yusuf Husna Afanyn Khoirunissa Husna Arifah, Husna Husni, Achmad Husni, Achmad Husni I Ketut Eddy Purnama I. Sudarwati, I. Ibnur Rusi Ibrahim, Fauzi Ichsan Luqmana Indra Putra, Ichsan Luqmana Indra Ida Ayu Putu Sri Widnyani Ifan Rizqa Ignatius Aris Hendaryanto Iis Wahyuningsih Ikhsan, Ridha Iksan, Muhammad Adhitya Imam Sonny, Imam Indah Lestari, Indah Indah Yani, Masriati Indra Prasetyanto, Laksamana Indra Raditya , Dionisius Indradewa, Rhian Indriyani, Yuanita Irawati, Inggar Septhia Irawati, Wiwit Iriani, Wahyuni Irmayani, Nyi. R Irnanda, Muhammad Diva Irsalina, Hany IRWAN SETIAWAN Irwan Susanto Irza Sukmana, Irza Ismail , Andhi Akhmad Ismail, Andhi Akhmad Ismail, Andi Akhmad Ismail, Dingot Hamonangan Isnaini, Bayutama Isnandar Slamet Isnandar Slamet, Isnandar Istiqomah, Della Putri Isyanto, Muhamad Sandi Isyanto Iwan Nurhadi Izatunnafsi, Izatunnafsi J. Jamari Jaenudin Jaenudin Jafar Sodik , M JAMALUDIN Jamaludin . Jatmiko Jatmiko Jatmiko, Andi Jeffri Ardiyanto Jefri Rieski Triyanto Jehma, Rosana Joko Waluyo juhaeri, Juhaeri Juhriah Lukitawati, Lia K. A, Venny Kadar, Jimmy Abdel Kamali, Ahmad Nur Kamil, Farhan Kartikaningsih, Dewi Kartolo, Rachmat Kartolo, Rachmat Kartono , Kayan Swastika Kayan Swatika Keizer H, Hendriady de Keppi Sukesi Khaerudin, Arif Khairurrizki, Amanda Khulailiyah, Ahsanatul Khumaedi Khumaedi Khumaedi Khumaedi Khumaedi Khumaedi Klemens Mere Kliwon Hidayat Krisdianti, Nana Kristianto, Henry Kuncoro, Robertus Tirta Kuncoroadi Kuncoroadi , Robertus Tirta Kurniawan, Ari Wibowo Kurniawan, Redho Kurniawan, Stephanus Danny Kustanti , Asihing Kusuma, Anggi Kusumaningsih, Indriati Kusumawardhani, Renny Pradina L Khakim Laela Hayu Nurani Laksono Trisnantoro Lalu Muhammad Irham Langlang Handayani Lathiful Khuluq Latifah, Alfi Laurentza, Nancy Ratu Jovancha Lensun, Reney Aquino Leny Latifah Lermatan, Esterlinus Edwin Lesmana, Deni Lety Trisnaliani Lia Meilianingsih Lintar Brillian Pintakami Liya Umaroh, Liya Lubna Lubna Luli, Nur Annisa Lutanto, Agus M. Choiroel Anwar M. E. Winarno M. Yusuf M. Yusuf, M. Yusuf M.Burhanudin Madrois, Madrois Maghfiratullah, Maghfiratullah Maherariyat, Maherariyat Maksudi Maksudi Maman Surahman Mamis, Yonartilia Mansoor Abdul Hamid Mantony, Oslida Marbun, Maja Pranata Marbun, Romaden Margono Margono Mariati Mariati Marjohan, Masno Marjono Marjono Marthaleina Ruminda Sitorus Martinus, Martinus Marwan Marwan Maswarni Mauridhi Hery Purnomo Mazarina Devi Meilani, Maulidiya Melinawati, Devina Miftakhuljanah, Az Zahro Mira Miranda Moh. Badaruddin, Moh. Mohamad Izzur Maula Monika, Pepi Mosik - Muda, Alfa Berlio Muhamad Yusuf, SE., M.Si. Muhammad Aris Ichwanto Muhammad Rizki Muhammad Thamrin Muhammad Yusron Maulana El-Yunusi Muhammad Zamroji, Muhammad Muhammad, Adji Suradji Muhammad, Badarruddin Mujiyanto Mujiyanto Muliawati, Kristina Ika Mulyani Surendra Mumuh Mulyana Muryani, Luluk Muslih, Imam MUSOLI, MUSOLI Mustofa, Atthalariq Riggianta Mutiara Putri, Mutiara Mutiara Syagitta, Mutiara Nadi, Luh Nafrizal, Nafrizal Nanang Sugiarto Nanda, Nanda Tri Wiranata Nathalya, Stevanie Nazilul Hamidi Ngasbun Egar Nina Salamah Nisah, Ofiya Nofiar, Nofiar