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Implementasi Sistem Pengaturan Lampu Lalu Lintas Berbasis DRL untuk Mengoptimalkan Durasi Lampu Hijau Firnando, Roqman; Saprudin
AI dan SPK : Jurnal Artificial Intelligent dan Sistem Penunjang Keputusan Vol. 3 No. 2 (2025): Jurnal AI dan SPK : Jurnal Artificial Inteligent dan Sistem Penunjang Keputusan
Publisher : CV. Shofanah Media Berkah

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

Abstract

Kemacetan lalu lintas di persimpangan jalan merupakan masalah serius di kota-kota besar, terutama akibat sistem kontrol lampu statis yang tidak adaptif. Sistem konvensional seringkali tidak mampu merespons kondisi lalu lintas real-time, mengakibatkan antrean panjang dan waktu tunggu yang tidak efisien. Oleh karena itu, penelitian ini mengimplementasikan sistem pengaturan lampu lalu lintas berbasis Deep Reinforcement Learning (DRL) untuk mengoptimalkan durasi lampu hijau secara adaptif. Pendekatan DRL dengan algoritma Double Deep Q-Network (Double DQN) diimplementasikan dalam simulasi SUMO. Agen DRL dilatih untuk menerima informasi state (jumlah antrean kendaraan dan fase lampu hijau yang aktif) dan menghasilkan action (memilih durasi fase hijau). Fungsi reward dirancang untuk meminimalkan "Tekanan" sistem (yaitu jumlah kuadrat antrean), yang berfungsi untuk menghukum ketidakseimbangan lalu lintas dan memandu agen belajar strategi optimal. Hasil pengujian komparatif pada berbagai skenario, khususnya skenario acak untuk uji generalisasi, menunjukkan DRL secara signifikan lebih unggul dari sistem kontrol waktu tetap (Statis-30s dan Statis-60s). DRL berhasil menurunkan rata-rata antrean hingga 36.76%, meningkatkan rata-rata kecepatan kendaraan hingga 29.47%, dan meningkatkan throughput hingga 2.70% (vs. Statis-60s). Terhadap Statis-30s, DRL unggul dengan penurunan rata-rata antrean 12.86%, peningkatan rata-rata kecepatan 6.05%, dan peningkatan throughput 2.86%. Keunggulan ini mencakup kemampuan bergeneralisasi yang kuat. Penelitian ini menyimpulkan pendekatan DRL dengan Double DQN adalah solusi efektif dan tangguh untuk mengoptimalkan durasi lampu hijau.
Implementation of E-Governance Through the Development of Information Technology-Based Employee Competencies at the Supreme Court Training and Leadership Center Saanih; Suryaningsih; Saprudin; Fansuri, Ifan Hamzah; Riyadi, Slamet; Rasyid, Abdul Rahman; Maulana, Ridwan; Mahendra, Dion
Journal of Political and Governance Studies Vol. 2 No. 1 (2026): Januari 2026
Publisher : Catalist Indo Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.64670/jpgs.v2i1.65

