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Journal : JOIN (Jurnal Online Informatika)

Pyramid Quantum Neural Network Based Resource Allocation with IoT: A Deep Learning Method Singh, Khushwant; Yadav, Mohit; Kirti; Kumar, Sunil; Sobirov, Bobur
JOIN (Jurnal Online Informatika) Vol 10 No 1 (2025)
Publisher : Department of Informatics, UIN Sunan Gunung Djati Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15575/join.v10i1.1578

Abstract

As more smart devices are connected and collecting massive quantities of data, the Internet of Things is growing rapidly. Resource management is another crucial issue since IoT networks are very diverse and often built and rebuilt dynamically. This study introduces a new kind of deep learning model known as the Pyramid Quantum Neural Network (PY-QNN) to solve the problem of resource allocation in Internet of Things systems. PY-QNN builds on quantum computing to improve the accuracy, scalability, and computation performance of Deep Learning. Because of superposition and entanglement, which increase generalization and provide faster convergence, QNNs enhance learning capabilities. The pyramid structure also helps manage the hierarchy of IoT networks. In order to forecast efficient resource assignment and implement this as soon as feasible to lower latency and boost efficiency, PY-QNN uses simulated resource and network requirements. Experimental findings demonstrate that PY-QNN outperforms baseline common deep learning techniques by reducing resource waste and offering online solutions, especially in large and complex IoT networks.
Co-Authors Abdillah, Yusuf Abdukhamidov, Sarvar Abdullah, Siti Intan Nurdiana Wong Adolf Z. D. Siahay Afriadi, Bambang Agustina, Diyah Dwi Agustinus Salle, Agustinus Ahmar, Ansari Saleh Aji Bimantara, Vitara Akbar Iskandar Alunis, Kalyca Shafhah Suci Amiriddinova, Muslima Amiruddin, Erwin Gatot Astuti, Niken Probondani Az-Zahra, Aulia Miftah Bala, Rima Parawati Berlianto, Margaretha Pink Colega Oli, Mario Edi Priyono Ekhsonov, Jasur Esti Royani, Esti Fatkar, Budiastuti Fatmawati, Elia Resha Febrianur Ibnu Fitroh Sukono Putra Fenitra, Rakotoarisoa Maminirina Fitri Fitri Husni Thamrin Ilham S., Walhaarik Isnaniah, Isnaniah Kamaruddin Kamaruddin Khaq, Akhsanul Kherani, Riska Kirti Lusiana Margareth Tijow Mahmudova, Zarrina Makhmadieva, Charos Makhmudova, Aziza Martini, Ni Nyoman Putu Maryani Maryani Mochammad Mirza Mochammad Tanzil Multazam Muhamad Nur Nortjahjo, Arief Nur Salam Nurul Qomariah Patel, Kavya Phahlevi, Rifqi Ridlo Poppy Febriana Purnomo, Melati Indah Putra, Rangga Mega Rahmatullah Rahmatullah Refisca, Syania Fidya Rina Arum Prastyanti, Rina Arum Rini Handayani Rizal Bakri Rofeeva, Rukhshona Rosmeri Simorangkir, Melda Rumia Roymon Panjaitan Sagala, Rotua Valentina Salim, Nicko Christian Singh, Khushwant Singh, Pawan Kumar Siti Almaidah Siti Solekhah Sri Budi Purwaningsih, Sri Budi Sugeng Lubar Prastowo Sunil Kumar, Sunil Sutianingsih, Sutianingsih Syahira, Aurisa Syam, Agus Thamrin, Muhammad Arganata Totok Wahyu Abadi Toyirova, Shokhista Triana, Astri Turdibekov, Khasan Vafokulova, Mekhruza Valentino Aris, Valentino Winjaya Laksana, Andri Yadav, Mohit Yuldosheva, Latofat Yuli Andriansyah