noraini, pepi Normila Normila Nova Eka Budiyanta Nova Rijati Novitasyari, Ayu Nuarie, L. Restu Bayu Nugraha Nugraha Nugroho, Albertus Erico Jerry Krisna Nugroho, Tri Wahyu Nur Anisa Fitri Nur Esa, Suhada Nur Hidayatulloh, Fikhih Nur Indah, Cicik Nur Ismiyati Nuraini, Ika Nurani, Rani NUREVA, NUREVA Nurhaenih, Nurhaenih Nurhidayatullah, Danang Nurjaman, Ulung Nurkolis Nurkolis, Nurkolis Nurmila, Mila Nuroniyah, Rifatun Nuroniyah, Rifatun Nurzaman, E Nur’ainiyyah Hasni Oktaviany, Firda Sari Op Sunggu, Finaliza Angelia Deshka Oriadi, Oriadi Osaegi Restu Amrulloh, Muhammad P.W, Agnes Intan PAHLEVI, IRFANI REZA Pardede, Hilman Ferdinandus Parmasari, Megawati Permana, Egitya Perwitasari, Erni Pratiwi Pintakarini, Aristia Prameswari, Tanjung Prasasti, Berlyana Ayu Prasetyo, Guruh Pratama, Ananta Surya Pratama, Dimas Rizki Pratiwi, Ilham Ayu Putri Prayitno, Yosephus Ardean Kurnianto Prayogi, Fauzan Arif Priantoro, Win Prihadianto, Braam Delfian Prihtiantoro, Dedhy Primadi Candra Susanto Priyatama, Aryadana Puji Hartono Pujiastuti Pujiastuti, Pujiastuti Purba, Damoyanto Purnama, I Putu Adhitya Pratama Mangku Purnama, Winarto Edi Purnomo Purnomo Purwanto Purwanto Purwanto, Andi Purwati, Magdalena Yuli Purwoko, Harry Puspa Aliza Ridwan, Rahmina Putra, Arly Fiesnanda Baven Putra, Christophorus Indra Wahyu Putra, Fawwaz Azhima putri pratiwi, mutiara Putri, Mas Fierna Janvierna Lusie Putri, Rahmi Rizkiana Putri, Septi Alya Putro, Widodo Tri Putut Marwoto R. J. L, Nancy R.H Hidayatullah Rachmawan, Mochamad Aditia Rachmawaty Rachmawaty, Rachmawaty Radhian Krisnaputra Rahayu, Dian Yuniar Syanti Rahayu, Nurjannah Endah Rahma Faelasofi, Rahma Rahmawati, Divya Zuhra Ramadhan, M. Visa Rambu Pindi, Kristin Ayu Refa , Muhammad Fadhlan Retno Aulia Vinarti Retno Palupi Yonni Siwi Riani Hasana, Ani Riawan, Iqbal Muhammad Rafi Rifaweura, Muhammad Alifan Hakim Rifky Ismail Rikasakomara, Edwin Rinci Kembang Hapsari Rinto Agustino Risa, Risa Risano, Yudi Eka A Risdianto, Andy Rismalia, Rismalia Rismanto, Dedi Riszal, Akhmad Rita Rahmawati Riyanto, Endik Riza Primahendra, Riza Rizal Adi Saputra Rizal, Risna Rizky Drupadi Rizky Paturrochman, Mochamamad Rodzi, Muhammad Fakhrur Roihan, lham Mashdar Rokhayah, Fajar Romadi, Ugik Ronny Martien Rosihan Asmara Rosmiati, Yatti Rosna Yuherlina Siahaan RR. Ella Evrita Hestiandari Ruhiyat, Endang Ruknan, Ruknan Rully Putri Nirmala Puji Rumijati, Tjutju Ruminingsih Ruminingsih Rusilowati, Umi S. Khanafiyah Sachro, Sachro Safii, Rizal N Safitri, Arga Safitri, Cindy Eka Safitri, Retno Ayu Sagita, Melda Sahroni, Sahroni Saibat, Saibat Sakina Sakina, Sakina Samosir, Refina Tasari Samsuri Samsuri Sangaji, Reno Candra Sanjaya, Antonius David Sanny, M. Yusuf Santi Pratiwi, Santi Santoso, Sabar Sapto Jumono Saputri, Alzulin Olvica Saputro, Moch Fajar Barep Saryati Saryati Satiti, Nareswari Novita Satriawan, Pravasta Wahyu Sawu, Sirilus Deodatus Sayyid Humam, Muhamad Segapangamianu, Yoseph Selasdini, Vidya Sembiring, Honny Fiva Akira Setiawan, A. M. Setiyanta, Nunuk Candra Setyaningrum, Widia Setyawan Bekti Wibowo Setyawan, Ari SETYAWAN, PENDI Shalsabillah, Savira Shelly