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APPLICATION OF PARTICLE SWARM OPTIMIZATION SUPPORT VECTOR MACHINE FOR ELECTRICAL INSTALLATION CERTIFICATION PREDICTION Priyono, Priyono; Panca Saputra, Elin; Suswandi, Suswandi; Rahman, Taufik
JURTEKSI (jurnal Teknologi dan Sistem Informasi) Vol. 11 No. 2 (2025): Maret 2025
Publisher : Lembaga Penelitian dan Pengabdian Kepada Masyarakat (LPPM) STMIK Royal Kisaran

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33330/jurteksi.v11i2.3418

Abstract

Abstract: Feature selection is a crucial process that is very important to improve the performance of machine learning models, in accordance with data preprocessing. The feature selection process can be considered as a global combinatorial optimization problem in machine learning, which reduces the number of features, eliminates irrelevant data, and produces acceptable classification accuracy. The purpose of this study is to predict or determine the results of the electrical installation operation feasibility test based on data and obtain attribute selection features, and obtain accuracy level results. The Particle Swarm Optimization (PSO) approach is used to select the right characteristics to determine the results of the electrical installation operation feasibility test because attribute selection is needed in data analysis, because the PSO method will increase accuracy than just SVM in determining attribute selection. If SVM is used with PSO, the accuracy value is 96% and AUC is 0.994%, while the SVM method produces an accuracy level of 94.89% and AUC of 0.994%. With this finding, the accuracy value increases by 2%, making it a very good categorization category. It has been proven that the use of Particle Swarm Optimization (PSO) based algorithms can improve and improve results.            Keywords: PSO; SVM; Certification Abstrak: Pemilihan fitur merupakan proses krusial yang sangat penting untuk meningkatkan kinerja model machine learning, sesuai dengan praproses data. Proses pemilihan fitur dapat dianggap sebagai masalah optimasi kombinatorial global dalam pembelajaran mesin, yang mengurangi jumlah fitur, menghilangkan data yang tidak relevan, dan menghasilkan akurasi klasifikasi yang dapat diterima. Tujuan dari penelitian ini adalah untuk memprediksi atau menentukan hasil uji kelayakan operasi instalasi listrik berdasarkan data dan memperoleh fitur pemilihan atribut, serta memperoleh hasil tingkat akurasi. Pendekatan Particle Swarm Optimization (PSO) digunakan untuk memilih karakteristik yang tepat untuk menentukan hasil uji kelayakan operasi instalasi listrik karena pemilihan atribut diperlukan dalam analisis data, karena metode PSO akan meningkatkan akurasi dari pada hanya SVM dalam menentukan pemilihan atribut. Jika SVM digunakan dengan PSO, nilai akurasinya adalah 96% dan AUC sebesar 0,994%, sedangkan metode SVM menghasilkan tingkat akurasi sebesar 94,89% dan AUC sebesar 0,994%. Dengan temuan ini, nilai akurasi meningkat sebesar 2%, menjadikannya kategori kategorisasi yang sangat baik. Telah terbukti bahwa penggunaan algoritma berbasis Particle Swarm Optimization (PSO) dapat meningkatkan dan memperbaiki hasil. Kata kunci: PSO; SVM; Sertifikasi 
Pencatatan Pelaporan Keuangan Pada PT Kawan Bisnis Sejati Menggunakan Aplikasi Zahir Accounting 5.1 Auliani, Faulhia; Saputra, Elin Panca; Priyono, Priyono; Dwiantoro, Tino; Elin Panca Saputra, panca
Akasia: Artikel Ilmiah Sistem Informasi Akuntansi Vol 4 No 1 (2024): Artikel Ilmiah Sistem Informasi Akuntansi (AKASIA) - April 2024
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/akasia.v4i1.3300

