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Web-Based Smart Aquaculture: Comparative Analysis of Mamdani, Sugeno, and Tsukamoto Fuzzy Inference Systems for Shrimp Pond Water Quality Assessment Santi santi; Arna Fariza; Agus Indra Gunawan
Jurnal Teknologi Informasi dan Terapan Vol 13 No 1 (2026): June
Publisher : Jurusan Teknologi Informasi Politeknik Negeri Jember

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25047/jtit.v13i1.493

Abstract

Indonesia possesses vast marine and aquaculture potential; however, national shrimp production in 2024 achieved only 56.67% of its target, largely due to suboptimal water quality management. To address this issue, an intelligent classification system capable of handling uncertainty in aquaculture environments is required. This study presents a comparative evaluation of three fuzzy inference systems (FIS), namely Mamdani, Sugeno, and Tsukamoto, for shrimp pond water quality classification based on four key parameters: temperature, pH, salinity, and dissolved oxygen (DO). Water quality conditions were categorized into four classes: Good, Medium, Bad, and Very Bad using trapezoidal membership functions and expert-defined reference labels derived from aquaculture water quality standards. The dataset consisted of 994 water quality records collected from shrimp ponds in Surabaya, Indonesia, during the period from December 2024 to April 2025. Experimental results indicate that the Mamdani method produced the highest consistency with the expert-defined reference rules, achieving an agreement accuracy of 0.800, precision of 0.825, recall of 0.800, and F1-score of 0.797. In comparison, both Sugeno and Tsukamoto produced lower performance with an accuracy of 0.700 and F1-score of 0.728, although they achieved slightly higher precision values of 0.880. The findings indicate that the Mamdani fuzzy inference system provides more stable and consistent inference behavior relative to the predefined aquaculture reference rules for shrimp pond water quality assessment. Furthermore, the proposed web-based monitoring system demonstrates the practical potential of fuzzy logic approaches in supporting sustainable smart aquaculture management and environmental monitoring.
Convolutional neural network enhancement for mobile application of offline handwritten signature verification Wifda Muna Fatihia; Arna Fariza; Tita Karlita
TELKOMNIKA (Telecommunication Computing Electronics and Control) Vol 22, No 4: August 2024
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/telkomnika.v22i4.25849

Abstract

The increase in signature forgery cases can be attributed to the escape of forged signatures from manual signature verification systems. Researchers have developed various machine learning and deep learning methods to verify the authenticity of signatures, one of which uses convolutional neural networks (CNNs). This research aims to develop a mobile application for handwritten signature verification using CNN architecture by adding a batch normalization technique to its layer. The performance of our proposed method achieved a verification accuracy of 86.36%, with a 0.061 false acceptance rate (FAR), 0.303 false rejection rate (FRR), and 0.182 equal error rate (EER), which is compatible to be embedded in smartphones. However, there is still a need for further development of the CNN model and its integration with mobile applications.
Optimasi Sistem Antrian Digital Terintegrasi Fitur Chat pada Layanan Kelurahan Gebang Putih Berbasis User-Centered Design Adam Shidqul Aziz; Nur Rosyid Mubtadai; Desy Intan Permatasari; Ferry Astika Saputra; Iwan Syarif; Arna Fariza; M. Udin Harun Al Rasyid; Nana Ramadijanti; Irwan Sumarsono; Ahmad Syauqi Ahsan; Umi Sa'adah; Andhik Ampuh Yunanto; Selvia Ferdiana Kusuma; Grezio Arifiyan Primajaya; Renovita Edelani; Asy Syaffa Khoirunnisa; Adam Ghazy Al Falah
El-Mujtama: Jurnal Pengabdian Masyarakat  Vol. 6 No. 1 (2026): El-Mujtama: Jurnal Pengabdian Masyarakat
Publisher : Intitut Agama Islam Nasional Laa Roiba Bogor

