Dr. Sanjay Sharma

@hpuniv.ac.in

Assistant Professor Electrical Engineering Department
himachal pradesh university

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https://researchid.co/sanjnitham

EDUCATION

Ph.D Electrical Engineering

RESEARCH, TEACHING, or OTHER INTERESTS

Electrical and Electronic Engineering, Renewable Energy, Sustainability and the Environment, Energy Engineering and Power Technology, Physical Therapy, Sports Therapy and Rehabilitation

47

Scopus Publications

761

Scholar Citations

15

Scholar h-index

21

Scholar i10-index

Scopus Publications

Wind speed forecasting using hybrid classical-quantum-infused model
Ajay Kumar, A. J. Singh, Sanjay Kumar
Electrical Engineering, 2026
Forecasting wind speed over multiple horizons: Superiority of deep learning and decomposition-driven hybrid models
Ajay Kumar, A.J. Singh, Sanjay Kumar
Unconventional Resources, 2026
Accurate wind speed forecasting impacts grid stability, energy pricing, and ability to replace fossil fuels with clean power, however, stochastic nature and nonlinearity of wind make prediction a challenge. To address these challenges, this work explores a range of forecasting strategies like statistical, machine learning (ML), and deep learning (DL) methods, for short-term (ST) and mid-term (MT) horizons. The experimental results across forecast horizons of 3, 6, 12, and 24 steps demonstrate that statistical models perform well at very short horizons (RMSE ≈ 0.55–1.14, R 2 up to 0.40) but degrade rapidly as the forecast length increases, with RMSE above 1.30 and R 2 near 0.00 at a forecasting horizon of 24. ML model XGBoost offers high accuracy and stability in comparison to RF, having an RMSE value of 0.43 and R 2 value 0.78 at step-3, remaining outstanding even compared at step-24, which offered RMSE = 1.00 to 1.18 and R 2 = 0.25 to 0.40, respectively. Transformer consistently performs better in having RMSE = 0.55–0.70 and R 2 up to 0.57 at step-3, and maintains better accuracy for longer horizons with RMSE = 0.95 and R 2 up to 0.50 at step-24. To improve the wind speed forecasting (WSF), Variational Mode Decomposition (VMD) with LSTM has been used by decomposing wind speed signals (WSS) into intrinsic mode functions (IMF). The proposed decomposition-driven hybrid model and advanced deep learning techniques help to achieve accurate and better forecasting and can be implemented in various applications of forecasting. • Traditional statistical models work well for very short forecasts but quickly lose accuracy over longer periods. • Machine learning, especially XGBoost, offers more stable and reliable predictions. • Deep learning models like Transformers deliver the best performance across short- and long-term forecasts. • Using VMD with LSTM further boosts accuracy by filtering noise and capturing hidden wind patterns.
Intelligent feedback controller for islanded operation of DC nanogrid
Rajvir Kaur, Sanjay Kumar, K. Vijayakumar, Saurabh Kumar
Electrical Engineering, 2025
Concentrating Solar Energy Technologies in India: Present Status, Challenges and Directions for Development (a Brief Report)
A. Verma, S. Kumar, S. Sengupta
Thermal Engineering, 2025
Abstract In India, solar energy, especially concentrated solar power (CSP), offers a promising path toward the production of clean, renewable energy. The government’s ambitions for increasing the capacity of solar electricity and the abundance of solar resources have brought CSP into further spotlight. Notwithstanding its potential, CSP has encountered noteworthy obstacles impeding its extensive use. These difficulties include the absence of trustworthy data, the limitations of domestic production capacity, and the rivalry posed by photovoltaic (PV) technology. India boasts over 300 clear sky days a year with solar radiation of 1700–1900 kW h per kilowatt peak, making it a country with significant potential for producing electricity from solar power systems per watt. The Indian government has set goals to generate an additional 104 GW of solar electricity by 2025 and 448 GW by 2030. In this review, we try to offer a thorough evaluation of the present status of the CSP in India and discuss the obstacle and future potential of the same. This review aims to provide insightful information for researchers, policymakers, industry stakeholders, and practitioners in the renewable energy field.
