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Optimalisasi Pencarian Coffeeshop Terdekat Menggunakan Algoritma Haversine pada Sistem Mobile Recommendation Muhammad Abiyaca Alma'aarij; Sulistyo Dwi Sancoko
JSAI (Journal Scientific and Applied Informatics) Vol 9 No 2 (2026): Juni
Publisher : Fakultas Teknik Universitas Muhammadiyah Bengkulu

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36085/jsai.v9i2.10479

Abstract

This study aims to optimize the search for nearby coffee shops using the Haversine algorithm in a mobile recommendation system based on Location-Based Filtering (LBF). The system was developed by utilizing GPS, OpenStreetMap, and Firebase to provide real-time coffee shop recommendations according to the user’s location. The research methodology consisted of problem identification, coffee shop location data collection, implementation of the Haversine algorithm for geographic distance calculation, application of the Location-Based Filtering method to sort recommendations based on the nearest distance, and system evaluation using User Acceptance Testing (UAT) and distance accuracy comparison with Google Maps. The results showed that the system was able to calculate location distances with an average accuracy rate of 98.86% compared to Google Maps, with a distance difference ranging only from 0.03 to 0.05 km. In addition, the system successfully provided fast and relevant coffee shop recommendations based on the user’s real-time location. These findings indicate that the combination of the Haversine algorithm and Location-Based Filtering method is effective for implementation in a mobile-based coffee shop recommendation system to improve location search efficiency in real time.
Resolving Visual Ambiguity in Wood Grain Classification Using InceptionV3 and Label Smoothing Rianto Rianto; Sulistyo Dwi Sancoko; Eko Setyo Humanika
Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Vol 10 No 3 (2026): June 2026
Publisher : Ikatan Ahli Informatika Indonesia (IAII)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29207/resti.v10i3.7599

Abstract

Wood type classification in the timber industry is frequently hindered by the high visual similarity of grain patterns, a structural challenge that is particularly pronounced with small-scale datasets. This study systematically resolves this fine-grained visual ambiguity by developing a rigorously optimized InceptionV3 framework. Initial baseline evaluations conducted on a dataset of 800 images encompassing four wood species, namely Pterospermum javanicum (Bayur), Magnolia champaca (Cempaka), Tectona grandis (Jati), and Melia azedarach (Mindi), revealed that a standard ResNet50 architecture experienced a severe performance degradation, generating a random guess accuracy of merely 25 percent. Addressing this severe architectural inadequacy, the proposed InceptionV3 model integrates highly targeted spatial augmentations, a Dropout rate of 0.6, and L2 regularization. Furthermore, the optimization strategy deploys Stochastic Gradient Descent with Nesterov momentum and Label Smoothing to explicitly mitigate intra-class visual similarities. Consequently, the proposed framework achieved a robust overall accuracy of 89 percent, surpassing the baseline by a substantial 64 percent, alongside a macro-averaged F1 Score of 0.89. These empirical findings substantiate that specific architectural fine-tuning and advanced stochastic regularization are highly essential for capturing subtle wood-grain patterns, thereby offering a highly reliable, automated quality-control solution for the timber industry.
Implementasi Lapor Semanu Sebagai Sistem Pelaporan Kegiatan Perangkat Desa di Kalurahan Semanu-Gunungkidul Muhammad Zakariyah; Moh. Ali Romli; Sulistyo Dwi Sancoko; Fatah Nur Saifullah; Taufiq Dwi Purnomo; Febri Nur Diansah; Ridwan Halim
Jurnal ABDI RAKYAT Vol. 2 No. 1 (2025): JURNAL ABDI RAKYAT
Publisher : Universitas Teknologi Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46923/jar.v2i1.511

