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Modern civilization is migrating toward Smart cities, which use sophisticated technologies such as IoT, artificial intelligence, cloud computing, blockchain, and others to improve the quality of life for their citizens in areas such as transportation, traffic management, environment, government interaction, and even the local economy. Maintaining a system is necessary for a time-saving life because of the comfortable lifestyle and digital security. For instance, we must be concerned about the daily road accidents by automobiles to achieve the security required to construct a smart city. Every year, hundreds of people are killed in car accidents around the world as a result of drowsy drivers. This information emphasizes the importance of a sleep sensor application in preventing such tragedies and, ultimately, saving lives. To address this challenge, we offer a unique intensive learning strategy based on neutral neural …