Analysis of single-cell shading impact on polycrystalline PERC module under hot-dry conditions
Neha Kumari, Sanjay Kumar Singh, Sanjay Kumar, Vinay Kumar Jadoun
Energy Conversion and Management X, 2025
PV technologies may often perform differently under outdoor operating conditions compared with Standard Test Conditions, which are performed under a controlled setup inside a laboratory. Outdoor-installed PV modules are exposed to continuously varying factors, like solar radiation and temperature, which significantly impact their electrical and thermal behavior. Moreover, due to prolonged exposure to these dynamic conditions, outdoor-installed PV modules are subject to gradual degradation over time. One frequently occurring degradation is partial shading, which can lead to hotspot formation in shaded modules. To predict the formation of the hotspot, it is essential to understand the impact of partial shading in a PV module. In this investigation, indoor and outdoor partial shading stress experiments are conducted on a single cell in a PV module. This methodology accelerates the degradation, and the impact of single-cell shading on the performance of a PV module is analysed. The results are extracted using obtaining I-V and P-V curves for different shading conditions, and various performance parameters like output power and efficiency are recorded to analyse the electrical and thermal response of a shaded module. The experiments performed in outdoor conditions recorded power loss as high as 49 %, and efficiency dropped to 8.11 % from its initial unshaded conditions. Additionally, the results confirm the occurrence of hotspot due to shading. Though indoor experiments did not exhibit any visible temperature rise in the shaded cell, outdoor experiments showed a significant thermal response. The highest temperature of 92.3°C was recorded in the shaded cell under a 40 % single-cell shading condition, highlighting the pronounced impact of real shading and environmental conditions on thermal behavior of a PV module.
A Survey of Quantum Algorithms for Computer Science
Ajay Kumar, A. J. Singh, Sanjay Kumar
Communications in Computer and Information Science, 2025
SELECTION OF MICRO WIND TURBINE BLADE DESIGN BASED ON SYMMETRIC NACA 4-DIGIT AIRFOILS
Sanjay Kumar, Abhishek Verma, Yajvender Pal Verma, Amarjeet Singh
Facta Universitatis Series Electronics and Energetics, 2025
Wind power has become a key component for electrical power generation to develop sustainable energy sources. Empowered by the landmark NACA 1933 report on symmetric airfoils, this research paper sets out to revive a historical legacy in aerodynamics by measuring the impact of chord-wise thickness variations on the lift and drag characteristics of symmetric NACA 4-digit airfoils. This study aims to examine the performance of a micro wind turbine that has been expressly developed for rooftop application, where wind speeds are generally low. In the present study, 6 symmetrical designs of the air profile of NACA are taken. Then their characteristics like lift, drag lift and lift-to-drag ratio w.r.t. various angles of attacks have been compared for each profile using Xfoile Software. Finally, it was found the NACA 0025 at ReY No. 106 offers the best lift of 90 with an angle of attack in range of -8.75? ?-10.7 & ratio of lift to drag is 68.9.
Micro- and Nanoplastics Impact on Food Sources of Marine Origin
Neha Kumari, Poonam Maurya, Neelesh Kumar Maurya, Latika Yadav, Sanjay Kumar
Sustainable Development Goals Series, 2025
