Electrical and Electronic Engineering, Computer Engineering
4
Scopus Publications
22
Scholar Citations
3
Scholar h-index
Scopus Publications
Q-MOHO: Q-Machine Learning Guided Multi-Objective power optimization for RIS-assisted MIMO-NOMA systems Suprith P G, Marulasiddappa H B International Journal of Electronics and Telecommunications, 2026 In this study, we introduce Q-MOHO (Q-MachineLearning Guided Multi-Objective Hybrid Optimization) for powerallocation in MIMO-NOMA communication systems aided by RIS.To optimize throughput, improve equalization, and reduce powervariation, the algorithm adjusts power distribution among threeusers facilitated by 64 RIS components. Dynamically adjustingwith SNR, the optimal power distribution spans from 0.2 atelevated SNR levels to 0.8 at reduced SNRs. The Q-MOHOperformance of 5.40 bps/Hz at an SNR of 25 dB is substantial whencontrasted with equal power allocation (EPA) and difference ofconvex optimization (DCO). These results confirm that, in realworldwireless conditions, the Q-MOHO algorithm can effectivelyacquire optimal strategies and significantly enhance systemperformance.
Support Vector Machines and Convolutional Neural Networks for Detection of Diabetic Retinopathy Hemorrhage Sandeep Kumar Mathariya, Prashanth G S, Nitin Thapliyal, Mahaveer Jain, Kavita Joshi, R.D. Sathiya 2025 World Conference on Cutting Edge Science and Technology Wccest 2025, 2025 Diabetic is One common causes of visual impairment and blindness globally is diabetic / retinopathy DR, particularly in diabetes people who have been diagnosed with the condition for a long time. One of the most important markers of DR is the presence of hemorrhages, and it is critical to discover them at an early stage in order to assist early treatment and the appropriate management of the illness. An automated bleeding detection system that is based on a machine learning approach using retinal pictures is addressed in the study that is currently being conducted. Improving the speed and accuracy of diagnostic processes is the driving force behind this objective. The program employs a comprehensive image processing approach to enhance quality of retinal picture and retrieve valuable data. The categorisation of hemorrhagic and normal retinal regions is executed using a Support Vector Machine, whilst feature extraction is performed via a convolutional neural network (CNN). After a period of testing on a publicly available dataset, the model shows remarkable effectiveness in detecting bleeding. When compared to more conventional approaches, the method that has been suggested demonstrates superior performance and superior resilience. By assisting ophthalmologists in early patient detection and reducing the amount of time spent manually screening patients in settings with limited resources, the computer vision application that has been presented has the potential to be of great assistance.
Cluster based energy efficient routing protocol for heterogeneous wireless sensor networks G. S. Prashanth, P. Manjunatha Concurrency and Computation Practice and Experience, 2023 SummaryWith the advancement in recent technologies, wireless sensor networks (WSNs) have emerged to become one of the key research areas. Sensor nodes in WSN are deployed randomly to sense the events that occur in an area. Clustering of sensor nodes in a wireless sensor network will result in better energy efficiency and topology management. In many scenarios, wireless sensor networks are deployed in remote areas and in hostile environments where batteries cannot be recharged or replaceable. In real world applications, heterogeneous sensor nodes with different initial energies in a WSN are more preferable to prolong stability period, network lifetime, and throughput. The main objective of this article is to design and develop a cluster‐based energy efficient routing protocol for heterogeneous wireless sensor networks (CEER). The proposed CEER routing protocol is based on the residual energy of all the sensor nodes in each round, distance of each sensor node from the base station, weighted election probabilities and reliability of a sensor node and the network. It is found from the results that, the proposed CEER routing protocol provides better stability, network lifetime, and throughput as compared with the existing routing protocols of heterogeneous wireless sensor networks.
