Research

Technical Expertise

        Matlab, Simulink, Protégé, SPARQL, Apache Jena, OSGi framework, Dempsy framework ,WSO2 Framework and CEP  

Future Research Areas 

       AI in Behavioral Science 

Interesting Materials

Research Evaluation Matrix   Eigen factor for evaluation 

Reporting a Self-Citation Index

Personalized Healthcare- Next Generation HMS !!!

Talking Architects with Len Bass

Difference between Ontologies and Database Schema  PPT

Awareness Magazine

Situation Awareness and CEP

Advice For PhD students By Philip Torr's  

Advice For PhD students by Charles X Ling's

Reading for Graduate Students

Five Important Machine Learning Books 

 Alpaydin, Introduction to Machine Learning. 

 David Barber, Bayesian Reasoning and Machine Learning.  

 Kevin P. Murphy, Machine Learning: A Probabilistic Perspective .

 Christopher M. Bishop, Pattern Recognition and Machine Learning.

 Peter Flach, Machine Learning: The Art and Science of Algorithms that Make Sense of Data

Foundation 

Serge Lang, Introduction to Linear Algebra.

Lloyd Trefethen, Numerical Linear Algebra.

Gilbert Strang, Linear Algebra and Its Applications. 

Gene Golub and Charles Van Loan, Matrix Computations.

Kaare Brandt Petersen Michael Syskind Pedersen, The Matrix Cookbook

 Funded Projects

1. "Image Processing Techniques for extracting ocean features from Satellite Imagery"  9.95 Lakh from DRDO,2017

2. "A CPS Framework For Automated Assessment of Asthma Monitoring in Rural Population" 2 Lakh from VIT SEED FUND, 2017      

 Patents Granted   

1. Don.S and  Min Dugki, System for Management of Information, IPC G06F 19/00, Applicants: Univ Konkuk Ind Coop , :  Application No:1015892810000, 2016 [Link]

2. Don.S, Eunmi and  Min Dugki,System for Classification Electrocardiogram Signal,IPC A61B 5/0452,Applicants: Univ Konkuk Ind Coop Corp, 2014 [Link]

3. Don.S  Choi Eunmi, Min Dugki and Yang Sihyeon,Method, System and Computer-Readable Recording Medium for Measuring Density of Breast by Applying GraphCut Algorithm  to mammogram. IPC: A61B6/00 G06T15/00 Applicants: Univ Konkuk Ind Coop Corp,  2010 [Link] 

4. Don.S, Choi Eunmi and Min Dugki, Method for Setting Flight path and Flying Object,IPC: G01C21/00 G08G5/00 Applicants: Univ Konkuk Ind Coop Corp, 2009 [Link]

Journal Publication

1. Dhanvanth Reddy Yerramreddy, Jayasurya Marasani, Sathwik Venkata Gowtham Ponnuru, Dugki Min, Don. S,"Harnessing deep reinforcement learning algorithms for image categorization: A multi algorithm approach",Engineering Applications of Artificial Intelligence,Volume 136, Part A,2024 Index (SCIE -IF 7.5)            ( Submitted Jan 2024, accepted July 2024)

2. Sanjay Raju,Nandakishor S, Sreerag K Vivek,Don.S ,"Deep Learning Techniques for Crater Detection on Lunar Surface Images from Chandrayaan-2 Satellite" ,Journal of the Indian Society of Remote Sensing, Index (SCIE-IF: 2.5 ) (Submitted May 2023 , accepted on June -2024)

3. S Don, "Computer-aided Diagnosis of Polyp Classification Using Scale Invariant Features and Extreme Gradient Boosting",Journal of Medical Physics, Index (ESCI-IF 0.9),2023

4. S. Deepika, Elangovan K, Don S, Lekshmi S, Ganesan K, " Tiling algorithm with line-based transform for rapid ship detection and wake feature extraction in ALOS-2 SAR sensor data",  International Journal of Applied Science and Engineering, 19,(Index :SCOPUS) 2022 

5. Amit Adate, Rishabh Saxena, S Don,"A comparative study on Adversarial Noise Generation for Single Image Classification ", International Journal of Intelligent Information Technologies,16(1) 2020(Index SCI-E IF : 0.326)

6. P.Ashokkumar, S.Don, "Link-Based Clustering Algorithm for Clustering Web Documents Drug”, Journal of Testing and Evaluation 47 (6) ,2019(Index SCI-E IF : 0.669)

7. P.Ashokkumar, S.Don, "Drug Recommendation With Minimal Side Effects Based On Direct And Temporal Symptoms", Neural Computing And Applications,2018 (Index SCI IF : 4.21) 

8. P.Ashokkumar, S.Don "Set Based Disease Prediction Latent Dirichlet Allocation: A Latent Model for Early Stage Identification of Diseases", Journal of Computational and Theoretical Nanoscience (Scopus Indexed). ISSN: 1546-1955. Vol: 15, Page No: 2379–2382, Number 6/7 ,2018.

