Integration of Internet of Things (IoTs) with Wireless Sensor Networks (WSNs) for a Transformative Secure Community Mindset Applied Deep Learning Models and Natural Language Processing Techniques

The amalgamation bond between human-to-machine communications (H2M) with the Internet of Things (IoTs) technology has played a major role in easing the burden on conventional living methods in most developed communities. Wireless sensor networks (WSNs) integrated with the Internet of Things (IoTs) are paving the way to society 5.0 of a shared community sphere with the people, environment and economic growth. The study propose a neural language processing-deep learning model (scoring model) for data security and information encoding as part of the fight to ensure security for communications and data sharing. Recently, machine-machine (M2M) has dominated human-machine (H2M) coexistence. The global economy has survived and flourished in Industry 4.0 without compromising on our community standards, environment, and economic growth. The little share approach in Industry 4.0 is now manifesting in global climate change impacts. The study uses a community mindset transformation appraisal (CMTA) concept and applied deep learning knowledge and natural language processing data. Wireless sensor networks (WSNs) nodes are used as edges of redistributed data and sensor nodes. A formulated data flow is applied to deep learning model summation of data flow (DLMSDF) concept. Formulated data is applied to the input, hidden layers, and output layers to demonstrate a possible method to monitor data flow. Based on information on deep learning models summation of data flow (DLMSDF), a grade of 30 bits were recorded as input data equal to output and a score of 4.58 and 4.0909 for Class B and Class A respectively. This is as per the behavioral influence of the Internet of things and wireless sensor networks on data security for community mindset. We concluded that the Integration of IoTs with WSNs can secure a perfect transformative community mindset free of security threats, corruption, racism, poverty, dominant attitudes, and lack of information.