Abstract

An application that is common nowadays in many institutions, service companies that use it, because information technology is developing so quickly. The aim of this paper is to implement the use of accounting applications to reduce errors in recording large amounts of financial reporting at PT. A True Business Friend. As for PT. Sejati Business Friends really needs a change in the information system to support and make it easier for finance employees to work. For this reason, we created an implementation regarding a financial recording system using an accounting-based application at PT. True Business Friends which until now has not been computerized. So there are many obstacles faced by PT. True Business Friends in financial reporting where there are often differences in the amount of income and financial expenditure which can be detrimental to PT. A True Business Friend. So, to overcome the problems above, we suggest that there is a need for changes in managing PT's financial system. A True Business Friend. Namely implementing Zahir Accounting version 5.1 to support operations, especially in recording large amounts of finance in financial management. By implementing Zahir Accounting, the financial reporting system becomes more accurate and minimizes errors in recording financial reports..
Pencatatan Pelaporan Keuangan Pada PT Kawan Bisnis Sejati Menggunakan Aplikasi Zahir Accounting 5.1 Auliani, Faulhia; Saputra, Elin Panca; Priyono, Priyono; Dwiantoro, Tino; Elin Panca Saputra, panca
Akasia: Artikel Ilmiah Sistem Informasi Akuntansi Vol 4 No 1 (2024): Artikel Ilmiah Sistem Informasi Akuntansi (AKASIA) - April 2024
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/akasia.v4i1.3300

Abstract

An application that is common nowadays in many institutions, service companies that use it, because information technology is developing so quickly. The aim of this paper is to implement the use of accounting applications to reduce errors in recording large amounts of financial reporting at PT. A True Business Friend. As for PT. Sejati Business Friends really needs a change in the information system to support and make it easier for finance employees to work. For this reason, we created an implementation regarding a financial recording system using an accounting-based application at PT. True Business Friends which until now has not been computerized. So there are many obstacles faced by PT. True Business Friends in financial reporting where there are often differences in the amount of income and financial expenditure which can be detrimental to PT. A True Business Friend. So, to overcome the problems above, we suggest that there is a need for changes in managing PT's financial system. A True Business Friend. Namely implementing Zahir Accounting version 5.1 to support operations, especially in recording large amounts of finance in financial management. By implementing Zahir Accounting, the financial reporting system becomes more accurate and minimizes errors in recording financial reports..
Implementasi Metode Forward Chaining, Certainty Factor dan Dempster Shafer pada Sistem Pakar Diagnosis Penyakit Gigi dan Mulut Nurajizah, Siti; Yulianti, Ita; Saputra, Elin Panca; Dewi, Rani Kurnia
Jurnal Komtika (Komputasi dan Informatika) Vol 5 No 2 (2021)
Publisher : Universitas Muhammadiyah Magelang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31603/komtika.v5i2.5995

Abstract

Dental and oral disease is one of the diseases that has been felt by most of the people. Insufficient information and the limited level of public awareness of the prevention of dental and oral diseases make the impact quite dangerous if not handled properly. An appropriate information system is needed in overcoming and providing solutions for handling a disease as early as possible. Expert systems can be used as a means of information on the treatment of dental and oral diseases. The manufacture of the expert system in this study initially used the forward chaining method, which is a method that searches based on information that is made into a set of rules so as to get a conclusion. However, after re-analysis, two other methods, namely certainty factor and dempster shafer, were also applied in this study with the aim of overcoming the shortcomings of the forward chaining method, one of which is uncertainty in producing a conclusion or diagnosis of disease. Determining the type of dental and oral disease can be known by looking at the symptoms experienced by the patient. The use of an expert system for diagnosing dental and oral diseases can be used as an initial solution in helping someone to treat the disease. The existence of this expert system can be used as consideration in making decisions to determine the type of dental and oral disease quickly, precisely and accurately.
Analysis of Grab Online Motorcycle Taxi Application Usability in Jakarta Using PLS-SEM Approach Model Elin Panca Saputra; Adila Faisal; Siti Nurajizah; Aryo Tunjung Kusumo; Tino Dwiantoro
Jurnal Infortech Vol. 8 No. 1 (2026): June 2026
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/infortech.v8i1.12766