9. P Ashokkumar, S Don,' Intelligent optimal route recommendation among heterogeneous objects with keywords",Computers & Electrical Engineering',Volume 68, Pages 526–535,(Index SCI-E 1.571),2018

10. P Ashokkumar, S Don,'High Dimensional Data Visualization :A Survey",Journal of Advanced Research in Dynamical and Control Systems,(Index:SCOPUS),2017

11. Don.S, Dugki Min, 'Feature Selection for Automatic Categorization of Patent Documents",Indian Journal of Science and Technology ,(Index :SCOPUS),2016

12. Don.S, Dugki Min, 'Breast Skin Line Segmentation on Digital Mammogram using Fractal Approach",Indian Journal of Science and Technology ,(Index :SCOPUS),2016

13. Don.S , Dugki Min et.al, 'An Awareness Approach to Analyze ECG Streaming Data", Journal of Medical Systems,( Index: SCI-E,  IF: 1.783) ,2013

14. Don.S , Dugki Min et.al ," Analysis of Electrocardiogram Signals of Arrhythmia and Ischemia Using Fractal and Statistical Features" Journal of Mechanics in Medicine and Biology,(Index: SCI-E, IF: 0.758), 2012

15. Don.S, Dugki Min et.al ,"A New Approach for Mammogram Image Classification Using Fractal Properties"Journal of Cybernetics and Information Technologies,(Index : ESCI ,IF1.2),2012

Book Chapters and Conference Publication

1. Dhanvanth Reddy Yerramreddy,Jayasurya Marasani, Ponnuru Sathwik Venkata Gowtham, Don .S,"Gaze Estimation Using VGG16 Architecture Through XGBoost Classifier",5th IEEE ICECIE,2023 

2. Dhanvanth Reddy Yerramreddy,Jayasurya Marasani, Ponnuru Sathwik Venkata Gowtham, Don .S, "Analysis of Image Restoration techniques on Lunar Surface Images", iPACT, 2023 

3. Shaik Mohammad, T Anil, GH Sai Keertan and Satwik Tangudu,Don.S,"Traffic Sign Detection Using SSD  Mobilenet & Faster RCNN" 2nd  IEEE VITeCON,2023

4. Don.S, "Random Subset Feature Selection and Classification of Lung Sound", ICCIDS2020

5. Amit Adate, Rishabh Saxena, Don.S,"Understanding How Adversarial Noise Affects Single Image Classification", ICIIT 2017

6. Don.S , Dugki Min,"Medical Cyber Physical Systems and Bigdata Platforms",HCMDSS,2013

7. Don.S,Dugki Min et.al ,"Event Driven Adaptive Awareness System for Medical Cyber Physical Systems",4th IEEE iCAST2012

8. Don.S , Dugki Min et.al ,"WiP Cyber-Physical Systems for Real Time Cardiac Monitoring" 3rd ACM/IEEE ICCPS2012

9. Don.S,Dugki Min et.al ,"Breast Mass Segmentation in Digital Mammography Using Graph Cuts"  LNCS ICHIT 2011

10. Don.S, Dugki Min et.al ," A Situation Aware Framework for Activity based Risk Analysis of Patient Monitoring System", 3rd IEEE iCAST,2011  

11. Cesar D. Velandia-Briñez,Don.S et.al ," Adaptive Signal Management using Event Processing Networks", IEEE NCM,2010

12. Cesar D. Velandia-Briñez,Don.S et.al," Breast Cancer Image Classification Based on a Complex Event Processing Engine ",4th IEEE NISS,2010

13. Don.S, Dugki Min et.al , " A Neural Network Approach to Mammogram Image Classification Using Fractal Features",IEEE ICIS,2009

14. Don.S, K.Revathy, “ Classifying Mammogram Images Using Fractal Features”, 7th IEEE- ICCIMA, 2007

15. Don.S, K.Revathy, “ Classifying Remotely Sensed Data Using Fractal  Features”, AIPR, 2007

 QIP Program Attended 

1. Title:"Digital Tools for Teaching and Evaluation" at ASC VIT University,2016

2. Title:" Filing Patents in an Academic Setting" at ASC VIT  Universtiy,2016

3. Title:" Leaner Centered Approach-Project Based Learning "at ASC VIT Universtiy,2016

4. Title:" Pattern Recognition and Classification" at School of Electronics Engineering VIT Universtiy,2015

5. Matlab Virtual Conference 2012, Organized by Mathworks

6. Title: "Matlab and Simulink" one day workshop organized by Mathworks Korea,2008

7. OPen Source Software Development using Apache, MySql,PHP and their applications" at School of Computing Sciences VIT University, 2008.

8. Title : " Software Productivity Improvement Techniques, Tools and Best Practice " at School of Computing Sciences VIT University, 2007.

