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Faculty Member Details

Staff Id : 08862
Name : Dr. P. SIVARAJ
Designation : ASSOCIATE PROFESSOR
Department : MANUFACTURING ENGG.
Qualification : B.E.,M.E.,Ph.D.,
Specialization : Material Joining,production Tech,Non Traditional Machining
Date of Birth : 08-06-1976
Date of Joining : 05-03-2003
Present Address Contact Number E-Mail Address
Keelakundalapadi,Perambattu -P.O,
Chidambaram T.K
Pin - 608 002.
9865032026cemajorsiva@gmail.com
Research Guidance
Discipline Awarded Guidance
M.Phil./M.E./M.Sc. 4-
Ph.D. 15


Conference /Seminar / Symposia / Workshop
Conference Seminar Symposia Workshop
National International
Attended 171510512
Conducted -----


Research Projects
Major Projects Minor Projects Total Amount (Rs.)
Completed 2-20,07,693
Ongoing -119,90,000
Teaching and Research Experience Industry Experience
21 Years -
Journals Conference Books Published Popular Article
National International National International
5 44 7 8 4 -

List of Publications - National
P. Hariprasath, P. Sivaraj, V.Balasubramanian, Vijay Petley, Shweta Verma, "Influence of joint configuration on linear friction welded Ti-6Al-4V alloy joints.", Indian welding journal , Volume 54, Number 02, Apr 2021, pp. 67-75. 2021.
Mukundhan C, Sivaraj P, Balasubramanian V and Vijay Petley, "MICROSTRUCTURAL AND MECHANICAL ASPECTS OF FRICTION WELDED DISSIMILAR JOINTS FOR AERO ENGINE APPLICATION.", Journal of Manufacturing Engineering, Volume 14, Number 2, Jun 2019, pp. 101-105. 2019.
Rajarajan C, Sivaraj P, Balasubramanian V, "An Empirical Relationship For Estimating Metallurgical And Mechanical Behavior Of Resistance Spot Welded Dp800 Steel Joints.", Journal of Manufacturing Engineering, Volume 14, Number 2, Jun 2019, pp. 66-70. 2019.
P.Sivaraj, D.Kanagarajan, V.Balasubramanian, "Effect of post weld heat treatment on fracture toughness properties of friction stir welded AA7075-T651 aluminium alloy joints.", Journal of Manufacturing Engineering, Volume 9, Number 2, Aug 2014, pp. 110-115. 2014.
P.Sivaraj, D.Kanagarajan, V.Balasubramanian, "Fatigue Behaviour of Friction Stir Welded Rolled Thick Plates of AA7075-T651 Aluminium Alloy Joints.", Indian Welding Journal, Volume 46, Number x, Apr 2013, pp. 67-74. 2013.
List of Publications - International
T. Dhamothara Kannan, P. Sivaraj, V. Balasubramanian, T. Sonar, P. Sathiya, "Parametric mathematical modeling and 3D response surface analysis for rod to plat friction welding of AISI 1020 steel/AISI 1018 steel.", Multidiscipline Modeling in Materials and Structures, Volume 19, Number 1, Jan 2023, pp. 54-70. https://doi.org/10.1108/MMMS-08-2022-0148.
T. Dhamothara kannan, P. Sivaraj, V. Balasubramanian, S. Malarvizhi, T. Sonar, M. Ivanov, S, Sathiya, "Joining different grades of low carbon steel to develop unsymmetrical rod to plate joints using rotary friction welding for automotive applications.", Forces in Mechanics, Volume 10, Number 2, Feb 2023, pp. 1-18. https://doi.org/10.1016/j.finmec.2022.100153.
T. Dhamothara Kannan, P. Sivaraj, V. Balasubramanian, T. Sonar, M. Seeman, "Predicting Mechanical Properties of Friction Welded AISI 1020/AISI 1018 Steel and AISI 431/AISI 1018 Steel Joints.", SAE International Journal of Materials and Manufacturing, Volume 16, Number 2, Jan 2023, pp. 1-18. 10.4271/05-16-02-0013.
Chakkaravarthi Rajarajan, Paramasivam Sivaraj, Tushar Sonar , Selvaraj Raja, Nallusamy Mathiazhagan , "Resistance spot welding of advanced high strength steel for fabrication of thin-walled automotive structural frames .", Forces in Mechanics, Volume 1, Number 2666-3597, Feb 2022, pp. 1-13. https://doi.org/10.1016/j.finmec.2022.100084 .
