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Enhancing Urban Sustainability through IoT Sensors and Data Analytics: Manuscript Abstract This research paper explores the multifaceted relationship among Internet of Things (IoT) sensors, urban sustainability, and local governance. The

goal of this paper is to demonstrate the importance of data-driven policies in promoting efficiency, transparency, and accountability to address critical urban challenges. This paper provides a comprehensive evaluation of existing research to address the gaps in existing literature and contribute to a more robust understanding of how IoT sensors can inform and improve public policies for smart and sustainable urban development. It also provides an overview of the research design and methodology that the study will adopt to conduct the research. Overall, the aim of this paper is to explore the concept of smart cities, which often involves the integration of IoT technologies by providing insights into the potential benefits and challenges associated with implementing IoT in urban environments. Introduction Public policies that exclude statistical or real-time data on air quality, traffic, and energy use from IoT sensors cause many serious problems. One of the main problems is the lack of efficiency, because these policies are inflexible and lead to poor allocation of resources, which will lead to the use of poor layers of capital in some areas and non-allocation in others. This failure also prevents the achievement of successful and operational goals. Outdated or inaccurate information on policies can lead to misallocation of resources, lack of time for optimization, and potentially negative impacts on the environment and public health. Additionally, the lack of data analysis and use of IoT sensors means policymakers lack improvement tools such as identifying trends, patterns, and areas for improvement. Additionally, data-driven policies promote transparency and accountability because they provide a clear basis for decision-making and evaluation of policy effectiveness. Without data, it will be difficult to evaluate policies and hold policymakers accountable for their outcomes. In summary, policies that ignore data analytics and IoT sensors are ineffective, unrealistic, and unresponsive to emergencies and may not address important urban issues such as air pollution, traffic, and energy use, hindering more efficient and effective use. and powerful cities. Additionally, these deficiencies can affect technological development, public participation, public-private partnerships, and the integration of research centers and organizations into society. Idrees et al. (2018) notes that Nations have established their own frameworks, regulations, and benchmarks for monitoring air pollution and for issuing warnings to residents. Although this data is limited to outdoor settings, most ratings are fixed and only capture average values. In real-time scenarios, air quality fluctuates and can be affected by various factors such as wind speed, population density, pollutant distribution, and whether it is an indoor or outdoor environment (Idrees et al., 2018). Public policies that neglect the incorporation of statistical or real-time data from IoT sensors lead to inefficiencies in resource allocation which can hinder the achievement of operational goals. Outdated or inaccurate information results misallocation of resources, potential negative impacts on the environment, and public health. Additionally, the lack of data analysis and use of IoT sensors hampers policymakers' ability to identify trends, patterns, and areas for improvement. This research seeks to address these issues by advocating for data-driven policies that promote transparency, accountability, and responsiveness to emergencies which help to contribute to more efficient and powerful cities. Existing literature, such as the study by Bibri (2018), has explored the role of IoT in smart sustainable cities. However, there are significant gaps in addressing issues related to environmental sustainability, integration of sustainable development, and the lack of specialized research. For instance, the research paper "The IoT for smart sustainable cities of the future: An analytical framework for sensor-based big data applications for environmental sustainability” primarily focused on investigating a similar theme on the role of the Internet of Things (IoT) and its interaction with big data in improving the security environment of the smart city. However, it still has some shortcomings, such as lack of interest in environmental sustainability, lack of integration of sustainable development, lack of specialized research, broad claims without evidence, lack of discussion of existing research, and unclear procedures, vaguely defined goals. etc. Analytical architecture, clarity of originality, limited by unresolved technical difficulties, no empirical data. These limitations highlight the need for significant research and focus in addressing this issue, specifically on how these issues are addressed in the public policy. 2 The theoretical framework of this research is grounded in the idea that data-driven policies, informed by real-time information from IoT sensors, are crucial for enhancing urban sustainability and governance. Drawing on theories of technological determinism and policy informatics, the research aims to establish a theoretical foundation for understanding how the integration of IoT data can lead to more responsive, efficient, and effective urban policies (Gray,2021). Research Question Ganesha & Aithal (2022) states that the formulation of the research question is essential for influencing research methodology and design, offering both clarity and an increased level of visibility into the research process. A research question remains unanswered until the proposed theory or proposition completes testing or verification. The purpose of an effective research question is to improve understanding of a fact, phenomenon, reality, truth, effect, dependent variable, or outcome variable of the focused subject. Ganesha & Aithal (2022) also notes that the research question plays an important role in determining the research methodology/design in addition to providing clarity and a higher level of visibility about the research. A research question well formulated is half answered and most importantly the moment scholars formulate their research question 50% of their Ph.D. journey is complete (Ganesha & Aithal, 2022). This research paper aims to address the key question on how the integration of Internet of Things (IoT) sensors for real-time data collection on environment and energy consumption can enhance the effectiveness of urban public policies, in the domains of resource allocation, environmental sustainability, and transparency. Some general question this research paper attempts to answer are as follows - This research questions aims to study and demonstrate the relationship among IoT sensors, urban sustainability, and local governance. It will also highlight the role the IoT sensors that are used to collect the real-time data on air quality, traffic flow, and energy consumption (Aslam, 2020). By/nInstructions student note: need to add 400 words in this - Research Design and Data Anlaysis /Interpretation Develop this paper further with additional data sources. More focus and details needed in the Research design segment as well as Data Interpretation and Analysis (Focus on How). and provide more clarity on the research design section and Data Interpretation and Analysis It should focus on how the research is collected? How data is collected? and How the data is being interpreted level of writing - PHD double spacing