Abstract

Founded in Singapore in 2012, Grab is one of the biggest online transportation companies in Southeast Asia. In Jakarta, GrabBike is part of this service. Even while technology advancements are driving the rise of these apps, issues including poor map accuracy, ugly UI, and frequently missed advertising still exist. Thus, the purpose of this study is to use the Technology Acceptance Model (TAM) to examine the variables that affect how simple it is to use the GrabBike service in Jakarta. Ease of use (Perceived Ease of Use), advantages (Perceived Usefulness), user attitude (Attitude Toward Using), user intention (Behavioral Intention to Use), and actual users (real System Usage) are the five study variables used in this method. Likert scale questionnaires were utilized to gather data from 106 individuals using a descriptive quantitative technique. The partial least squares (PLS)-based structural equation modeling (SEM) technique is used to assess the relationship between variables. The study's findings demonstrate that advantages (perceived usefulness) and usability (perceived ease of use) have a major impact on users' attitudes (attitude toward using). The intention to use (Behavioral Intention to Use) and Actual System Usage are subsequently impacted by this attitude.
PELATIHAN KONTEN DIGITAL BERBASIS MEDIA SOSIAL UNTUK PEMASARAN HASIL PERTANIAN KELOMPOK WANITA TANI RCR SEJAHTERA Neneng Rachmalia Feta; P Priyono; Elin Panca Saputra; F Fitria; Agus Trihandoyo; Ableir Benny Purba; Melsi Kristiani Tafonao; Novum Rizki Farros Sitorus; Sherina Dinda Cahya Mulyana Sugianto
Jurnal AbdiMas Nusa Mandiri Vol. 8 No. 3 (2026): Periode Juli 2026
Publisher : LPPM Universitas Nusa Mandiri

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33480/abdimas.v8i3.8341

Abstract

This community service activity was motivated by the suboptimal utilization of social media as a marketing tool for agricultural products by the Women Farmer Group (KWT) RCR Sejahtera in Bojonggede, Bogor. Although the group had established social media accounts, the published content lacked structure, consistent visual identity, and effective promotional strategies. The objective of this program was to enhance the digital content creation capacity of KWT members through social media–based marketing to expand market access for their agricultural products. The implementation method consisted of three stages: preparation, training, and monitoring and evaluation. The activity involved 22 participants and employed pre-test, post-test, and satisfaction questionnaires as evaluation instruments to measure program effectiveness. The results indicated a significant improvement in participants’ understanding, increasing from 54.54% in the “understanding” category during the pre-test to 90.91% in the post-test, representing a 36.37% increase. Furthermore, the overall satisfaction score reached an average of 4.18, categorized as “Satisfied.” These findings demonstrate that the social media–based digital content training was effective in improving participants’ digital literacy and promotional skills. The program contributes to strengthening the group’s digital capacity and has the potential to expand market reach and enhance the competitiveness of agricultural products in a sustainable manner.
PENGEMBANGAN SISTEM PENGADUAN MASYARAKAT BERBASIS WEB PADA KANTOR DESA BABAKAN Siti Nurajizah; Rifa Nurafifah Syabaniah; Fani Nurona Cahya; Elin Panca Saputra; Tiara Iswanti Sudrajat; Widi Intan Priyanti; Balqis Mulia Septiany
INTI Nusa Mandiri Vol. 21 No. 1 (2026): INTI Periode Agustus 2026
Publisher : Lembaga Penelitian dan Pengabdian Pada Masyarakat

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33480/inti.v21i1.8386

Abstract

The development of information technology encourages village governments to provide public services that are more efficient, transparent, and accessible, including complaint management. In Babakan Village, complaints are still submitted through RT/RW administrators or direct visits to the village office, causing slow responses, difficulties in tracking status, and risks of data loss. This study aims to design and develop SIPEMAS, a web-based public complaint information system that supports online complaint submission, complaint data management, officer responses, and status tracking. The research used the Waterfall software development model consisting of requirement analysis, system design with UML, implementation using PHP with CodeIgniter 3 and MySQL, verification through black-box testing, and maintenance planning. Requirement data were obtained through observation of the existing complaint process, interviews with village officers, and document study. The developed system provides role-based access for citizens and officers, complaint submission with supporting evidence, complaint management, response input, and report recapitulation. Black-box testing on eight main functional scenarios showed valid results for all tested functions (8/8; 100%). A user satisfaction survey showed that 69% of respondents were satisfied with the public complaints system. Therefore, SIPEMAS can support structured complaint management, improve transparency through status tracking, and strengthen the security and documentation of complaint data in Babakan Village.
Pemanfaatan Lynk ID Untuk Peningkatan Literasi Digital bagi Civitas Yayasan Alqi Ceria (Akbar) Kota Bogor Elin Panca Saputra; Fitria Fitria; Feta Neneng Feta Rachmalia; Agus Trihandoyo; Priyono Priyono
Jurnal Abdimas BSI: Jurnal Pengabdian Kepada Masyarakat Vol. 9 No. 1 (2026): Januari
Publisher : Lembaga Penelitian dan Pengabdian kepada Masyarakat (LPPM) Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/jabdimas.v9i1.9390