Abstract

The suboptimal system for reporting activities in Kalurahan Semanu potentially hinders efficiency and community participation. Limited access and a less structured reporting flow present obstacles to information dissemination. This community service activity aimed to develop and implement the Lapor Semanu System as a technology-based solution for reporting activities. The methods employed included a participatory approach in identifying needs, designing mobile and website systems, and training village officials and the community on system usage. Evaluation was conducted through observation and feedback questionnaires from training participants. The results of this activity include the creation of a prototype two-sided Lapor Semanu System and the successful execution of training that demonstrated enthusiasm and initial understanding from participants, although the allocation of training time was noted as an important consideration for future development. This system has the potential to enhance efficiency and community participation in reporting activities within Kalurahan Semanu.
Recommendations for Selection of Skincare Products Using the Promethee Method Muhammad Aufa Zaydan Azfar; Sulistyo Dwi Sancoko
JURNAL TEKNOLOGI DAN OPEN SOURCE Vol. 7 No. 2 (2024): Jurnal Teknologi dan Open Source, December 2024
Publisher : Universitas Islam Kuantan Singingi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36378/jtos.v7i2.3816

Abstract

This research aims to implement the Promethee method (Preference Ranking Organization Method for Enrichment Evaluation) in recommending appropriate skincare products based on facial skin type. With so many skincare products on the market, consumers may have difficulty choosing the right product. The Promethee method helps make multi-criteria decisions by considering various relevant factors such as skin type, price, user ratings, product quality, and price suitability based on the preferences of people who have used skincare products before as a reference in recommending skincare products. Recommendations are made based on data from the preferences of students who have used skincare products and provide an assessment of the products they have used. Researchers used the Promethee method as research to see how effective its use is in providing skincare product recommendations. The data used as a basis for manual calculations uses 10 data points for normal skin types. With the highest net flow value for normal skin types of 3.44444444 for Wardah Lightning and Ponds Men products. The highest net flow value for combination skin type is 24.250000, net flow for oily skin type is 14.222222, net flow for sensitive skin type is 14.722222, and net flow for dry skin type is 8.166667. The research results show that the Promethee method can provide appropriate recommendations regarding the selection of skincare products based on facial skin type.
Perancangan Aplikasi Rental Skuter Malioboro Berbasis Mobile Menggunakan Metode User Centered Design (UCD) Bandrio Ilham Novanto; Sulistyo Dwi Sancoko
Journal of Information System Research (JOSH) Vol 6 No 2 (2025): January 2025
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/josh.v6i2.6255

Abstract

Along Malioboro street, there are electric scooter rental services that make it easier for tourists to explore the surrounding area. By renting an electric scooter, visitors can enjoy the nighttime atmosphere with a gentle breeze and a beautiful view of the city lights. This service is in high demand, especially by young people, as it provides a unique and fun traveling experience. Although the scooter rental service in Malioboro provides convenience for tourists, there are some problems faced in its implementation. One of the main problems is the absence of a dedicated platform for scooter rental. Travelers can only rent directly, so there is often a scramble. In addition, some users leave the scooters carelessly on sidewalks or pedestrian areas, thus disrupting pedestrian comfort and accessibility. To solve the problem of tourists renting scooters in Malioboro, the service provider provides a rental system that includes a short training on riding rules and safety before users rent the scooter in the form of a mobile application. This application was developed using the User Centered Design method by focusing on user problems and needs. Kotlin and MySQL were also used in its development, while testing was carried out using the Black Box Testing method. Based on the testing conducted, it can be concluded that the application can run well and produce a percentage of 91.6%. The resulting application can handle problems that exist in Scooter Rental in Malioboro such as ordering scooters and information on their use.
Pemasaran Vendor Wedding Organizer Melalui Aplikasi Moore Berbasis Web Mobile Menggunakan Metode Agile Muhammad Nurhadi; Sulistyo Dwi Sancoko
Journal of Information System Research (JOSH) Vol 6 No 2 (2025): January 2025
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/josh.v6i2.6406