Salista Rahmayanti Shifa, Mutiara Shirley Savetlana, Shirley Sidabalok, Clara Claudia Sidharta, Hanugra Aulia Sigit, Cahyo Nugroho Silvia Silvia Silvia Yulita Ratih Simanjuntak, Ronald Singgih Prihadi Singgih Subiyantoro Sipollo, Berliany Venny Sitarina Widyarini Siti Chodijah Siti Hardiyanti Siti Khanafiyah Siti Nurhaliza Siti Rofida Situmeang, Samuel Slamet . Slamet Riyadi Soeadgihardo Siswantoro Soenar Soekopitojo Sofi'ah, Saifuli Solehah, Erni Sri Agustina, Sri SRI BULAN Sri Handayani Sri Subanti SRI UTAMI ADY Srigayanti, Dedeh Stiawan, Ade Denis Suarman, Agus Subakir, Ali Hasan Subehana Rachman Subiyantoro, Heru Sudarwan, Sudarwan Sudarwati, Ida Sudaryana, Yayan Sudiyono Sudiyono Sugianto - Sugianto Sugianto Sugiyono Sugiyono Suhardi Suhardi Suhardi Suhardi, Rifka Elsya Suharno Suharno Suharto Suharto Suhendar, Budi Suhendra, Agus Sujarwo Sujarwo Sukmana, Eka Sulfiani, Sulfiani Sulistiawati Sulistiawati Sulistyo, Didik Sumardi . Sumarjono Sumarjono Sumarni - Sumarsono, Widiyandoko Sumbogo, Tri Adi Sunarno - Sunarso Sunarso Sundari, Febrina Sunyoto Eko Nugroho, Sunyoto Eko Supardal Supardal, Supardal Supratikta, Hadi Supriadi Supriadi Supriatna, Mamat Supriyadi Supriyadi Supriyadi Supriyadi Supriyadi Supriyadi Supriyanto, Yudi Suradi Suradi Suripto Suripto Suryadi Suryadi Suryana Suryana Suryani, Nuri Susanti Susanti Susanto, Harry Susi Susanti Susilotomoa, Dhestahendra Citra Susy Suswaty Sutarmin Sutarmin, Sutarmin Sutikno Madnasri Sutoro, Moh Suwidjiyo Pramono Syah, Adella Raihana Syahroni Syahroni SYAIFUL BAHRI SYANUR, FARID NANDA Tarigan, Emiliana Tarkono Tarkono Tatok Sugiarto Tiurmida, Nelly Trasviyanti, Selvi Tri Murti Andayani Tri Widiarto Tri Yuni Hendrowati Trihadi Susanto Trikartono , Drajat Tukiyat Tukiyat, Tukiyat Tutut Sumartini, Tutut Ubabuddin, Ubabuddin Ukhtinasari, Febri Ulfah, Umayya Umam, Ah. Nasihul Utami, Ichwani Siti V, Yushinta Elsa Venessya, Jessica Verawaty Verawaty Vincentius, Vincentius Virdaus, Ruly Wahid Hasim Wahidah Wahidah WAHIDIN, DARTO Wahyu Humam Muttaqin Wahyu Widyaningsih Wahyudin Wahyudin Wahyuni, Raden Roro Elisabeth Anggraeni Eksi Wahyuni, Rr Endang Wandani, Syahrudin Waruwu, Verlin Takdir Setiaman Waryanto, Hendro Wibowo Wibowo Wibowo, Arief Nugroho Wicaksono, Dimas Aryo Wicaksono, Mahruri Arif Widhihadmoko, Kuncoro Widiarto, Ony Widya Kusumaningsih Wijaya, Agung Mike Wijayanti, Kiki Rini Wijayanti, Nur Wijono, Hani Adi Wikan Sakarinto Wildaningsih, Wildaningsih Winarto, Eko Wismo Winarto, Felik Eko Wismo Windia, Desy Windo, Samudra Winita Sulandari Wiwik Anggraeni Wlnarto, F. Eko Wlsmo Wulandari, D. Wungo, Yosef Tari Yahya Yahya Yayuk Yuliati Yenny Puspitasari Yolanda Yolanda, Yolanda Yosi Pahala, Yosi Yudhiyono, Yudhiyono Yudi, A Yudi Eka Risano yudianto, muchammad ifan Yuliana Susanti, Yuliana Yulianto, Daris Yuliatmo, R. Yulita Pujilestari Yuliyanto, Agus Yunanto, Mohammad Kus Yunitasari, Eva Yunitasari, Yessyca Yustosio, Darwis Yusuf LN, Syamsu Yusuf, Sachro Yusuf-LN, Syamsu Yuswanto, Ag Yuyun Ari Wibowo Zaelani, Muhammad Aziz Zaenal Muttaqin Zainal Abidin Zainal, Finsa Zukhronah, Etik zulfitra, Zulfitra Zulhanif, Zulhanif