T. Dhamothara Kannan, P. Sivaraj, M. Seeman, V. Balasubramanian, "Effect of rotational speed on the microstructure and mechanical properties of rotary friction welded AISI 1018/AISI 1020 asymmetrical joints.", Materials Testing, Volume 64, Number 11, Nov 2022, pp. 1561-1571. 10.1515/mt-2022-0188.
T. Dhamothara Kannan, P. Sivaraj, M. Seeman, V. Balasubramanian, "Mechanical and Metallurgical Characteristics of Rotary Friction Welded Low Carbon Steel Plate/Rod Joints.", Key Engineering Materials, Volume 934, Number 11, Nov 2022, pp. 153-160. https://doi.org/10.4028/p-51a271.
C. Mukundhan, P. Sivaraj, Vijay Petlay, Shwetha Verma, V. Balasubramanian, "Investigation on the effect of friction time on microstructural characteristics and mechanical properties of linear friction welded Ti-6Al-4v alloy joints.", Journal of Materilas Engineering and Perfermance, Volume 31, Number 3, Mar 2022, pp. 5611-5621. https://doi.org/10.1007/s11665-022-06622-w.
C. Mukundhan, P. Sivaraj, V. Balasubramanian, Tushar Sonar, Vijay Petley, Shweta Verma, "Microstructural Features, Tensile Properties, and Impact Toughness of Linear Friction Welded High-Temperature AlloyJoints for Blisk Assembly Applications.", Advances in Materials Science and Engineering, Volume 2022, Number 1, Sep 2022, pp. 1-10. https://doi.org/10.1155/2022/2233443.
Chakkaravarthi Rajarajan*, Paramasivam Sivaraj, Tushar Sonar, Selvaraj Raja, and Nallusamy Mathiazhagan, "Investigation on microstructural features and tensile shear fracture properties of resistance spot welded advanced high strength dual phase steel sheets in lap joint configuration for automotive frame applications.", Journal of the Mechanical Behavior of Materials , Volume 31, Number 1, Apr 2022, pp. 52-63. https://doi.org/10.1515/jmbm-2022-0006.
Chakkaravarthi Rajarajan, Tushar Sonar, Paramasivam Sivaraj, Selvaraj Raja, Nallusamy Mathiazhagan, "Investigating the Efect of Electrode Pressure on Nugget Size, Microstructure and Tensile Shear Strength of Resistance Spot Welded Advanced High Strength Dual Phase Steel Joints.", Metallography, Microstructure, and Analysis, Volume 31, Number 5611ââ,¬â€œ5621, Jul 2022, pp. 472-483. https://doi.org/10.1007/s13632-022-00862-x.
C. Rajarajan, P. Sivaraj, S. Raja, V. Balasubramanian, "Investigation of electrode pressure parameter on mechanical properties and microstructural characteristics of spot welded DP800 steel joints.", Metallurgical Research Technology, Volume 119, Number 416, Mar 2022, pp. 1-11. https://doi.org/10.1051/metal/2022014.
Chakkaravarthi Rajarajan, Paramasivam Sivaraj, Tushar Sonar, Selvaraj Raja and Nallusamy Mathiazhagan, "Nugget formation, microstructural features and strength of resistance spot welded cold-rolled dual-phase steel lap joints for automotive applications.", Materials Testing, Volume 64, Number 8, Aug 2022, pp. 1223-1233. https://doi.org/10.1515/mt-2021-2195.
P. Hariprasath, P. Sivaraj, and V. Balasubramanian, "A critical assessment on rotary friction welded high strength armor grade aluminium alloy joints.", Physics of Metals and Metallography , Volume 12, Number 3, Aug 2021, pp. 120-128. https://doi.org/10.1134/S0031918X21130044.
R. Aruna Kirithika, S. Sathiya, M. Balasubramanian, P. SIVARAJ, "Segmentation and Classification of Brain Tumor using Machine Learning and Deep Learning based Inception Model.", Annals of the Romanian Society of Cell Biology, Volume 25, Number 6, May 2021, pp. 7490-7510. 2021.