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47467/elmujtama.v6i1.10826

Abstract

Digital transformation in the public sector has encouraged the development of queuing systems that not only organize service flows but also provide faster and more accurate access to information for citizens. Gebang Putih Urban Village, a community partner of the Electronic Engineering Polytechnic Institute of Surabaya (PENS), implemented a digital queuing system based on Android and web platforms in 2024; however, the system still had limitations in terms of responsiveness and communication channels with citizens. This community service activity focuses on the technical optimization of the queuing system by integrating a chat-based interaction feature into the mobile application and simplifying the queue number retrieval flow through conversational interaction. The system was developed using a User-centered design (UCD) approach, with key stages including needs analysis based on the evaluation of the previous system, design of a new system architecture, implementation of chat integration, and internal testing with urban village officers as key users. The optimization results cover three main technical aspects: (1) integration of the chat service module into the mobile application without modifying the core queuing logic, (2) a queue number retrieval feature via chat that is directly connected to the digital queuing module, and (3) a two-way chat channel between citizens and officers facilitated through a web-based dashboard. Internal trials indicate improvements in service workflows, reduced face-to-face interactions for simple inquiries, and increased staff understanding of how to use the digital system. From a community engagement perspective, this work represents a development and capacity-building phase that strengthens officers’ ability to manage technology-based services and provides a technical foundation that is ready to be disseminated and replicated in other urban villages with minimal adaptation.
Water Quality Control System Based on Web Application for Monitoring Shrimp Cultivation in Sidoarjo, East Java Arna Fariza; Setiawardhana Setiawardhana; Bima Sena Bayu Dewantara; Aliridho Barakbah; Dadet Pramadihanto; Idris Winarno; Tessy Badriyah; Tri Harsono; Iwan Syarif; Wahjoe Tjatur Sesulihatien; Puspasari Susanti; Achmad Thorikul Huda; Oktavia Citra Resmi Rachmawati; Izza Nur Afifah; Rudi Kurniawan; Silfiana Nur Hamida
GUYUB: Journal of Community Engagement Vol 4, No 3 (2023)
Publisher : Universitas Nurul Jadid

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33650/guyub.v4i3.7245

Abstract

Shrimp farming plays a crucial role to the Indonesian economy, but it is facing challenges from shifting weather patterns and global warming. This research focuses on the development and implementation of a web-based water quality monitoring system for shrimp farming to address these concerns. The research, conducted in collaboration with shrimp farmers in Sidoarjo, East Java, introduces PENS Aquaculture program, which is designed to efficiently monitor pH, salinity, and temperature. The system employs Internet ofThings (IoT) technology, which allows farmers to register several ponds, analyze water parameters, and receive real-time data through tables and graphs. The research takes a mixed-methods approach, integrating quantitative data from IoT devices with qualitative insights gathered through surveys and interviews with shrimp farmers. The study aims to evaluate the influence of IoT technology on shrimp pond quality and its contribution to the production. The findings show that PENS Aquaculture application is helpful in increasing shrimp farming efficiency, providing significant insights for the fisheries and cultural sectors.
Spatial Mapping of Endemic Diseases in Lamongan Regency Using Natural Breaks Clustering Much Chafid; Ahmad Walid Hujairi; Muhammad Turmudzi; Arna Fariza; Mohammad Robihul Mufid; Shintia Dewi Rahmawati
Jurnal Teknologi Informasi dan Terapan Vol 12 No 2 (2025): December
Publisher : Jurusan Teknologi Informasi Politeknik Negeri Jember

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25047/jtit.v12i2.459

Abstract

Endemic diseases are health problems that require continuous monitoring to prevent their spread. However, the lack of interactive spatial data visualization can make it difficult for health agencies to analyze the distribution of diseases effectively. This study aims to build a spatial mapping system for endemic diseases in Lamongan Regency using the Natural Breaks clustering method. The data used in this study include sub-district data, population, and endemic diseases obtained from the Lamongan Regency health profile website. The system was developed using the Laravel 10 framework and MySQL database, with Metabase as a data visualization tool. The geovisualization method is applied to display the distribution of diseases in the form of interactive maps based on sub-districts. The system allows users to trace the spatial and temporal trends of endemic diseases more easily. The test results show that the system is able to display information accurately and interactively, so that it can help health agencies in monitoring and planning regional health policies more effectively
Mitigating Distributed Denial of Service Attacks on IoT Systems Using Gemstone Architecture Mohammad Robihul Mufid; Yogi Pratama; Arna Fariza; Saniyatul Mawaddah; Much Chafid; Agus Wibowo
Jurnal Teknologi Informasi dan Terapan Vol 12 No 2 (2025): December
Publisher : Jurusan Teknologi Informasi Politeknik Negeri Jember