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INSTRUCTIONS: Assignment 03 Perform Rol analysis and find the resulting ROI ad Spend as explained in step 6 Submit PDF report and excel file PDF report should consist of analysis tables and data and other applicable materials that you might create in the excel file Use APA 7th Edition format as a standard we have set for this semester Case: Measuring ROI for Measuring ROI on Sponsored Search Ads by Kinshuk Jerath SOLUTION STEPS: Step 1: Calculate weekly average total traffic from Google and Bing for 1-9 weeks and 10-12 weeks. Bing did not have a glitch so that works as a reference for us to assess the traffic difference. Step 2: Assess the difference between the two timelines and measure the % change. Normalize Google's change by reference to Bing. That means % change of Google - % change of Bing from the above line. Step 3: The multiplication of 156,585 and the absolute normalized value tell us the weekly average traffic attributable to ads. Step 4: Total spent on ads is the traffic from weeks 1-9 on sponsored ads of Google multiplied by avg CPC which is $0.6. Step 5: Revenue from additional traffic is the multiplication of weekly average traffic attributable to ads (step 3) and the margin from a customer arrival which is $2.52. Step 6: Rol on ad Spend is (step 5-step 4) / step 4.


4. Design a Value Based Business Model Matrix to justify the investment in ITOS- List down FIVE (5) Value based criteria. Value Added Services 1.) 2.) 3.) 4.) 5.) Benefits Key Metric (Description: 3 marks for each. Total: 15 marks)


Question 3 Recommend the potential technologies for each of the four stages of the SAMS. (Provide a table with quantitative and qualitative reasons, and a description.) (i) Type of relevant data to be sensed and how. (ii) Connectivity & communication protocols to transfer the data to the next stages. Computing infrastructure, data analytics layer to manage and analyse the data. (iv) Applications to analyse and visualise the data. (iii) (15 marks)


Question 4 Design the integrated FOUR (04) stages end-to-end solution using technologies recommended in Question 3 to address the problems identified in Question 1 and improved workflow in Question 2. Recommend a scalable solution to address the multiple construction sites. (Provide a solution diagram and a description.) (15 marks)


3. Design a Cost Based Business Model Matrix to justify the investment in ITOS- List down FIVE (5) criteria. Business Process 1.) 2.) 3.) 4.) 5.) Benefits Key Metric (Description: 3 marks for each. Total: 15 marks)


Capstone Project 1. Progress Report Brief. Dear students, You report should consist of the following sections: 1.Executive summary 2.Statement of problem a. List of design/research questions 3.Feasibility/proof of concept/design based on literature review a. Innovation/creativity/originality 4. Results a. Well-supported recommendations b. Critical analysis 5.Project management 6.Conclusion and Future Work 7.Appendix 8.Presentation of report a. Clear and effective communication


