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Machine Learning Paradigm for Internet of Things Applications


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href="#ulink_5f4a9c9f-fb74-599d-bb10-f34ff1da4c2f">Figure 1.2 Pune smart city overview.

       1.2.2.1 Specifications

      This city has been developed to create an overall master plan based on a patented econometric model that will make Pune fit for the future up to 2030 comprehensive infrastructure specifications that have been completed for the next 5 years. It aims at a comprehensive range of urban options, including job opportunities creation, socio-economic growth, and beyond infrastructure and habitability [4].

       1.2.2.2 Transport and Mobility

      Real monitoring system of the live ongoing buses in the city is to track the location of different locations. Smart bus stops with the public information systems. This live tracking of the buses is availed through the mobile app by the people in this eco system. Around 319 signals are present in the city where the pedestrian right get the way for the emergency response system [4]. Also, advanced traffic management system by using the CCTV and the mobile GPS-based traffic system analysis is similar to Google live traffic system and intelligent road asset management system to help all.

       1.2.2.3 Water and Sewage Management

      New advanced technologies for water management are introduced in the smart bulk meters with the SCADA, for the commercial establishment; it used for the domestic households through the campaign along with a revised telescopic traffic.

      1.3.1 Funding Process by Government

      Pune is an smart example that has successfully launched a municipal bond, documenting its own process and replicating the success of the other cities.

      The source of funds may vary in different countries; the sources of the smart city projects are provided by government and the private organizations; they are state government and the urban local bodies and central government. Public-private partnership organizations, convergence with the other government mission resources, and also load providers are all contributing in this mission progress. Analysts think that national transformative projects such as the Smart Cities Mission will take time to implement in a vast country like India. The mission is also suffering from the lack of urban planners.

A bar graph depicts the funds raised by government of India.

      The vision of a community and the priorities of people form an important aspect of the planning of smart cities. Since each city has distinct strength and the disadvantages, it is possible that their respective approaches to creating a smart city will vary. Here are some attempt to analyze the possible variation of the city setup by economical-based setup architecture [6]. Cities can be turned smart with any mixture of different smart components. A city does not need to be branded as smart for all the components. The number of smart components depends on the cost and available technologies.

      1.4.1 Physical Infrastructure-Based

      Digital innovations, in terms of physical technology, a smart city, transform into improved public facilities for people and better resource use while reducing environmental impacts. A city that integrates physical infrastructure, IT infrastructure, social infrastructure, and business infrastructure with a view to exploiting the city’s collective intellect. Technologies for embedded sensing allow data collection and analysis in real time [7]. This data is then presented to infrastructure companies as meaningful and accurate information, allowing them to make more sophisticated decisions [8]. AI learning is introduced in the infrastructure-based architectural-based systems which have more result in the accuracy and the beneficial purposes. For a deeper understanding of the usage of resources, AI may use accurate, robust, and practical knowledge obtained and processed by smart infrastructure. A change in urban planning and development leads to a more efficient and secure infrastructure that is better tailored to the needs of people. The data collection are carried through the process by the collecting the individual responses.

      1.4.2 Social Infrastructure-Based

Schematic illustration of the physical infrastructure workflow.

      This entire infrastructure aims system of objects essential for the promotion of human activity, communications, as well as businesses, organizations, and organizations, delivering social and household services to the community, management bodies, and workers whose operations are structured to meet the social needs of people in conjunction with the quality of life indicators created [11]. Certain areas should be covered in the social engineering process like the electricity supply with the higher energy and sustainable solid waste management robust connectivity and digitalization.

      1.4.3 Urban Mobility

      Mobility