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25047/jtit.v12i2.460

Abstract

One of the problems in the Internet of Things (IoT) system is the Distributed Denial of Service (DDoS) attack on the information technology infrastructure on the Internet network. This is because the IoT device system does not have a portal gateway configuration that is capable of providing the necessary security and privacy protection. In this study, the focus is on the mechanism for reducing the impact of DDoS attacks of the http flood type on the layer framework using PHP Swoole. PHP Swoole utilizes event-driven which provides several features to access the transport layer in onConnect so that it can be used to implement initial security such as access control lists, connection concurrency management, and optimizing server performance. The methodology used is to develop a TCP connection filtering algorithm by implementing a simple queue system by accepting 67% of connections to be forwarded to the next layer and 33% of connections will be queued for a timeout of 2 seconds. The results of this study show that the server can minimize the impact of DDoS and handle traffic specifically for http requests with an average latency of 871.8ms.
IMPLEMENTASI KALIBRASI OTOMATIS PADA WATER QUALITY METER UNTUK PEMBELAJARAN MONITORING KUALITAS AIR DI PKP SIDOARJO Arna Fariza; Teguh Hady Ariwibowo; Agus Indra Gunawan; Setiawardhana Setiawardhana; Nu Rhahida Arini; Maulana Bintang Irfansyah; Ahmad Harun; Santi Santi; Nurmala Asifatu Zahro; Rahmat Maghrobi Alwafi; Ainul Muhlasin; Zaky Wahyu Oktavianto; Naufal Pandu; Naufal Nafi' Nusantoro; Muhammad Irfan Tam Tomo
Jurnal Pengabdian Masyarakat - Teknologi Digital Indonesia. Vol 5, No 1 (2026): Maret 2026
Publisher : Lembaga Penelitian dan Pengabdian Masyarakat - Universitas Teknologi Digital Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26798/jpm.v5i1.2341