Imagine that you are given ten minutes in a Zoom interview to demonstrate how you would design a connected product application for Travis Gordon, to help him manage his hospital network. Write a simple script for your interview that includes text, graphics from the textbook (which may be annotated), and sketches you make. Problems and Related Solutions • Specifically, Travis needs to be able to sense (read, learn) and actuate (write, control) the real- time status of all the IT equipment in the hospital. Consider end-user devices typical of a hospital (desktops, laptops, and phones but also smart monitors, smart beds, smart anything electronic or mechanical in the hospital) and the networking devices needed to connect everything using edge, fog, and cloud computing. • Travis must administer this network from any of his devices (home and office desktops; tablet that he walks around the facilities with; and smartphone when he is away). • Study his persona, but you do NOT have to solve ALL of Travis' problems! • Travis is NOT a patient; he has to keep all the equipment (not just desktops and phones) in the hospital running. So you can use the book example networks as a starting point, but speculate on how to change them./nTechnology • the technology you are asked to use is loT - Health Care and Well-Being (see Library Course Materials, Enabling the Internet of Things. Iqbal textbook B). • Figure 4.9 (pregnant woman) and Chapter 7.3 (Figures 7.2, 7.3, and 7.4) are the most relevant. But remember, Travis isn't the patient, he is the IT person who has to run the systems explained in those diagrams. So you will have to modify the diagrams to include Travis' perspective. • the system must include local sensors and actuators (both), an loT gateway, a cloud service. and the web application and mobile app • the sensors and actuators (loT medical instruments), and the loT gateway, should be located around the hospital • the loT gateway (to which the sensors and actuators are connected), the cloud service, the web app, and the mobile app are all connected to the Internet, but they not are not physically in the same place • you need not concern yourself with the details of the ISP Tiers or the core Internet for this design question; they provide "transport"/nDesign • include some details about your "empathize, define, ideate, prototype and testing steps," to show the interviewer that for you, the word "design" means "a user-centered design process". Don't just say "I'd follow these steps", give brief examples of how you would DO the steps for this design problem (you don't have to actually "do" all of them) • once you study Travis' problems, propose a solution in the MadLib format: [USER] needs to {USER'S NEED] because [SURPRISING INSIGHT]. • assume Travis has 2 desktops, 1 tablet, and 1 phone - all in different locations • for describing your solution: • (graphic 1) include a physical topology illustrating where some of the sensors, actuators, loT medical equipment, gateway, and Travis' devices, at different places in the hospital • (graphic 2): include a 3-panel storyboard front-end mock-up of the web site or web application Travis uses to manage his IT "kingdom" • (graphics 3 and 4): include a horizontal architectural diagram and a vertical architectural diagram, which can be modified versions (including annotated or marked up versions) of graphics from Library Course Materials Iqbal textbook • (graphic 5) once you choose your architecture, you should to sketch a simple sequence diagram to help describe (roughly) how the system will work (choose a typical problem Travis might face, and how your connected product application might help him; don't try to do every problem, just choose) Clarifications • your design should be considered an early iteration, so I am not looking for finished products or prototypes. I just want to see you think! • NO minimum amount of brainstorm required, but describe how you'd do the brainstorm • NO Packet Tracer is required to answer this design question, but if you found it helpful for making diagrams, that's fine • NO actual prototype model is required YON Comment


Question 1 Define at least FOUR (04) operational challenges while operating and managing earth moving equipment at a construction site that the SBC digitalization team shall address (as-is situation, in the absence of SAMS). Estimate the impact of those problems on sustainability goals (SDGs). Propose a prioritization matrix/rubric to rank identified problems from high to low in priority of importance. (Provide a table with quantitative and qualitative reasons, a prioritization rubric, and description.)


Business Model Re-Design (30 marks) Question 6 Verify the benefits of the proposed IoT solution by outlining how SBC operations team can leverage on the data and intelligence generated by the proposed IoT solution to improve their operations in new ways. (Provide a description.) (10 marks) Question 7 Propose a Return of Investment matrix "cost-based" for the proposed SAMS. Provide a table, and a description. List TWO (02) criteria. (Provide a table with quantitative reasons.) (10 marks) Question 8 Propose a Return of Investment matrix "value-based" for the proposed SAMS. Provide a table, and a description. List TWO (02) criteria. (Provide a table with quantitative reasons.) (10 marks)