Q-MOHO: Q-Machine Learning Guided Multi-Objective Power Optimization for RIS-Assisted MIMO-NOMA Systems PG Suprith, HB Marulasiddappa, GS Prashanth, G Narayanaswamy International Journal of Electronics and Telecommunication 72 (2), 1-8 , 2026 2026
Intelligent Energy Management System of Electric Vehicles using Botox Optimization based Fuzzy Logic Algorithm A Singh, S Verma, P Gs, G Veeranna, P Mehra, SS Kumar, N Karuppiah, ... 2025 International Conference on Power Electronics and Energy (ICPEE), 1-6 , 2025 2025
Support Vector Machines and Convolutional Neural Networks for Detection of Diabetic Retinopathy Hemorrhage SK Mathariya, GS Prashanth, N Thapliyal, M Jain, K Joshi, RD Sathiya 2025 World Conference on Cutting-Edge Science and Technology (WCCEST), 1-6 , 2025 2025
Smart School Monitoring System Integrated with Smart Bus KS Keerthi, GS Prashanth 2025
Cluster based energy efficient routing protocol for heterogeneous wireless sensor networks GS Prashanth, P Manjunatha Concurrency and Computation: Practice and Experience 35 (21), e7693 , 2023 2023 Citations: 8
CLUSTER BASED ROUTING PROTOCOLS OF HETEROGENEOUS WIRELESS SENSOR NETWORKS -A SURVEY MP Prashanth G S Journal of Critical Reviews 7 (9), 2002-2018 , 2020 2020 Citations: 2
Orthogonal Frequency Division Multiplexing (OFDM) based Uplink Multiple Access Method over AWGN and Fading Channels P G S International Research Journal of Engineering and Technology (IRJET) 6 (04 … , 2019 2019
Orthogonal Frequency Division Multiplexing (OFDM) based Uplink Multiple Access Method over AWGN and Fading Channels GS Prashanth 2019 Citations: 1
Comparative Analysis of Various Digital Modulation Techniques for FHSS-WCDMA over AWGN and Fading Channels GS Prashanth Int. Res. J. Eng. Technol.(IRJET), 56-2395 , 2019 2019 Citations: 3
Analysis of FHSS-CDMA with QAM-64 over AWGN and Fading Channels GS Prashanth International Research Journal of Engineering and Technology (IRJET) 4 (08 … , 2017 2017 Citations: 2
Simulation of FH-CDMA for AWGN and Fading Channels PGS Rashmi V, Darshini S M, Rashmi H G IFRSA International Journal Of Electronics Circuits And Systems 4 (2), 95-98 , 2015 2015 Citations: 3
Finding the Most Reliable path of Complex Network and its Reliability Estimation GS Prashanth, P Manjunatha Proceedings of the 6th IETE National Conference on RF & Wireless, 131 , 2013 2013
An Algorithm to Find Minimal Cut-Sets of Complex Network P G S, M P Proceedings of International Conference on VLSI, Communication, Advanced … , 2013 2013 Citations: 3
MOST CITED SCHOLAR PUBLICATIONS
Cluster based energy efficient routing protocol for heterogeneous wireless sensor networks GS Prashanth, P Manjunatha Concurrency and Computation: Practice and Experience 35 (21), e7693 , 2023 2023 Citations: 8
Comparative Analysis of Various Digital Modulation Techniques for FHSS-WCDMA over AWGN and Fading Channels GS Prashanth Int. Res. J. Eng. Technol.(IRJET), 56-2395 , 2019 2019 Citations: 3
Simulation of FH-CDMA for AWGN and Fading Channels PGS Rashmi V, Darshini S M, Rashmi H G IFRSA International Journal Of Electronics Circuits And Systems 4 (2), 95-98 , 2015 2015 Citations: 3
An Algorithm to Find Minimal Cut-Sets of Complex Network P G S, M P Proceedings of International Conference on VLSI, Communication, Advanced … , 2013 2013 Citations: 3
CLUSTER BASED ROUTING PROTOCOLS OF HETEROGENEOUS WIRELESS SENSOR NETWORKS -A SURVEY MP Prashanth G S Journal of Critical Reviews 7 (9), 2002-2018 , 2020 2020 Citations: 2
Analysis of FHSS-CDMA with QAM-64 over AWGN and Fading Channels GS Prashanth International Research Journal of Engineering and Technology (IRJET) 4 (08 … , 2017 2017 Citations: 2
Orthogonal Frequency Division Multiplexing (OFDM) based Uplink Multiple Access Method over AWGN and Fading Channels GS Prashanth 2019 Citations: 1
Q-MOHO: Q-Machine Learning Guided Multi-Objective Power Optimization for RIS-Assisted MIMO-NOMA Systems PG Suprith, HB Marulasiddappa, GS Prashanth, G Narayanaswamy International Journal of Electronics and Telecommunication 72 (2), 1-8 , 2026 2026
Intelligent Energy Management System of Electric Vehicles using Botox Optimization based Fuzzy Logic Algorithm A Singh, S Verma, P Gs, G Veeranna, P Mehra, SS Kumar, N Karuppiah, ... 2025 International Conference on Power Electronics and Energy (ICPEE), 1-6 , 2025 2025
Support Vector Machines and Convolutional Neural Networks for Detection of Diabetic Retinopathy Hemorrhage SK Mathariya, GS Prashanth, N Thapliyal, M Jain, K Joshi, RD Sathiya 2025 World Conference on Cutting-Edge Science and Technology (WCCEST), 1-6 , 2025 2025
Smart School Monitoring System Integrated with Smart Bus KS Keerthi, GS Prashanth 2025
Orthogonal Frequency Division Multiplexing (OFDM) based Uplink Multiple Access Method over AWGN and Fading Channels P G S International Research Journal of Engineering and Technology (IRJET) 6 (04 … , 2019 2019
Finding the Most Reliable path of Complex Network and its Reliability Estimation GS Prashanth, P Manjunatha Proceedings of the 6th IETE National Conference on RF & Wireless, 131 , 2013 2013