Optimal Sizing of Stand Alone Hybrid Renewable Energy System with Load Shifting
Sanjay Kumar, Tarlochan Kaur, Subho Upadhyay, Vivek Sharma, Deven Vatsal
Energy Sources Part A Recovery Utilization and Environmental Effects, 2025
In the present study, a model is proposed for the sizing optimization of a hybrid renewable energy system (HRES) based on local resource assessment and demand side management (DSM). It involves res...
Micro- and Nanoplastics Impact on Food Safety and Security
Neelesh Kumar Maurya, Neha Kumari, Latika Yadav, Poonam Maurya, Sanjay Kumar
Sustainable Development Goals Series, 2025
Artificial Intelligence and Machine Learning Applications for Sustainable Development
A. J. Singh, Nikita Gupta, Sanjay Kumar, Sumit Sharma, Subho Upadhyay, Sandeep Kumar
Artificial Intelligence and Machine Learning Applications for Sustainable Development, 2025
Preface
Artificial Intelligence and Machine Learning Applications for Sustainable Development, 2025
Efficient High Heating Value estimation using Latin Hypercube Sampling and Artificial Neural Network–based approach
Sanjay Kumar, Disha Thakur
Environmental Monitoring and Assessment, 2024
Performance analysis of partially shaded high-efficiency mono PERC/mono crystalline PV module under indoor and environmental conditions
Neha Kumari, Sanjay Kumar Singh, Sanjay Kumar, Vinay Kumar Jadoun
Scientific Reports, 2024
A review on energy harvesting technologies: Comparison between non-conventional and conceptual approaches
Kapil Bhatt, Sanjay Kumar, Sandeep Kumar, Sandeep Sharma, Vedant Singh
Energy Reports, 2024
Estimation of calorific value using an artificial neural network based on stochastic ultimate analysis
Disha Thakur, Sanjay Kumar, Vineet Kumar, Tarlochan Kaur
Renewable Energy, 2024
Review on Classical and Emerging Maximum Power Point Tracking Algorithms for Solar Photovoltaic Systems
Nikita Gupta, Mahajan Bhaskar, Sanjay Kumar, Dhafer Almakhles, Tarun Panwar, et al.
Journal of Renewable Energy and Environment, 2024
Enabling sustainable freight transport with longer, heavier vehicles in India
Vedant Singh, Sachin Tejyan, Sanjay Kumar, Tej Singh
Case Studies on Transport Policy, 2024
Performance comparison of dynamically controlled particle swarm optimization and grey wolf optimizer for dynamic power reserve scheduling in multi areas problems
Vineet Kumar, Sanjay Kumar
International Journal of Ambient Energy, 2024
Performance Investigation of Monocrystalline and Polycrystalline PV Modules Under Real Conditions
Neha Kumari, Sanjay Kumar Singh, Sanjay Kumar, Vinay Kumar Jadoun
IEEE Access, 2024
Sustainable Development Using Geospatial Techniques
Thakur, Disha, Kumar, Sanjay, Sandhu, Har Amrit Singh, Prakash, Chander
Sustainable Development Using Geospatial Techniques, 2024
Preface
Sustainable Development Using Geospatial Techniques, 2024
Prediction of High Heating Value Using ANN Technique Aftermath Natural Disasters
Disha Thakur, Sanjay Kumar, Bhisham Sharma, Imed Ben Dhaou
Proceedings of IEEE ACS International Conference on Computer Systems and Applications Aiccsa, 2024
Renewable based techno-economic analysis for telecommunication system: A case study of western Himalaya
Sumit Sharma, Yog Raj Sood, Sanjay Kumar, Vineet Kumar, Vineet Kumar
Wind Engineering, 2023
A method for encrypting images based on the AES algorithm
Nidhi Sharma, Panakj Dhiman, Amit Chauhan, Neha Sharma, Sanjay Kumar, Shalu
Proceedings of the IEEE International Conference Image Information Processing, 2023
MATLAB-Based Simulation Analysis of the Partial Shading at Different Locations on Series-Parallel PV Array Configuration
Neha Kumari, Sanjay Kumar Singh, Sanjay Kumar
Evergreen, 2022
Effect of degradations and their possible outcomes in PV cells
Neha Kumari, Sanjay Kumar Singh, Sanjay Kumar
Renewable Energy Systems Modeling Optimization and Applications, 2022
Renewable energy systems: Modeling, optimization and applications
Renewable Energy Systems Modeling Optimization and Applications, 2022