R. Aruna Kirithika, S. Sathiya, M. Balasubramanian, P. Sivaraj, ""An Efficient Brain Tumor Segmentation and Classification Model using Machine Learning and Deep Learning based Inception Network".", Turkish Journal of Computer and Mathematics Education, Volume 12, Number 2, Apr 2021, pp. 987-998. https://doi.org/10.17762/turcomat.v12i2.1111.
Rajarajan, C., Sivaraj, P., Balasubramanian, V., "Microstructural analysis of weld nugget properties on resistance spot-welded advance high strength dual phase (α+α /) steel joints.", Materials Research Express, Volume 7, Number 1, Jan 2020, pp. 1-11. 2020.
R. Aruna Kirithika, S. Sathiya, M. Balasubramanian, P. Sivaraj, "An Automated Classification Of Intracranial Haemorrhage Using Deep Convolution Neural Network Model.", International Journal of Future Generation Communication and Networking, Volume 13, Number 4, Dec 2020, pp. 2694-2715. 2020.
R. Aruna Kirithika , S. Sathiya, M. Balasubramanian, P. Sivaraj, "Brain Tumor And Intracranial Haemorrhage Feature Extraction And Classification Using Conventional And Deep Learning Methods.", European Journal of Molecular & Clinical Medicine, Volume 07, Number 07, Jun 2020, pp. 237-258. 2020.
C.Rajarajan P.Sivaraj M.Seeman V.Balasubramanian, "Influence of electrode force on metallurgical studies and mechanical properties of resistance spot welded dual phase (DP800) steel joints.", Materials Today: Proceedings, Volume 22, Number 3, Mar 2020, pp. 614-618. https://doi.org/10.1016/j.matpr.2019.09.009.
P.Sivaraja M.Seemana R.Seetharaman V.Balasubramanian, "Fracture toughness properties and characteristics of Friction stir welded high strength aluminium alloy by post weld heat treatment (PWHT).", Materials Today: Proceedings, Volume 46, Number 17, Nov 2020, pp. 2150-2155. https://doi.org/10.1016/j.matpr.2020.11.998.
M. Seeman, P. Sivaraj, R. Seetharaman I. Ashok Kumar, "ANALYSIS AND OPTIMIZATION OF MACHINING PARAMETER DURING TURNING OF A356/10%SiCp MMC USING RESPONSE SURFACE METHODOLOGY APPROACH.", Materials Science and Engineering, Volume 961, Number 1, Jul 2020, pp. 1-12. :10.1088/1757-899X/961/1/012014.
Narayanamoorthy, R., Sivaprakasam, S., Sivaraj, P., "Experimental analysis of engine characteristics of spark ignition engine fuelled by low cetane fuel.", International Journal of Engineering Trends and Technology, Volume 68, Number 12, Dec 2020, pp. 58-65. http://dx.doi.org/10.14445/22315381/IJETT-V68I12P211.
C. Rajarajan, P. Sivaraj & V. Balasubramanian, "Role of Welding Current on Mechanical Properties and Microstructural Characteristics of Resistance Spot Welded Dual Phase Steel Joints.", springer, Volume 121, Number 14, Mar 2020, pp. 1447-1454. 2020.
D. Kanagarajan, P. Sivaraj, M. Seeman, R. Seetharaman, "Evaluation of the reliability on WC-40%Co composites through Weibull analysis.", Materials Today: Proceedings, Volume 22, Number special , Jul 2020, pp. 519-524. https://doi.org/10.1016/j.matpr.2019.08.124.
M. Seeman, D.Kanagarajan Kanagarajan deivasigamani, P. Sivaraj, A. Devaraju, "Optimization through NSGA-II during machining of A356Al/20%SiCp metal matrix composites using PCD Tool.", IOP Conference Series: Materials Science and Engineering, Volume 574, Number special issue, Sep 2019, pp. 1-16. 10.1088/1757-899X/574/1/012008.
P Sivaraj, P. Hariprasath, C Rajarajan, V. Balasubramanian, "Analysis of grain refining and subsequent coarsening along on adjacent zone of friction stir welded armour grade aluminium alloy joints.", Material Research Express, Volume Vol.6, Number special issue, Mar 2019, pp. 1-12. 2019.