Abstract

Yayasan Alqi Ceria Kota Bogor sebuah yayasan yang membantu anak-anak asuh dari berbagai latar belakang budaya, sosial, dan ekonomi. Saat ini, anak-anak binaan di yayasan ini telah menunjukkan minat dan potensi yang luar biasa dalam teknologi informasi. Tujuan dari pemanfaatan Lynk ID yaitu memungkinkan pengguna mengakses kontak, marketplace, media sosial, dan website dengan satu tautan. Dikarenakan yayasan tersebut memiliki beberapa bidang usaha UMKM, namun ada permasalahan untuk memasarkan hasil dari kerajinan anak-anak binaan. Maka dengan memanfaatkan teknologi informasi untuk menigkatkan literasi digital terhadap anak-anak binaan kami memperkenalkan lynk.id yaitu platform tautan dinamis yang menawarkan berbagai cara untuk menghasilkan uang, terutama bagi kreator konten dan pemilik bisnis. Penggunanya dapat membuat tautan ke berbagai situs web, media sosial, atau produk digital, sehingga dapat mengakses berbagai informasi dan melakukan transaksi. Selain itu dapat meningkatkan penjualan hasil dari kerajianan anak-anak binaan Yayasan. Hasilnya pengguna hanya perlu mengikuti satu link untuk mengakses semua kontak, platform media sosial, dan platform penjualan saja yang menjadikan lebih efisien dalam pemasaran.
Co-Authors Ableir Benny Purba Adila Faisal Agus Trihandoyo Agus Trihandoyo Ahmad Jurnaidi Wahidin Akbar, Cesa Amelina, Amelina Andi Saryoko Aryo Tunjung Kusumo Auliani, Faulhia Aziz, Faruq Balqis Mulia Septiany Desty Anggraeni Dewi, Rani Kurnia Dwiantoro, Tino Dyah Ayu Astuti Eliyana, Instianti Endah Eka Setiawati F Fitria Fahira, Talitha Khansa Fani Nurona Cahya Feta Neneng Feta Rachmalia Feta, Neneng Rachmalia Fitria Dara Kurnia Fitria Fitria Fitria Fitria Ginanjar, Syaiful Hafis Nurdin Haryanti Haryanti Henny Armaniah Herman Kuswanto, Herman iman, Fadlul Indriyanti Indriyanti Indriyanti Indriyanti Indriyanti Indriyanti Indriyanti Ita Yulianti Jestin Anttares Kudiantoro Widianto, Kudiantoro Kusumo, Aryo Tunjung Laia, Maria Monika Septa M. Yogi Riyantama Isjoni Mawadatul Maulidah Melsi Kristiani Tafonao Muhammad Amir Hasan Muhammad Faisal Nadiyah Hidayati Neneng Rachmalia Feta Novum Rizki Farros Sitorus P Priyono Permana, Rizqi Agung Priyono Priyono Priyono Priyono Priyono Ramadhani, Syaikhah Aditya Rifa Nurafifah Syabaniah Risqi Nur Alfiyah Riswandi Ishak Riyaji, Akbar Saputra, Bagas Eka Saputro, Achmat Yulyadi Sherina Dinda Cahya Mulyana Sugianto Sismadi, Sismadi Siti Nurajizah Siti Nurajizah Sopiyan Dalis Sugiono Sugiono Sugiono . Sukmawati Anggraeni Putri Sukmawati Angreani Putri Sundari Utami, Shinta Supriatiningsih Supriatiningsih . Supriatiningsih Supriatiningsih Supriatiningsih, Supriatiningsih Suswandi, Suswandi Syukur, Adnan Taufik Rahman Thaka, Indra Tiara Iswanti Sudrajat Tino Dwiantoro Tino Dwiantoro Widi Intan Priyanti