Abstract

Kualitas air merupakan faktor utama yang menentukan keberhasilan kegiatan budidaya dan pembelajaran praktikum di bidang akuakultur. Politeknik Kelautan dan Perikanan (PKP) Sidoarjo sebagai institusi pendidikan vokasi membutuhkan perangkat monitoring yang akurat, mudah digunakan, dan relevan untuk mendukung kegiatan praktikum mahasiswa. Kegiatan pengabdian masyarakat ini bertujuan untuk mengimplementasikan modul Water Quality Meter (WQM) yang telah dilengkapi sistem kalibrasi otomatis berbasis Recursive Error Correction (REC) sebagai upaya meningkatkan akurasi pengukuran parameter kualitas air, meliputi pH, suhu, dan salinitas. Metode pelaksanaan terdiri dari tahap perencanaan, persiapan, pelatihan, demonstrasi, serta evaluasi penggunaan alat di fasilitas kolam uji PKP Sidoarjo. Hasil kegiatan menunjukkan bahwa modul WQM 2025 mampu memberikan pembacaan sensor yang stabil dan konsisten ketika digunakan dalam sesi praktik lapangan. Integrasi sistem REC terbukti meningkatkan ketepatan hasil pengukuran tanpa memerlukan proses kalibrasi manual yang kompleks. Peserta kegiatan memperoleh peningkatan pemahaman mengenai pemantauan kualitas air berbasis IoT serta mampu mengoperasikan alat dan platform monitoring secara mandiri. Program ini juga membuka peluang kolaborasi berkelanjutan dalam pengembangan teknologi terapan untuk pendidikan vokasi kelautan dan perikanan
Co-Authors Achmad Basuki Achmad Thorikul Huda Adam Ghazy Al Falah Aditama, Darmawan Afrida Helen Agus Indra Gunawan Agus Indra Gunawan Agus Prayudi Agus Wibowo Ahmad Harun Ahmad Syauqi Ahsan Ahmad Walid Hujairi Ahsan, Ahmad Syauqi Ainul Muhlasin Al Falah, Adam Ghazy Alfaqih, Wildan Maulana Akbar Ali Ridho Barakbah Amadea Permana Sanusi Andhik Ampuh Yunanto Andy Soeseno Annisa Rasyid Ardinur Mahyuzar Ardiyanto Happy Susilo Arif Basofi Arif Basofi Arif Basofi Asmara, Rengga Asy Syaffa Khoirunnisa Aziz, Adam Shidqul Basofi, Arif Basofi, Arif Bima Sena Bayu Dewantara Dadet Pramadihanto Dadet Pramadihanto Damastuti, Fardani Annisa Darmawan Aditama Desy Intan Permatasari Desy Intan Permatasari, Desy Intan Deyana Kusuma Wardani Edelani, Renovita Entin Martiana Kusumaningtyas Eskaluspita, Pratama Fardani Annisa Damastuti Faris Abdi El Hakim Faris Abdi El Hakim Fatihia, Wifda Muna Febrianti, Erita Cicilia Ferry Astika Saputra Ferry Astika Saputra Fikriyah, Masnatul Firman Arifin Grezio Arifiyan Primajaya Hamida, Silfiana Nur Harun, Ahmad Hestiasari Rante Hestiasari Rante Hidayah, Nadila Wirdatul I Made Akira Ivandio Agusta I.G. Puja Astawa Idris Winarno Idris Winarno Ikawati, Yunia Ilham Iskandariansyah Imam Mustafa Kamal Istiqomah, Galuh Nurul Iwan Syarif iwan Syarif Izza Nur Afifah Jamilatul Badriyah Jauari Akhmad Nur Hasim Kanza, Rafly Arief Khasanah, A’at Khoirunnisa, Asy Syaffa Kholid Fathoni Kindarya, Fabyan Kirana Hanifati Kusuma, Harun Indra Kusuma, Oskar Galih Wira Kusuma, Selvia Ferdiana M Udin Harun Al Rasyid, M Udin Harun Madyono, Madyono Majid, Nur Syaela Marcell Bintang Setiawan Maulana Bintang Irfansyah Maulana, Rifqi Affan Mayangsari, Mustika Kurnia Mochammad Rizki Hidayat Mohammad Robihul Mufid Mohammad Robihul Mufid Mu'arifin Mu'arifin Much Chafid Mufid, Mohammad Robihul Mufid, Mohammad Robihul Muhammad Irfan Tam Tomo Muhammad Turmudzi Muhammad Turmudzi Nabilah, Anisah Nana Ramadijanti Nana Ramadijanti, Nana Naufal Nafi' Nusantoro Naufal Pandu Nindy Ilhami Ninik Purwati Novita Putri Lestari Nu Rhahida Arini Nur Rosyid Mubtadai Nur Rosyid Mubtadai, Nur Rosyid Nurhidayah - Nurhidayah - Nurmala Asifatu Zahro Oktavia Citra Resmi Rachmawati Oktavia Citra Resmi Rachmawati Pratama, Chrysna Ardy Putra Primajaya, Grezio Arifiyan Puspasari Susanti Puspasari Susanti Rahmad Santosa Rahmana, Rizal Rahmat Maghrobi Alwafi Rante, Hestiasari Rengga Asmara Renovita Edelani Riyanto Sigit, Riyanto Rosiyah Faradisa Rossi Arisdiawan Rudi Kurniawan Sa'adah, Umi Safrudana, Maulyd Ahdan Saniyatul Mawaddah Santi santi Sasmita, Rizka Rahayu Selvia Ferdiana Kusuma Setiawardhana Setiawardhana Setiawardhana Setiawardhana Setiawardhana Setiawardhana, Setiawardhana Shintia Dewi Rahmawati Silfiana Nur Hamida Sumarsono, Irwan Teguh Hady Ariwibowo Tessy Badriyah Tessy Badriyah, Tessy Tita Karlita Tita Karlita Titis Octary Satrio Tri Harsono Tri Harsono Umi Sa'adah Wahjoe Tjatur Sesulihatien Wahjoe Tjatur Sesulihatien Walujo, Ivana Yudith Wifda Muna Fatihia Wifda Muna Fatihia Wiratmoko Yuwono Yesta Medya Mahardhika Yoedy Moegiharto Yogi Pratama Yufi Eko Firmansyah Yunia Ikawati Zaky Wahyu Oktavianto Zulfian Nafis