G. Magudeeswaran, P. Rajapandiyan, V. Balasubramanian and P. Sivaraj, "Establishing the process parameters of linear friction welding process for dissimilar joints.", International Journal of Mechanical Engineering and Technology, Volume 10, Number 06, Jun 2019, pp. 1-10. 2019.
P. Sivaraj M. Seeman D. Kanagarajan R. Seetharaman b, "Influence of welding parameter on mechanical properties and microstructural features of resistance spot welded dual phase steel sheets joint.", Materials Today: Proceedings, Volume 19, Number 2214-7853, Aug 2019, pp. 102-116. 2019.
D. Kanagarajan P. Sivaraj M. Seeman R. Seetharaman, "Evaluation of the reliability on WC-40%Co composites through Weibull analysis.", Materials Today: Proceedings, Volume 19, Number 2214-7853, Aug 2019, pp. 23-35. 2019.
P. Sivaraj,M. Vinoth Kumar V. Balasubramanian, "Microstructural Characteristics and Tensile Properties of Linear Friction-Welded AA7075 Aluminum Alloy Joints.", Advances in Materials and Metallurgy, Volume 4, Number 45, Sep 2019, pp. 467-476. 2019.
P. Sivaraj , D. Kanagarajan and M. Seeman and R. Seetharaman, "TENSILE PROPERTIES AND MICROSTRUCTURAL CHARACTERISTICS OF FRICTION STIR WELDED AA7075-T651 ALUMINIUM ALLOY JOINTS.", International Journal of Management, Technology And Engineering, Volume 8, Number 7, Jul 2018, pp. 2229-2241. 2017.
P. Sivaraj, J. Ahamed Bahavudeen, V. Balasubramanian, "Optimizing Linear Friction Welding Parameters to Attain Maximum Tensile Strength in Aluminum Alloy Joints.", Journal of Advanced Microscopy Research, Volume 13, Number 2, Jun 2018, pp. 204-210. 10.1166/jamr.2018.1380.
M. Seeman, P. Sivaraj, D. Kanagarajan, R. Seetharaman, "Tool Condition Monitoring Using Acoustic Emission FFT Analyses During Machining of A356 Al Alloy.", International Journal of Management, Volume 8, Number 7, Jul 2018, pp. 2219-2228. 2018.
P. Sivaraj, M. Vinothkumar, V. Balasubramanian, A. K. Lakshminarayanan, "Improving the Fatigue Strength of Friction Stir Welded AA7075 Aluminium Alloy Joint through Heat Treatment.", International Journal of Research in Advent Technology, Volume Vol.4, Number special issue, Dec 2018, pp. 319-324. 2018.
C. Rajarajan, P. Sivaraj, V. Balasubramanian, "Optimization of Welding Parameters for Joining Dual Phase Steel Using Resistance Spot Welding.", International Innovative Research Journal of Engineering and Technology, Volume Vol.4, Number special issue, Jun 2018, pp. 78-81. 2018.
P. Sivaraj, C. Rajarajan, Vijay Petleyb, Shweta Verma, V. Balasubramanian, "Mechanical and Microstructural Characteristics of Linear Friction Welded Ti-6Al-4V Alloy Joints.", International Innovative Research Journal of Engineering and Technology, Volume Vol.4, Number special issue, Jun 2018, pp. 98-100. 2018.
P. Sivaraj, D. Kanagarajan, V. Balasubramanian, "Fracture toughness properties of friction stir welded AA7075-T651 Aluminium alloy joints.", Journal of Advanced Microscopy Research, Volume Vol.13, Number special issue, Jun 2018, pp. 190-197. 2018.
C. Rajarajan, P. Sivaraj, V. Balasubramanian, "Microstructural characteristics and load carrying capability of resistance spot welded dual phase (DP800) steel joints.", Journal of Advanced Microscopy Research, Volume Vol.13, Number special issue, Jun 2018, pp. 198-203. 2018.
M. Seeman, D. Kanagarajan, R. Seetharaman and P. Sivaraj, "Non-dominated sorting genetic algorithm (NSGA-II) based Al/20%SiC PAMMC machining performance optimization.", International Journal of Advanced in Management, Technology and Engineering Sciences, Volume 7, Number 3, Mar 2017, pp. 137-151. 2017.
