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All Journal Jurnal Teknologi Informasi dan Ilmu Komputer JOIV : International Journal on Informatics Visualization Jurnal SOLMA Albacore : Jurnal Penelitian Perikanan Laut Multitek Indonesia : Jurnal Ilmiah IJoASER (International Journal on Advanced Science, Education, and Religion) Infotekmesin Journal of Robotics and Control (JRC) Jurnal Elkolind : Jurnal Elektronika dan Otomasi Industri Jurnal Ners International Journal of Marine Engineering Innovation and Research Journal of Applied Smart Electrical Network and System (JASENS) Indonesian Journal of Engineering Research Jurnal Al-Qiyam Jurnal Tana Mana Joutica : Journal of Informatic Unisla Nusantara Journal of Computers and its Applications Jurnal 7 Samudra Politeknik Pelayaran Surabaya Jurnal Teknologi Maritim Jurnal Cakrawala Maritim Joong-Ki Journal of Soft Computing Exploration
Arfianto, Afif Zuhri
Politeknik Perkapalan Negeri Surabaya
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Journal : Journal of Soft Computing Exploration

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Automatic identification system big data‑driven maritime traffic density prediction in surabaya port using PCA and k‑means clustering Arfianto, Afif Zuhri; Haj, Muhammad Izzul; Muhammad Khoirul Hasin; Noorman Rinanto; Imam Sutrisno; Dimas Pristovani Riananda; Dwi Sasmita Aji Pambudi
Journal of Soft Computing Exploration Vol. 7 No. 1 (2026): March 2026
Publisher : SHM Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52465/joscex.v7i1.22

Abstract

The management of maritime traffic directly determines the level of operational efficiency and safety achievable at major ports, including Tanjung Perak in Surabaya, which serves as a critical logistics node for eastern Indonesia. This study presents a comprehensive analysis of maritime traffic density prediction using Automatic Identification System (AIS) big data combined with Principal Component Analysis (PCA) and K-Means clustering techniques. The dataset comprises 1,173 vessel movements recorded in December 2025, encompassing various vessel types, port operations, and voyage characteristics. Through dimensionality reduction using PCA and unsupervised clustering with K-Means, we identified 10 distinct traffic patterns representing different operational profiles. The analysis revealed significant temporal patterns, with peak traffic occurring at 14:00 (79 vessels) and lowest traffic at 02:00 (18 vessels). The clustering results achieved a silhouette score of 0.3863, effectively segmenting vessels based on voyage distance, capacity, speed, draught, and temporal features. The results of this research offer practical guidance for port authorities seeking to improve resource allocation, traffic management, and operational efficiency based on empirical evidence.
Co-Authors A Aminudin A S Setiyoko Abdul Latif Abdul Latif Achda Atma Azizah K Adhitya, Ryan Yudha Adi Susanto Adianto Adianto Adianto Adianto Aditya Maharani Agus Khumaidi Agus Khumaidi Agus Widodo, Hendro Ahmada, Ezra Adillafasyah Aldian Dwi Pamungkas Am Maisarah Disrinama Ana Surya Ningrum Anda Iviana J Andi Gofer Alvian Andrei Widjanarko Andri Atmoko, Rachmad Anggi Kirana, Lailicia Ani Dwi Ratnasari Ar Rahmah, Nur Zafira Arya Ari Wibawa Budi Santosa Ari Wibawa Budi Santosa Artanti, M. D. As'ari, Nur Hasyim As'ari Asmara, I Putu Sindhu Asri, Purwidi Bagas Aji Saputra Bambang Teguh Setiawan Basuki Rahmat Binti Mualifatul Rosydah Burjulius, Renol C R Handoko C. I. Sutrisno Chikita Anisa Poerestika D A Utari Deni Oktavina Radiant Denny Dermawan Dewa Pamungkas Dewa Pamungkas Dhiyavia, Fuad Dian Asa Utari Didik Sukoco Dika Rahayu W Dimas Pristovani Riananda Dimas Pritovani Riananda Dody Hidayat Dwi Sasmita Aji Pambudi Edy Prasetyo Hidayat Edy Prasetyo Hidayat, Edy Prasetyo Edy Setiawan Eko Poetro, Joessianto Eko Supriyanto Elsayed T.Helmy Elsayed T.Helmy Erna Erna, Erna Farhad Waseel Farizi Rachman H A Widodo Haj, Muhammad Izzul Hariyanto Soeroso Hasin, Muhammad Khoirul Hendra Agus Widodo Hendro Agus Widodo Hendro Agus Widodo Hery Sutrawan Nurdin, Hery Sutrawan Hozairi I Nyoman Gunantara Ii Munadhif Iie Suwondo Iie Suwondo Ika Erawati Imam Sutrisno Imam Sutrisno Isa Rachman Iskandar Iskandar Iskandar Joessianto Eko Poetro Kunal Kunal Kunal Kunal Kunal, Kunal Laili Ayu Sa’diah Lailicia Anggi Kirana Lanang Ilham Kelana Lena, Sonty Lilik Subiyanto Lisa Agustin M B Rahmat Mat Syai'in Mochamad Dhani Inwanul Farikh Mohammad Abu Jamii’in Mohammad Abu Jami’in Mohammad Basuki Rahmat Mohammad Basuki Rahmat, Mohammad Basuki Muhamad Nasir Muhammad Khoirul Hasin MUHAMMAD NIAL ALANUS SHOLAH Muhammah, Anisatul Mujtaba Fa'akuli Zazila Munandar, Erik Nancy Nurinasari Nguyen Phong, Thanh Nugroho, Agung Nur Hudha Wijaya Padang Tunggal, Tatiya Prayoga, Yusma'el Khammi Prisma Megantoro Priyangga, Bayu Putra, Zindhu Maulana Ahmad Rachmad Andri Atmoko Rachmad Andri Atmoko Radianto, Denny Oktavina Ramadhan, Novalliansyah Ramadhan Rehardendi, Dimas Afif Renanda Nia Rachmadita Riananda, Dimas Pristovani Rinanto, Noorman Rini Indarti Rini Indarti Rizal Indrawan Robbi Rahim Ryan Yudha Adhitya Sa'diyah, Aminatus Santosa, A. F. Saputra, Bagas Aji Setiyono, Dwi Agus Sheilla Nurlailly Insani Subagio So’im Subagio Soim Subekti, Joko Sudiyono Sudiyono Sugeng Santoso Surya Ningrum, Ana Suwandi, Donny Aryo Seno Syamsiar, Syamsiar T.Helmy, Elsayed Tarikh Azis Ramadani Tatiya Padang Tunggal Thanh Nguyen Phong Tri Budi Santoso Trio Andika Putra Valian Yoga Pudya Ardhana Waseel, Farhad Widjanarko, Andrei Yuda Irawan Yuniati, R.A. Norromadani Zindhu Maulana Ahmad Zindhu Maulana Ahmad Putra Zindhu Maulana Ahmad Putra