SUSS SINGAPORE UNIVERSITY OF SOCIAL SCIENCES ENG233 Internet of Things (IoT) 1. Introduction To build a good IoT solution, a good solution architect needs to have the fundamental understanding of how to identify and define the real business and operational problems. How to prioritize them for the benefits and impact. In the process of designing the solution, architect shall then break down the problem into various technical stacks of the IoT solution, and then solve the entire problem from the end-to-end workflow perspective. This GBA aims to give students an opportunity to identify and articulate an IoT problem, and how to evaluate various components to solve the problem. The students will apply their knowledge acquired in the classroom primarily in the areas of sensors and devices, connectivity and communications protocols, cloud, fog and edge computing on an agriculture problem to justify their solutions to meet design requirements, which will guide the implementation of various components of the solution. 2. Learning Objectives The GBA provides learning objectives in identifying and defining the problems, applying design thinking and system thinking, evaluating and selecting various sensors, communication protocols and computing technologies. In this process, students will be able to extend their learning experience to designing a real-world application, a Location Intelligence IoT Solution. SINGAPORE UNIVERSITY OF SOCIAL SCIENCES (SUSS) Page 2 of 4 ENG233 Group-based Assignment 3. Project Description IoT has applications in all industries. Public transportation companies need to track buses, and monitor drivers' behaviour for operational efficiency, optimization of services, deployment and management of resources, and maintenance & support. Future Transport Co (FTC) is looking to create an intelligent and automated buses and drivers monitoring systems. The Intelligent Transport Operations System (ITOS) The Future Transport Co (FTC) has 50 Buses to deploy, operate and manage in 5 regions of Singapore. To begin they have deployed 10 buses in each region. However, they would like to monitor the operations, utilization, and workflow in each region to further optimize and manage the deployment of buses dynamically adjusting the numbers of buses deployed and their schedule. FTC would also like to monitor the driver's behaviour to reward and retrain the drivers as needed, while providing good and safer experience for drivers and passengers. Report format The GBA report should present answers in accordance and meet the requirements as stated in the questions. All answers should be explained with reference where necessary. 4. System Specifications The digitalization team at FTC is looking to build ITOS to meet following expectations: 1. Be able to locate all buses within an accuracy of 10 meters on the road. 2. Be able to monitor the dwell time with location and time stamp of buses at bus stops and/or on road due to any traffic related issues. 3. Be able to monitor driver's behaviour (such as attention on road, tiredness, driving pattern etc) and score their driving behaviour automatically in the HR system for further actions. 4. Recommend the FTC's operations team on dynamic planning and scheduling of bus in each region as well as overall operations of 50 buses across Singapore. 5. Solution Design Approach The Solution will be designed in 3 key steps. 1. Design the system model based on the operational flow. 2. Identify potential components in each solution stack. (Sensors, Connectivity, Computing) 3. Evaluate and select right components, evaluate technical integration, and finalise the best fit end to end solution. SINGAPORE UNIVERSITY OF SOCIAL SCIENCES (SUSS) Page 3 of 4 ENG233 Group-based Assignment 6. Report Requirements The project report should include suggestions and justifications given with respect to the solution design and implementation requirements. 1. List down and explain FOUR (4) key cyber security challenges to address while designing ITOS. (Description: 5 marks for each point. Total: 20 marks) 2. Propose FOUR (4) Stages Solution Architecture workflow diagram and explain functionality of each stage for the ITOS. (Description: 5 marks for each point, Diagram: 10 marks. Total: 30 marks) 3. Design a Cost Based Business Model Matrix to justify the investment in ITOS- List down FIVE (5) criteria. Business Process Benefits Key Metric 1.) 2.) 3.) 4.) 5.) (Description: 3 marks for each. Total: 15 marks) 4. Design a Value Based Business Model Matrix to justify the investment in ITOS- List down FIVE (5) Value based criteria. Value Added Services 1.) 2.) 3.) 4.) 5.) Benefits Key Metric (Description: 3 marks for each. Total: 15 marks) 5. Plan a solutions sales presentation, explaining ITOS business case, end-to-end solution architecture, and business models. This presentation to be delivered during last tutorial, and submitted along with the report. (Presentation: 20 marks. Total: 20 marks) -END OF GBA PAPER-- SINGAPORE UNIVERSITY OF SOCIAL SCIENCES (SUSS) Page 4 of 4