Syllabus - COGNITIVE IOT (504 (C))

CSE-IOT/IOT

COGNITIVE IOT (504 (C))

V-Semester

UNIT :1

Cognitive IoT – Introduction, Need for Cognitive IoT, Current and Future trends of IoT, Cognitive computing and applications. Data Analytics for IoT Regression, Data Analytics for IoT ANN Classification, Data Analytics for IoT Modern DNN’s.

UNIT:2

Decentralized Computing, Cloud computing, Cloudlets and fog computing, Cloud and edge computing for large scale IoT applications.

UNIT 3

Introduction to GPU’s Parallel programming for GPU, Parallel programming in CUDA, CNN Inference in GPU, CNN Training in GPU.

UNIT 4

FPGA for Internet of Things,Benefits of FPGA, Interfacing FPGAs with IoT-based edge devices, IoT-FPGA based applications, Microsemi's SmartFusion2 SoC FPGA. Enabling Technologies and Devices Big data, Digital twin, Cloud Computing, Sensors, Communications, Analytical software, Edge Devices.

UNIT 5

Security in Cognitive IoT, Security Issues in IoT, A hardware assisted approach for security, Architectural level overview for providing security, Security threats. Recent Trends

Course Objective

To emphasis the students from shifting their mindset from theoretical to practical multidisciplinary skills through installing the know-how of actual practice in industry field. Impart the knowledge to log the sensor data and to perform further data analytics. Make the students to apply Internet of Things (IoT) data for business solution in various domain in secured manner.

Course Outcome

Integrate the aspects of human cognitive processes in the system design. Comprehend the underlying cognitive process can have many abstractions of a cognitive cycle such as 'Sense', 'Understand', 'Decide' and 'Act'. Detect any failures of system components and re-configure itself which provides a graceful degradation through self-healing. Accomplish knowledge about the application, system architecture, resources, system state and behavior. Incorporate recent advancements in the machine learning including deep learning in IoT. Analyze security issues in IoT applications.

Practicals

Reference Books

  • Alessandro Bassi, Martin Bauer, Martin Fiedler, Thorsten Kramp, Rob van Kranenburg, Sebastian Lange and Stefan Meissner, Enabling things to talk –Designing IoT solutions with the IoT Architecture Reference Model, 1st edition, Springer Open, 2016

  • Matin, Mohammad Abdul, ed. Towards Cognitive IoT Networks, 1st edition, Springer International Publishing, 2020.

  • Arshdeep Bahga and Vijay Madisetti, Cloud Computing: A Hands-on Approach, 1st edition, CreateSpace Independent Publishing Platform, 2013.

  • John Mutumba Bilay, Peter Gutsche, Mandy Krimmel and Volker Stiehl, SAP Cloud Integration: The Comprehensive Guide, 2nd edition, Rheinwerg Platform publishing.2019.

  • Mahalle, Parikshit Narendra, and Poonam N. Railkar, Identity management for internet of things, 1st edition, River Publishers, 2015.