Abstract

The wedding industry in Indonesia has undergone a significant transformation thanks to technological advancements and changing consumer behavior. Today, brides-to-be are increasingly utilizing digital platforms to search and book wedding services. Many vendors still manage the booking system conventionally. The booking system at vendors still uses regular telephone calls so there are often errors in recording bookings because the vendors often forget to record the booking schedule in the ledger. Promotional activities are also still very limited. This research aims to develop a mobile web-based application that facilitates wedding vendors in offering their services and products more efficiently. This application is designed to overcome various challenges faced by vendors, such as difficulties in promoting vendors to prospective brides, managing bookings, communicating with clients, and improving operational efficiency to achieve client satisfaction with the services provided. The application development involved collecting wedding package data, product data (such as physical souvenirs and invitations), system design, technology selection, and implementation and evaluation strategies. The technologies used include React JS for web application development and React Native for mobile applications, both using the JavaScript programming language. The database uses MongoDB, with the support of platforms such as Stripe as a payment gateway. The software development method applied is Agile, to ensure flexibility and responsiveness to user needs. The interim result of this research is an application that provides a source of information for prospective brides related to vendors of wedding organizer products and services with a wide scope. In addition, the Moore App has been tested by 30 respondents with an average success rate of 100%, indicating that all features function properly according to user needs and established specifications.
IMPLEMENTASI APLIKASI PAULUS CONNECT UNTUK PENINGKATAN LAYANAN DAN KOMUNIKASI GEREJA Michael Valensio Febian; Sulistyo Dwi Sancoko
Jurnal Informatika Teknologi dan Sains (Jinteks) Vol 7 No 4 (2025): EDISI 26
Publisher : Program Studi Informatika Universitas Teknologi Sumbawa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51401/jinteks.v7i4.6790

Abstract

Gereja Katolik St. Paulus Pangkalan Bun merupakan salah satu gereja yang secara aktif menyelenggarakan pelayanan pastoral kepada jemaatnya. Namun, beberapa proses masih dilakukan secara konvensional seperti pendaftaran sakramen, penyampaian informasi kegiatan, dan pengelolaan data jemaat, sehingga kurang efisien dan membatasi partisipasi jemaat. Untuk mengatasi permasalahan tersebut, dikembangkan aplikasi Paulus Connect, yaitu sistem pelayanan gereja digital berbasis Flutter untuk pengguna jemaat dan Laravel untuk panel admin gereja. Penelitian ini menggunakan metode pengembangan sistem dengan tahapan analisis kebutuhan, perancangan sistem, implementasi, dan pengujian. Aplikasi yang dikembangkan memiliki fitur registrasi dan login jemaat, pengisian data diri, pendaftaran sakramen, artikel rohani, jadwal misa, serta pengingat doa yang terhubung melalui REST API dan notifikasi real-time menggunakan Firebase Cloud Messaging (FCM). Hasil penelitian menunjukkan bahwa aplikasi Paulus Connect mampu meningkatkan efisiensi pelayanan, serta mendukung komunikasi dua arah antara gereja dan jemaat secara digital dalam satu platform.
IMPLEMENTASI APLIKASI HERBATRACK UNTUK MONITORING KONSUMSI MINUMAN BERNUTRISI BERBASIS ANDROID Claodio Nova Putra Ridwan; Sulistyo Dwi Sancoko
Jurnal Informatika Teknologi dan Sains (Jinteks) Vol 7 No 4 (2025): EDISI 26
Publisher : Program Studi Informatika Universitas Teknologi Sumbawa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51401/jinteks.v7i4.6832