D. Kanagarajan, P. Sivaraj , R. Seetharaman and M. Seeman, "Tribological characterization of EDMed and unEDMed WC- 40Co cemented carbides prepared by powder metallurgy route.", International Journal of Advanced in Management, Technology and Engineering Sciences, Volume 7, Number 2, Feb 2017, pp. 66-83. 2017.
D. Kanagarajan, P. Sivaraj , M. Seeman and R. Seetharaman, "Mathematical Modelling and Analysis of Machining Parameters in EDM for WC-40%Co Sintered Composite.", International Journal of Advanced in Management, Technology and Engineering Sciences, Volume 7, Number 4, Apr 2017, pp. 57-73. 2017.
P. Sivaraj, D.Kanagarajan, V.Balasubramanian, "Effect of post weld heat treatment on tensile properties and microstructural characteristics of friction stir welded armour grade AA7075-T651 aluminium alloy.", Defence Technology, Volume 10, Number xxx, Apr 2014, pp. 1-8. 2014.
P. Sivaraj, D.Kanagarajan, V.Balasubramanian, "Fatigue crack growth behaviour of friction stir welded AA7075-T65l aluminium alloy joints.", Transactions of Nonferrous Metals Society of China, Volume 24, Number xxxx, May 2014, pp. 2459-2467. 2014.
D. Kanagarajan R. Karthikeyan K. Palanikumar P. Sivaraj , "Influence of process parameters on electric discharge machining ofWC/30%Co composites.", Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture, Volume 222, Number xxx, Apr 2008, pp. 807-815. 2008.
List of Conferences - National
Sivaraj P and Balasubramanian V , Effect of post weld heat treatment on fracture toughness properties of eco-friendly friction stir welded aa7075-t651 aluminium alloy joints , Industrial Pollution And Control Technology, Mar 13-14, 2019, Chidambaram, pp. 20-36. Chidambaram, Annamalai University.
Sivaraj P, Rajarajan C, Hariprasath and Balasubramanian V , A mechanical and metallurgical behaviour of eco-friendly linear friction welded aluminium alloy joints for aerospace application , Industrial Pollution And Control Technology, Mar 13-14, 2019, Chidambaram, pp. 36-48. Chidambaram, Annamalai University.
Sivaraj P, Lashminarayanan K and Balasubramanian V , Effect of post weld heat treatment on fatigue (s-n) behaviour of friction stir welded aa7075-t651 aluminium alloy joints , National conference on recent trends in material science, Dec 19-20, 2018, Chidambaram, pp. 1-13. Chidambaram, Annamalai University.
Sivaraj P, Hariprasath and Balasubramanian V , Effect of post weld heat treatment on transverse tensile properties and microstructural characteristics on linear friction welded aa7075-t651aluminium alloy joints , National conference on recent trends in material science, Dec 19-20, 2018, Chidambaram, pp. 25-39. Chidambaram, Annamalai University.
Mukundhan C, Sivaraj P, Balasubramanian and Vijay Petley, Effect of heat treatment conditions on bzl12y and ae961w friction welded dissimilar joints , National conference on recent trends in material science, Dec 19-20, 2018, Chidambaram, pp. 61-76. Chidambaram, Annamalai University.
Rajarajan C, Sivaraj P, Balasubramanian V and Silambarasan A, Influence of welding parameter on electrical resistance spot welded dual dp800 phase steel joint by optimizing technique , National conference on recent trends in material science, Dec 19-20, 2018, Chidambaram, pp. 77-88. Chidambaram, Annamalai University.
Rajarajan C, Sivaraj P and Balasubramanian V, Mechanical properties and microstructural characteristics of resistance spot welded dual phase dp800steel joints , National conference on recent trends in material science, Dec 19-20, 2018, Chidambaram, pp. 89-101. Chidambaram, Annamalai University.
List of Conferences - International
P. Sivaraj, Fatigue and Fracturre Toughness Properties of Friction Stir Welded AA7075-T651 Aluminium Alloy Joints, Technological Advances in Mechanical Engineering, Sep 19-20, 2019, Chennai, pp. 55-68. chennai, AMET.
P.Sivaraj, S.Rajakumar, K.Srinivasan, S.Sathiya., Evaluation of Corrosion Behavior on Friction Stir Welded Armor Grade AA7075-T651 Aluminium Alloy Joint , Innovation entrepreneurship and economy for sustainable development, Oct 10-11, 2018, Chennai, pp. 25-37. Chennai, Sri sai ram engineering college and department of management studies.