9. Title: “ Image and Video Processing “ at Department of Electronics & Electrical Communication Engineering, Indian Institute of Technology, Kharagpur ,2006.

10. Title :  " Application Specific Algorithms : Design and Analysis "at Department of Computer Science and Engineering, Indian Institute of Technology, Guwahati, 2005.

PostDoctoral Fellow

Worked with Prof. Dugki Min, Konkuk University. S.Korea

Project Title : Patent Document Neutralization Based on Semantics and Data Mining Techniques

Type of research: Product Development Research 

Publication : Korean IPC 

Ph.D. Course Work (GPA 4.12/4.5) 

Semester 1 :

• Grid Computing (Prof.  Karpjoo Jeong) 

• Introduction to Scientific Data Visualization (Prof. Jee-In Kim)

• Software Modeling( Prof. Dugki Min)

Semester 2:

• Advance Topic in HCI (Prof Mingyu Lim)

• Advance Topic in Distributed Computing ( Prof. Dugki Min)

• UAV Design 1 (Prof.Agus Budiyono)

Semester 3:

• UAV Design 2 (Prof.Agus Budiyono)

• Cognitive Science (Prof. Youngwhan Lee)

• Topic in Multimedia (Prof.Kyoungro Yoon)

Semester 4:

• Advance Topic in Data Mining(Prof. Youngwhan Lee)

• Topics in Computer Graphics (Prof HyungSeok Kim)

• Distributed Operating System ( Prof. Dugki Min)

Ph.D in Computer Science (2008~2013 Full-Time)   @ Dept of Computer Science and Engineering 

Dissertation Title: Medical Information Analysis and Abnormality Awareness Service Framework 

Examination Panel : Prof. Kyoungro Yoon(Chair), Prof. HeonChang Yu(External examiner) , Prof. Young-guk Ha(Internal examiner), Prof. Choi Eunmi(External examiner), Prof. Dugki Min(Internal examiner and Supervisor)

MTech  in Computer Cognition Technology (GPA 4.06/5)

Semester Work

• Symbolic Clustering Using a New Dissimilarity Measure.

• Agglomerative Clustering of symbolic Objects Using the Concepts of both similarity and dissimilarity.

• Cluster Validation for 8OX.

• Shape Recognition.

Semester  1 :

• Advanced  Computer Architecture ( External Faculty from Motorola India )

• Analysis and Design of Algorithms (Prof. P.Nagabhushan)

• Database Systems (Prof. DS Guru)

• Data Communication and Computer Networks (Prof. S Murali)

• Artificial Intelligence and Expert Systems (Prof. Soumya)

• Computer Graphics (Prof. R Lalitha Rangarajan)

• Digital Signal processing (External Faculty from JSS Mysore)

Semester 2:

• Object Oriented Analysis and Design (Prof. Soumya)

• Distributed Computing (Prof. Suresha)

• Pattern Recognition (Prof. G.Hemantha Kumar)

• Image processing (Prof. DS Guru)

• Experimental Study of Pattern Recognition & Image Processing Application (Prof. DS Guru)

• Object Recognition Methodologies (Prof. DS Guru)

• Multimedia and Virtual Reality( Prof. Nagesh Poojary )

• Symbolic Data Analysis and Cluster Analysis  (Prof.Bapu B. Kiranagi)

Semester 3:

Minor Project  Internal Guide ( Dr. Lalitha Rangarajan  and  Prof. K Revathy )

Semester 4:

Major Project  Intenal Guide ( Prof. DS Guru and Prof K.Revathy )

MTech Thesis : Classifying Images Using Fractal Features

The aim of this research work is to classify remotely sensed data using fractal features. For recognition of regions and object in natural scenes, there is always a need for features, which are invariant and they provide a good set of descriptive value for the region. There are numerous methods available to estimate parameters from image of fractal surface. Fractal features can be used for classifying images. A very general technique to calculate numerous fractal features involve the estimation of the mass density functions by box counting. Fractal dimension provides a powerful means for analyzing and extracting various features from the image. Fractal dimension and fractal signature are used to characterize the degree of self-similarity among the degree of self-similarity among the point in the image.

Supervisor    : Prof  K.Revathy and Prof DS Guru

Organization : Dept of Computer Science, University of Kerala

Language      : Matlab 6.1

MSc Thesis:   Lan Manager

 Lan Manager enables the local network administrator to perform real-time monitoring, data analysis and transmission. Here the administrator monitors all the users logged on to the network. Security features are also enhanced in to software by checking username and password. Advantage offered by networking system include high-speed data transfer .The administrator’s job is made easier. Concepts of compression, decompression, multithreading and socket programming are used here. This project will help the user to reduce more of manual work. It saves more time and generates various conclusions within seconds. Message transfers can be done within the click of a mouse. Thus making the work easier.

Front End Tool : VC++6.0

Undergraduate Students