Research Areas:

  • Parallel Computer Architecture
  • Real Time Multiprocessor Systems for Image Processing
  • Embedded Systems Security
  • DSP Processor Based Systems and Applications
  • Automotive Embedded Systems and Condition-based Maintenance
  • Sensor Network, Mobile Protocol and Applications
  • Divisible Load Theory and applications


  • Real time software and hardware embedded control systems
  • Automotive Vibration and Noise measurements and control
  • Microcontroller for engine and audio control
  • Digital Signal Processing for Automobile Applications
  • Image processing for Intelligent Vehicle and Image Compression.
  • Development of Fuel Rack Position Controller using PID loop and DSP TMS320C14
  • Software and algorithms development for Data Encryption
  • DSP based electric power steering and engine control
  • Software and Hardware Controller with 68HC11 for Automotive application
  • Active Noise Cancellation in real time.
  • CBM-Predictive Algorithm development.
  • Fuzzy Idle Speed Controller for small cars

Video:Sensor Network & App

Recent Publications:

    2014 and 2021 to be updated


        • .
        • Ashok Prajapati and Subra Ganesan, “Applications of Univariate Statistical Techniques and Neural Networks in Condition-based Maintenance”, Quality and Reliability Engineering International , John Wiley, ISSN: 0748-8017, Vol 29, Issue 3, April 2013, pp 439-461.
        • Shumei Wang, Subra Ganesan, “An adaptive detection algorithm for small targets in digital image” International Jl of Embedded systems and computer engineering, Jan-June 2013 issue.
        • Subra Ganesan, “Advanced MEMS sensors and applications”, iCIRIET 2013, Coimbatore India, Jan 3-5, 2013..
        • Subra Ganesan, Andrew Rusek, “An outcome-driven on-line graduate course: real time systems course” ASEE NCS conference, Columbus, OH, April 5-6, 2013.
        • .


        • Ashok Prajapati, James Bechtel, Subra Ganesan, The condition-based maintenance: A survey, Journal of Quality in Maintenance Engineering, ISSN: 1355-2511, Volume 18, Number 4 2012. Pp 384-400.
        • Subra Ganesan, “Advances in Sensor networks and applications” (Paper + keynote speech) International conference on innovations in computers, information and communications” ICICIC, PSG tech, 7 Jan 2012.
        • Andrew Rusek, Subramanian Ganesan, Barbara Oakley, Daniel Aloi Time-Domain Reflectometry (TDR) in Graduate Courses, ASEE NCS, March 23, 2012..
        • Aqeel F Aqeel, Subramaniam Ganesan, “Sensory System device for Suture-Manipulation Tension Measurement for surgery” IEEE EIT conference, May 7-8, 2012.
        • Ravi Anand, Subra Ganesan, Vijayan Sugumaran, "A Cloud Based Solution with IT Convergence for Eliminating Manufacturing Wastes" The 2st International Workshop on Software and Services for IT Convergence (SSIC2012), Korea, July 16-18 2012.
        • Subra Ganesan, “Advances in DSP and FPGA”, IEEE Metro Area Worshop 3 hour presentation with full handout, September 7, 2012.
        • Subra Ganesan, “Validation and verification of automotive embedded systems”, 11th international conference on software QA and testing on embedded systems, Bilbao, Spain 17-19, October 2012.
        • Subramaniam Ganesan, “MEMs- microelectromechanical sensors in automobiles”, Sensors and its applications, SIA 2012, South Korea, November 29-30, 2012.
        • Subra Ganesan, “Advances in embedded systems”, IEEE SEM Fall conference, Dearborn, MI, USA, Nov., 14, 2012.
        • Subra Ganesan, “Advances in FPGA and DSP in embedded systems”, IEEE North Central section, Saginaw December 1, 2012.
        • Subra Ganesan, “Cloud based manufacturing”, ICAM 2012, Varanasi, India, December 17-19, 2012.


        • Ashok Prajapati, Subra Ganesan, Agent based TDMA Schedule for Wireless Sensor Networks, Proc. of IEEE EIT 2011.
        • Ashok Prajapati, Subra Ganesan, Univariate Analysis for Condition-based Maintenance: A Case Study, SAE International Journal of Passenger Cars - Electronic and Electrical Systems, 4(1), pp.135-141, June 2011, DOI: 10.4271/2011-01-1017.
        • Aqeel F. Aqeel, Subramaniam Ganesan, Retinal Image Segmentation using Texture, Thresholding, and Morphological Operation, EIT 2011.
        • Subra Ganesan, Phares Noel, Ashok Prajapati, Advance Course in Embedded Systems using FPGA, Int'l Journal of Embedded Systems and Computer Engineering, 3(1), pp.1-6, June 2011.
        • Ashok Prajapati, Subra Ganesan, Univariate Analysis for Condition-based Maintenance: A Case Study, SAE World Congress, 2011, #2011-01-1017.
        • Manish Shakya, Emmanuel Tuazon, Mohammed Bhatti and Subra Ganesan, Accelerometers And Temperature Sensors FLIGHT SIDS, EDN,February 17, 2011.
        • Aqeel F Aqeel and Subra Ganesan, "Retinal Blood Vessel Segmentation using Combination of Operations", IISM conference, July 14-16, 2011.


        • Ashok Prajapati, Subra Ganesan, A Generic Framework for Condition-based Maintenance, Int'l Journal of Embedded Systems and Computer Engineering,2(2), pp.81-88, July 2010.
        • Ashok Prajapati, Subra Ganesan, S-CAS: Smart Channel Assignment Scheme for Wireless Sensor Networks, Proc. of IEEE EIT'10, May 20-22, 2010, DOI:10.1109/EIT.2010.5612112
        • Ashok Prajapati, Subra Ganesan, Four Layer Architecture for Condition-based Maintenance, Proc. of IISM'10, June 10-12, 2010.
        • Ashok Prajapati, Subra Ganesan, Distributed Adaptive Hybrid Channel Assignment Scheme for Clustered Wireless Sensor Networks, Proc. of ASEE-NCS'10 March 26-27, 2010.
        • Andrew Rusek and subra Ganesan, Bridging Communication Systems and Circuits with PSPICE, Proc. of ASEE-NCS'10 March 26-27, 2010.
        • Subra Ganesan, Phares Noel, Ashok Prajapati, Embedded Systems using FPGA, Proc. of ASEE-NCS'10 March 26-27, 2010.
        • Joe Lomonaco, Subra Ganesan, Ka C Cheok,Heuristic Powertrain Setpoint Determination, Proc. of IEEE EIT'10, May 20-22, 2010.
        • Phares A Noel and Subra Ganesan,Performance Analysics of Divisible Load Scheduling Utilizing Multi-Installment Load Distribution with Varying Sizes of Result Load Fractions, Proc. of IEEE EIT'10, May 20-22, 2010.
        • Joseph Lomanaco, Subramaniam Ganesan, Ka C Cheok, Model based embedded controls test and and verification, SAE World congress, April 14, 2010, # 2010-01-0487. (Best Oral Presentation Award)