Abstract

Konsistensi dalam mengonsumsi produk nutrisi masih menjadi tantangan bagi banyak individu yang berupaya menjalani pola hidup sehat. Penelitian ini bertujuan untuk merancang dan mengembangkan aplikasi Android berbasis gamifikasi guna meningkatkan motivasi dan disiplin pengguna dalam menjaga pola konsumsi nutrisi secara rutin. Metode penelitian yang digunakan adalah research and development dengan pendekatan prototyping, meliputi analisis kebutuhan, perancangan sistem, implementasi, dan pengujian. Fitur utama aplikasi mencakup pencatatan konsumsi harian, sistem streak (hari berturut-turut), reward poin, rekomendasi menu sehat, serta notifikasi otomatis yang dikendalikan melalui Firebase. Evaluasi aplikasi dilakukan menggunakan instrumen System Usability Scale (SUS) untuk menilai tingkat kemudahan dan kenyamanan penggunaan. Hasil evaluasi menunjukkan bahwa aplikasi memiliki tingkat keterterimaan yang sangat baik, mampu meningkatkan keterlibatan pengguna, serta mendorong konsistensi konsumsi nutrisi. Penelitian ini berkontribusi dalam pengembangan media digital berbasis gamifikasi di bidang kesehatan, khususnya dalam mendukung pembentukan kebiasaan positif.
IMPLEMENTASI APLIKASI SITIKA SEBAGAI MEDIA PENGELOLAAN INVENTARIS HIMATIKA UTY BERBASIS ANDROID Nadhif Atha Satria Wibowo; Sulistyo Dwi Sancoko
Jurnal Informatika Teknologi dan Sains (Jinteks) Vol 7 No 4 (2025): EDISI 26
Publisher : Program Studi Informatika Universitas Teknologi Sumbawa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51401/jinteks.v7i4.6836

Abstract

Himpunan Mahasiswa Informatika (HIMATIKA) Universitas Teknologi Yogyakarta memiliki peran penting dalam mengembangkan potensi mahasiswa, namun kegiatan operasional seperti pengelolaan inventaris dan rapat masih dilakukan menggunakan sistem web dan grup chat yang kurang efisien. Penelitian ini bertujuan mengimplementasikan aplikasi mobile bernama siTika yang dirancang untuk meningkatkan efisiensi dan akurasi dalam pengelolaan inventaris serta koordinasi rapat. Aplikasi dikembangkan menggunakan framework Flutter dengan dukungan Firebase sebagai basis data real-time dan autentikasi pengguna. Metode pengembangan sistem meggunakan metode waterfall yang mencakup studi literatur, analisis kebutuhan, perancangan arsitektur sistem, implementasi, dan pengujian. Hasil implementasi menunjukkan bahwa aplikasi siTika berhasil meningkatkan responsivitas dan kemudahan akses data inventaris, mempercepat proses absensi menggunakan QR Code, serta menyediakan pengingat jadwal rapat secara terintegrasi. Evaluasi sistem menunjukkan peningkatan efisiensi kerja pengurus dan transparansi dalam pencatatan inventaris. Hasil dari penelitian ini adalah aplikasi siTika dapat menjadi solusi digital yang efektif untuk mendukung tata kelola organisasi mahasiswa secara lebih modern dan terstruktur.
IMPLEMENTASI APLIKASI TRACKING KARYAWAN BERDASARKAN LOKASI MENGGUNAKAN GEOFENCING BERBASIS ANDROID Martina Diana Sari; Sulistyo Dwi Sancoko
Jurnal Informatika Teknologi dan Sains (Jinteks) Vol 7 No 4 (2025): EDISI 26
Publisher : Program Studi Informatika Universitas Teknologi Sumbawa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51401/jinteks.v7i4.6877

Abstract

Keselamatan dan pemantauan posisi pekerja di area industri berisiko tinggi seperti kilang minyak merupakan faktor penting dalam pemeliharaan efisiensi operasional dan keamanan. Tujuan penelitian ini adalah mengembangkan aplikasi mobile berbasis Android bernama WorkZone untuk memantau lokasi pekerja secara real time di Kilang Pertamina RU IV Cilacap. Metode penelitian ini menggunakan pendekatan Research and Development (R&D) mencakup analisis kebutuhan, perancangan sistem menggunakan Flutter, dan integrasi Firebase Realtime Database untuk pengelolaan data lokasi. Penerapan teknologi geofencing difokuskan untuk mendeteksi keberadaan pekerja di dalam atau di luar zona kerja yang telah ditetapkan. Hasil implementasi aplikasi menunjukkan bahwa WorkZone mampu menampilkan posisi pekerja secara akurat pada peta, memperbarui status zona secara dinamis, dan memberikan notifikasi otomatis ketika pekerja melintasi batas area. Sistem ini diharapkan dapat meningkatkan efektivitas pengawasan, memperkuat keselamatan kerja, dam mendukung manajemen operasional di lingkungan industri migas.