Quality improvement by eliminating harmonic using nature-based optimization technique
Kamaldeep, Himanshu Sharma, Sanjay Kumar, Arjun Tyagi, Rahul Dogra
Renewable Energy Systems Modeling Optimization and Applications, 2022
Application of Artificial Neural Network to Solar Potential Estimation in Hilly Region of India
Rahul Dogra, Sanjay Kumar, Nikita Gupta
Journal of Renewable Energy and Environment, 2022
A Review on different Parametric Aspects and Sizing Methodologies of Hybrid Renewable Energy System
Sanjay Kumar, Sumit Sharma, Yog Raj Sood, Subho Upadhyay, Vineet Kumar
Journal of the Institution of Engineers India Series B, 2022
EESR: Energy efficient sector-based routing protocol for reliable data communication in UWSNs
Rakesh Kumar, Shashi Shekhar, Hitendra Garg, Mukesh Kumar, Bhisham Sharma, Sanjay Kumar
Computer Communications, 2022
A Review on Performance and Reliability Aspects of Photovoltaic Modules
Neha Kumari, Sanjay Kumar Singh, Sanjay Kumar
Lecture Notes in Electrical Engineering, 2022
Covariance matrix adaptation evolution strategy for robust load frequency control of hydro power systems
Nitish Katal, Singh, Sanjay Kumar, Sanjay Kumar
Songklanakarin Journal of Science and Technology, 2022
A comparative study of different materials used for solar photovoltaics technology
Neha Kumari, Sanjay Kumar Singh, Sanjay Kumar
Materials Today Proceedings, 2022
Optimal Design of Controllers for Brix Regulation in Sugar Industry
Sanjay Kumar Singh, Nitish Katal, Sanjay Kumar, Neha Kumari
Lecture Notes in Electrical Engineering, 2022
Challenges of DC Microgrid Protection: a Comprehensive Study
Ziad Ali, Rahul Dogra, Nikita Gupta, Sanjay Kumar
International Journal on Energy Conversion, 2022
Feedforward-Feedback Based Adaptive Control Algorithm for Power Quality Improvement of Grid Integrated Photovoltaic System
Ziad Ali, Rahul Dogra, Nikita Gupta, Sanjay Kumar
International Journal on Energy Conversion, 2022
Analysis of COVID-19 outbreak using GIS and SEIR model
Sanjay Kumar, Har Amrit Singh Sandhu, Uday Awasthi, Sanjay Kumar Singh, Praveen Agarwal
Fractional Order Systems and Applications in Engineering, 2022
Multiarea Economic Dispatch Using Evolutionary Algorithms
Sanjay Kumar, Vineet Kumar, Nitish Katal, Sanjay Kumar Singh, Sumit Sharma, Pushpendra Singh
Mathematical Problems in Engineering, 2021
Prediction and optimization of abrasive wear loss of ultrahigh strength martensitic steel using response surface methodology, Harris Hawk and artificial neural network
Varun Sharma, Sanjay Sharma, Om Prakash Verma, Bhuvnesh Bhardwaj, Tarun Kumar Sharma, Nikhil Pachauri
International Journal of Systems Assurance Engineering and Management, 2021
Efficient solar radiation estimation using cohesive artificial neural network technique with optimal synaptic weights
S Kumar, T Kaur
Proceedings of the Institution of Mechanical Engineers Part A Journal of Power and Energy, 2020
Determination of sequent depth of hydraulic jump over sloping floor with rounded and crushed aggregates using experimental and ANN model
Mohit Kumar, Sanjay Kumar, Sahil Bidhu
Water Science and Technology Water Supply, 2019
Resource estimation and sizing optimization of PV/micro hydro-based hybrid energy system in rural area of Western Himalayan Himachal Pradesh in India
S. Kumar, T. Kaur, M.K. Arora, S. Upadhyay
Energy Sources Part A Recovery Utilization and Environmental Effects, 2019
Development of ANN Based Model for Solar Potential Assessment Using Various Meteorological Parameters
Sanjay Kumar, Tarlochan Kaur
Energy Procedia, 2016
Application of artificial neural network for short term wind speed forecasting
Tarlochan Kaur, Sanjay Kumar, Ravi Segal
2016 Biennial International Conference on Power and Energy Systems Towards Sustainable Energy Pestse 2016, 2016
Arduino based solar powered battery charging system for rural SHS
Tarlochan Kaur, Jaimala Gambhir, Sanjay Kumar
India International Conference on Power Electronics Iicpe, 2016