S. Sathiya, A. Punitha, V. Rathikarani, K.T. Meenaabarna, P.Sivaraj., Sign Board Detection using Geometrical Features, Innovation entrepreneurship and economy for sustainable development, Oct 10-11, 2018, Chennai, pp. 60-75. Chennai, Sri sai ram engineering college and department of management studies.
K.Srinivasan, S. Rajakumar, P.Sivaraj, Influence of Flux Cored Arc Welding -Metal Transfer Mode on Fume Formation Rate of Austenitic Stainless Steel Joints , Innovation entrepreneurship and economy for sustainable development, Oct 10-11, 2018, Chennai, pp. 82-91. Chennai, Sri sai ram engineering college and department of management studies.
S. Raja Kumar, S.Kavitha, P.Sivaraj, K.Srinivasan, Effect of Welding Speed on Tensile And Microstructure Characteristics of Friction Stir Welded AA6061-T6 Aluminium Alloy Joints , Innovation entrepreneurship and economy for sustainable development, Oct 10-11, 2018, Chennai, pp. 92-105. Chennai, Sri sai ram engineering college and department of management studies.
Sivaraj P, Vinoth Kumar M., Balasubramanian V. , A mechanical and metallurgical behaviour of eco-friendly linear friction welded aluminium alloy joints for aerospace application , Advances in materials and metallurgy, Sep 2-2, 2018, Chennai, pp. 467-476. Chennai, SSN college of Engineering.
P.Sivaraj, D.Kanagarajan, V.Balasubramanian, Fatigue crack growth behaviour of friction stir welded AA7075-T65l aluminium alloy joints, International Welding Symposium, Oct 30-1, 2012, Mumbai, pp. 1-1. Mumbai, IWS.
P.Sivaraj, D.Kanagarajan, V.Balasubramanian, Fatigue behaviour of friction stir welded AA7075-T65l aluminium alloy joints, International Symposium on Joining of Materials, Jan 19-22, 2012, Trichy, pp. 10-15. Trichy, Joining of Materials.
List of Book Published
P.Sivaraj, M.Vinoth Kumar, V.Balasubramanian, Microstructural Characteristics and Tensile Properties of Linear Friction-Welded AA7075 Aluminum Alloy Joints, Springer, Singapore: Springer, 978-981-13-1780-4, pp. 467-476. Sep 2018, https://doi.org/10.1007/978-981-13-1780-4-45.
C. Mukundhan, P. Sivaraj, C. Rajarajan, Vijay Petley, Shweta Verma, V. Balasubramanian, Effect of Oscillation Frequency on Microstructure and Tensile Properties of Linear Friction, Informa UK Limited, an Informa Plc company: CRC Press ââ,¬â€œ Taylor & Francis, 9781003056546, pp. 283-298. Dec 2020, http://dx.doi.org/10.1201/9781003056546-20.
P. Sivaraj, D. Manikandan, Vijay Petley, Shweta Verma, V. Balasubramanian, Linear Friction Welding of Ni-Co-Cr Superalloy for Blisk Assembly, Informa UK Limited: CRC Press ââ,¬â€œ Taylor & Francis, 9781003056546, pp. 299-318. Dec 2020, http://dx.doi.org/10.1201/9781003056546-20.
S. Sathiya, M.Balasubramanian, A. Punitha, P. Sivaraj, A CNN-based Traffic Sign Recognition System, Springer Nature, Singapore: Springer Nature, Singapore, 2197-6503, pp. 151-166. May 2021, https://books.google.co.in/books?hl=en&lr=&id=EekdEAAAQBAJ&oi=fnd&pg=PA151&dq=A+CNN-based+Traffic+Si.
List of Awards /Honours / Memberships
The Indian Institute of Welding - R-12048/L
List of Awards
Best Paper Award - Academy of Martime Education and Training (AMET), chennai - 2019
Best Paper Award - Academy of Martime Education and Training (AMET), chennai - 2018
Panthaki Memorial Award - The Indian Institute of Welding, Mumbai - 2020
Younger Researcher Award - Annamalai University, chidambaram - 2018-2019
Panthaki Memorial Award - The Indian Institute of Welding, Jamshedpur - 2014-2015