Abstract

Background This research analyzes the implementation of e-governance to accelerate digital transformation and build an adaptive training ecosystem at the Management and Leadership Training Center of the Supreme Court. Methods Utilizing a qualitative descriptive approach through literature study and institutional observation, the findings are mapped using four analytical frameworks: Governance, Network, Institutional, and Multi-Level. Results The study reveals that integrating systems such as SIMDIKLAT, a Learning Management System (LMS), e-assessment, and e-administration has significant potential to create an intelligent, integrated, and accountable training ecosystem. The success of this transformation heavily relies on three main pillars: intensive digital collaboration across units, the implementation of robust Standard Operating Procedures (SOPs), and seamless system interoperability. However, the implementation faces significant challenges, including uneven technological infrastructure, a digital literacy gap among staff and trainers, and complex issues related to data security and a not-yet fully adaptive work culture. Conclusions The implications of these findings are exploratory, necessitating further empirical validation and testing to measure the specific impact of each framework on training performance and effectiveness. Practically, this research recommends strategic actions, such as strengthening and equalizing technology infrastructure, aligning curricula with digital competency needs, utilizing learning analytics data for decision-making, and building strategic partnerships with various stakeholders. The originality of this study lies in its contribution of a multidimensional analytical framework specifically designed to orchestrate e-governance transformation within government training institutions—a topic still relatively rarely discussed in a holistic and integrated manner in the existing literature.
Co-Authors A. Nurul Anwar A.Nurul Anwar Aan Andika Aang Suryana Abd Mutalib, Susanti Abdi Virgiansyah, Ferdinand Abdullah, Julie Abdurahman Abi Sarwan Alwafi Abiyyu Ghanim, Namero Absar Abdallah, Zidan Achmad Faishal Adam Fanrian, Aldi Adinda Dwi Lestari Aditsa Akmal Fauzi Aditya Bayu Nugroho Aditya firmansyah Aditya Hafizh Nugraha Aditya Mulia Utama Adlan El Fatih, Muhammad Adrian Mutu Adryan, Yokshane Agil Al Munawar, Syaid Ahmad Aldi Mumtaz Ahmad Baihaqi Ahmad Fauzan Ahmad Fauzi Ahmad Fa’idh Rifa’i Ahmad Febrian Ahmad Noval Ramadhan Ahmad Nurjihadi Aji Muhamad Galih Ajib Bahauddin Akbar Berwyn Kurniawan Akmal Bagus Satrio Al Azazi, Haqiqi Al Wafi Putra P, Pradipa Aldyandzah, Muhammad Alfat Ardiansa Alfi Ardiansyah Alfira Lia, Erika Alfitra, Ramadhani Alfy Rachman Sanad Alief Aziana Rifky Alifia Jurien Wilansky Alifiany, Maulidiya Almira Safana Alnayla Earthza Wilansky Amaludin, Muhyi Ananda, Fito Andhitiyara, Revan Angga Kurnia Anisa Karenina Anton Zulkarnain Sianipar Antonius R kopong Notan Anwar Ramadhan, Rangga Ardi Maulana ARDIANSYAH, SYAHRUL Ardyaksa, Aries Arfayruz Febrynur Hafidz Aries Ardyaksa Ariesandes, Thoty Arif Fajar Ramadhan Arif Nurdiyan Syah Putra Utama Arif Yoga Pratama Ariffiani Khusna, Latifah Arman Arrafi, Bintang Arria Gemilang Arya Nugraha Arya Sigit Asep Noor By Aslah, Titi Aslam Rasyid, Putra Asmat Audi Rachmawan Aulia Syakur, Roihan Ayu Apriyanti, Nur Ayuk Setiatun Ayyash Umar Kholid Az-Zarro, Fatimah Azriansah Yasin, Alfa Badru Duja, Reja Bagus Sadewo Bagus Supriyanto Balqis Fadhillah Bayu Prasetyo Wibowo, Muhammad Bayu, Ivan Bima Anggara Putra Bungai, Danny Cahya Radita, Jovan Chaerul Mustofa Chandra Dewi, Helen Chandra Kurniawan Chaniago, Suandito Devano Chantika A, Najwa Chintya Ayu Brillianti Choirul Azhari, Alfian Chrisna Putra, Rangga Citha Ahmad Pauzi Cut Fatma Anwar Dafa Ramadhan, Aditya Dafit Muttaqin Dahu, Marlina Ak. 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Irgi Irsandi Ramadhan Islamy, R Adharyan ISNAWATI Itkonul Akbar JAMALUDIN Janter Tampubolon, Rivaldo Jaya Giri Pratama, Donny Jaya Wijaya Jenal, Jenal Jonathan, Marcellino Julfandi Setiawan Luhu Julian, Achmad Juliansyah Syahputra Juniarti, Dini Junus, Onong Kahfi Djaelani Setiawan, Ahmad Kamaludin, Adhitya Kamilah, Natasya Khaerul Oktafiansyah Khairul Azami, Zaky Khoirul Sofyan Khoirunnisa, Salsa Kiki Rizki Fauzi Klaping, Christensen Rozy Kunchoro Hutomo, Ageng Kurnia, Denis Yunda Putri Kurnianto Putra, Ryu Lajaa, Widiya Lasmini, Indah Lattif Priatno Leptohoeve Tobias Tunjan Letto Adoe, Gusti Lingga Prasetyo LintangRaffi Nur Rizky Lovensia Catherine Marcella Ludina, Soma M. Agil Setiawan M. Hadin Muhjad M. Rifa’i Eka Pratama M. Rifqi Oktavian Nurcahyo M.Hafiz Putra Pratama M.Luthfi Hakim Maharani Nurohman, Intan Mahardika, Ryan Mahendra, Dion Marcelino Mardiah, Dede Martuah Pardamean Wijaya Siahaaan Maruapey, M. 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