RECENT SCHOLAR PUBLICATIONS

Intelligent feedback controller for islanded operation of DC nanogrid
R Kaur, S Kumar, K Vijayakumar, S Kumar
Electrical Engineering 107 (12), 15423-15439 , 2025
2025
Citations: 1
Analysis of single-cell shading impact on polycrystalline PERC module under hot-dry conditions
N Kumari, SK Singh, S Kumar, VK Jadoun
Energy Conversion and Management: X, 101143 , 2025
2025
Citations: 2
A Survey of Quantum Algorithms for Computer Science
A Kumar, AJ Singh, S Kumar
International Conference on Advanced Network Technologies and Computational … , 2025
2025
Citations: 2
Artificial Intelligence and Machine Learning Applications for Sustainable Development
AJ Singh, N Gupta, S Kumar, S Sharma, S Upadhyay, S Kumar
CRC Press , 2025
2025
Citations: 4
Finding the Shortest Distance Between Villages Located in Mountainous Terrain
S Agarwal, H Singh, K Lal, S Upadhyay, S Sharma, RK Chauhan, A Saini
2025 International Conference on Cognitive Computing in Engineering … , 2025
2025
Citations: 1
Selection of micro wind turbine blade design based on symmetric NACA 4-digit airfoils
S Kumar, A Verma, PY Verma, A Singh
Facta universitatis-series: Electronics and Energetics 38 (2), 277-288 , 2025
2025
Citations: 3
Performance comparison of dynamically controlled particle swarm optimization and grey wolf optimizer for dynamic power reserve scheduling in multi areas problems
V Kumar, S Kumar
International Journal of Ambient Energy 45 (1), 2309333 , 2024
2024
Citations: 1
Efficient High Heating Value estimation using Latin Hypercube Sampling and Artificial Neural Network–based approach
S Kumar, D Thakur
Environmental Monitoring and Assessment 196 (12), 1167 , 2024
2024
Citations: 11
A review on energy harvesting technologies: Comparison between non-conventional and conceptual approaches
K Bhatt, S Kumar, S Kumar, S Sharma, V Singh
Energy Reports 12, 4717-4740 , 2024
2024
Citations: 34
Performance investigation of monocrystalline and polycrystalline PV modules under real conditions
N Kumari, SK Singh, S Kumar, VK Jadoun
IEEE Access 12, 169869-169878 , 2024
2024
Citations: 13
Sustainable Development Using Geospatial Techniques
D Thakur, S Kumar, HAS Sandhu, C Prakash
John Wiley & Sons , 2024
2024
Prediction of High Heating Value Using ANN Technique Aftermath Natural Disasters
D Thakur, S Kumar, B Sharma, IB Dhaou
2024 IEEE/ACS 21st International Conference on Computer Systems and … , 2024
2024
Performance analysis of partially shaded high-efficiency mono PERC/mono crystalline PV module under indoor and environmental conditions
N Kumari, SK Singh, S Kumar, VK Jadoun
Scientific Reports 14 (1), 21587 , 2024
2024
Citations: 25
Estimation of calorific value using an artificial neural network based on stochastic ultimate analysis
D Thakur, S Kumar, V Kumar, T Kaur
Renewable Energy 228, 120668 , 2024
2024
Citations: 11
Review on classical and emerging maximum power point tracking algorithms for solar photovoltaic systems
N Gupta, MS Bhaskar, S Kumar, DJ Almakhles, T Panwar, A Banyal, ...
Journal of Renewable Energy and Environment 11 (2), 18-29 , 2024
2024
Citations: 20
Enabling sustainable freight transport with longer, heavier vehicles in India
V Singh, S Tejyan, S Kumar, T Singh
Case Studies on Transport Policy 15, 101138 , 2024
2024
Citations: 2
A method for encrypting images based on the AES algorithm
N Sharma, P Dhiman, A Chauhan, N Sharma, S Kumar
2023 Seventh International Conference on Image Information Processing (ICIIP … , 2023
2023
Citations: 2
Renewable based techno-economic analysis for telecommunication system: A case study of western Himalaya
S Sharma, YR Sood, S Kumar, V Kumar, V Kumar
Wind Engineering 47 (5), 897-912 , 2023
2023
Citations: 3
Soft Computing: Theories and Applications Proceedings of SoCTA 2022
SS Rajesh Kumar, Ajit Kumar Verma, Tarun K. Sharma, Om Prakash Verma
Springer Nature , 2023
2023
Analysis of COVID-19 outbreak using GIS and SEIR model
S Kumar, HAS Sandhu, U Awasthi, SK Singh, P Agarwal
Fractional Order Systems and Applications in Engineering, 215-225 , 2023
2023
Citations: 6

