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All Journal JOIN (Jurnal Online Informatika) IJEFSD
Kirti
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Computer Science & IT Economics, Econometrics & Finance

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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.
Status and Journey of Financial Inclusion in India Kirti
International Journal on Economics, Finance and Sustainable Development Vol. 4 No. 12 (2022): IJEFSD
Publisher : Research Parks Publishers

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31149/ijefsd.v4i12.3772

Abstract

Inequality and exclusion are the two biggest problems of economy and world. The roots of these problems are gone very deep. So to eradicate the problems of exclusion, inclusion growth is so much necessary. Many researchers have realized that the problems of exclusion create obstacles in the path of inclusion. Thus the inclusive growth is mandatory for the sustainable growth and development of economy. Providing opportunities for every person for improving his standard of living is necessary for a developing and prosperous economy and country. People’s growth is possible when they are connected with vital networks of modern economy. Many people, especially women, still lack access to financial services as well as financial literacy, which is a key for social inclusion. Financial access means access to a full suite of financial services provided with quality for everyone who can use financial services. It is necessary that every person understand the importance of financial inclusion. It is necessary to understand that the key ingredient of inclusion is financial inclusion. Inclusive growth refers to both pace and pattern of economic growth. Financial inclusion means to provide sustainable, affordable, safe, accessible life to human being with the help of a tool which is called finance. It helps in mobilizing the saving of person, make money from money, taking affordable loans, deposit money into banks, taking insurance for protecting their own lives and their families. Thus in this paper my main emphasis on the financial inclusion and economic growth.
Co-Authors Singh, Khushwant Sobirov, Bobur Sunil Kumar, Sunil Yadav, Mohit