MOST CITED SCHOLAR PUBLICATIONS

Development of ANN based model for solar potential assessment using various meteorological parameters
S Kumar, T Kaur
Energy Procedia 90, 587-592 , 2016
2016
Citations: 88
Application of artificial neural network for short term wind speed forecasting
T Kaur, S Kumar, R Segal
2016 Biennial international conference on power and energy systems: towards … , 2016
2016
Citations: 84
Resource estimation and sizing optimization of PV/micro hydro-based hybrid energy system in rural area of Western Himalayan Himachal Pradesh in India
S Kumar, T Kaur, MK Arora, S Upadhyay
Energy Sources, Part A: Recovery, Utilization, and Environmental Effects 41 … , 2019
2019
Citations: 65
Optimal sizing of stand alone hybrid renewable energy system with load shifting
S Kumar, T Kaur, S Upadhyay, V Sharma, D Vatsal
Energy Sources, Part A: Recovery, Utilization, and Environmental Effects 47 … , 2017
2017
Citations: 57
A comparative study of different materials used for solar photovoltaics technology
N Kumari, SK Singh, S Kumar
Materials Today: Proceedings 66, 3522-3528 , 2022
2022
Citations: 51
Efficient solar radiation estimation using cohesive artificial neural network technique with optimal synaptic weights
S Kumar, T Kaur
Proceedings of the Institution of Mechanical Engineers, Part A: Journal of … , 2020
2020
Citations: 41
Multiarea economic dispatch using evolutionary algorithms
S Kumar, V Kumar, N Katal, SK Singh, S Sharma, P Singh
Mathematical Problems in Engineering 2021 (1), 3577087 , 2021
2021
Citations: 36
A review on energy harvesting technologies: Comparison between non-conventional and conceptual approaches
K Bhatt, S Kumar, S Kumar, S Sharma, V Singh
Energy Reports 12, 4717-4740 , 2024
2024
Citations: 34
EESR: Energy efficient sector-based routing protocol for reliable data communication in UWSNs
R Kumar, S Shekhar, H Garg, M Kumar, B Sharma, S Kumar
Computer Communications 192, 268-278 , 2022
2022
Citations: 31
Performance analysis of partially shaded high-efficiency mono PERC/mono crystalline PV module under indoor and environmental conditions
N Kumari, SK Singh, S Kumar, VK Jadoun
Scientific Reports 14 (1), 21587 , 2024
2024
Citations: 25
MATLAB-based simulation analysis of the partial shading at different locations on series-parallel pv array configuration
N Kumari, SK Singh, S Kumar
Transdisciplinary Research and Education Center for Green Technologies … , 2022
2022
Citations: 25
Arduino based solar powered battery charging system for rural SHS
T Kaur, J Gambhir, S Kumar
2016 7th India International Conference on Power Electronics (IICPE), 1-5 , 2016
2016
Citations: 24
Energy Audit: A Case Study
TK Sanjay Kumar
International Journal of Research in Management, Science & Technology 1 (1 … , 2013
2013
Citations: 23
A review on different parametric aspects and sizing methodologies of hybrid renewable energy system
S Kumar, S Sharma, YR Sood, S Upadhyay, V Kumar
Journal of The Institution of Engineers (India): Series B 103 (4), 1345-1354 , 2022
2022
Citations: 22
Review on classical and emerging maximum power point tracking algorithms for solar photovoltaic systems
N Gupta, MS Bhaskar, S Kumar, DJ Almakhles, T Panwar, A Banyal, ...
Journal of Renewable Energy and Environment 11 (2), 18-29 , 2024
2024
Citations: 20
Determination of sequent depth of hydraulic jump over sloping floor with rounded and crushed aggregates using experimental and ANN model
M Kumar, S Kumar, S Bidhu
Water Supply 19 (8), 2240-2247 , 2019
2019
Citations: 14
Performance investigation of monocrystalline and polycrystalline PV modules under real conditions
N Kumari, SK Singh, S Kumar, VK Jadoun
IEEE Access 12, 169869-169878 , 2024
2024
Citations: 13
Efficient High Heating Value estimation using Latin Hypercube Sampling and Artificial Neural Network–based approach
S Kumar, D Thakur
Environmental Monitoring and Assessment 196 (12), 1167 , 2024
2024
Citations: 11
Estimation of calorific value using an artificial neural network based on stochastic ultimate analysis
D Thakur, S Kumar, V Kumar, T Kaur
Renewable Energy 228, 120668 , 2024
2024
Citations: 11
Effect of degradations and their possible outcomes in PV cells
N Kumari, SK Singh, S Kumar
Renewable Energy Systems: Modeling, Optimization and Applications, 469-515 , 2022
2022
Citations: 10

GRANT DETAILS

Two Project, One completed and one ongoing

RESEARCH OUTPUTS (PATENTS, SOFTWARE, PUBLICATIONS, PRODUCTS)

2 patents granted

Industry, Institute, or Organisation Collaboration

Amrita University Bengaluru