Computer Science, Hardware and Architecture, Engineering, Education
9
Scopus Publications
24
Scholar Citations
3
Scholar h-index
Scopus Publications
Estimation of Vehicular Pollutant Load through Fuzzy-Inference System Manoj Kumar Sahoo, Sasmita Dash, Brojo Kishore Mishra Proceedings 2025 IEEE 3rd International Symposium on Sustainable Energy Signal Processing and Cybersecurity Isssc 2025, 2025 Pollution is collateral with the development around with increasing in industrialization, urbanization and deforestation. The surface transport is an integral factor support the industrial and urbanization development. The surface transport consists of trains, buses, trucks and other means of motorized transport methods. The pollution in water, soil and air is dangerous to living being directly or indirectly, so there should be balance between the developments with the environment. The pure or good air good amount of oxygen for living being, it reduction in air due to pollution put effect on health condition of living being in physically and mentally. The condensed and polluted air from transport and industry is a major cause for air pollution, the pollution need to address properly to balance environment condition and manage it. In this analytical work we have consider a pollution elements like NO<inf xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">2</inf>, SO<inf xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">2</inf>, PM<inf xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">10</inf> and PM<inf xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">25</inf>, which are emission during surface transport, which help to manage the traffic and minimize it. The surface transports cannot stop, and its number is increasing in industrial and urban area. This nature of study helps to the environmental management person to find out a suitable model of transport and environmental balancing act. The traffic management also help the accident number to reduce or minimize.
Image Classification Employing an Efficient Deep Learning Model with Improved Parameter Utilization Debi Prasad Panda, Pratik Kiran Rout, Manoj Kumar Sahoo, Rashmi Rani Patro, Parimal Kumar Giri, Ashish Rastogi Ocit 2025 Proceedings 23rd Oits International Conference on Information Technology, 2025 Today's lightweight and portable neural network architectures sometimes have trouble striking a compromise between classification accuracy and computing efficiency, especially when using complicated datasets like CIFAR-100. In this work, we present a new architecture, P100SuperCNN, inspired by EfficientNet, which achieves remarkable parameter savings while preserving competitive accuracy. We integrate Squeeze-and-Excitation attention methods, progressive data augmentation techniques, and Mobile Inverted Bottleneck Convolution with Stochastic Depth (MBConvSD) blocks into our design. Through extensive testing, we have confirmed that advanced training methods can be outperformed by reduced optimization strategies. P100SuperCNN achieves an efficiency score of 18.32 accuracy points per million parameters, achieving 73.83% validation accuracy on CIFAR-100 with only 4.03 million parameters. This is 26% more efficient than EfficientNetB0 and 32% more efficient than MobileNetV3-Large, while using 25% less parameters than comparable mobile architectures. Our findings disprove the idea that sophisticated optimization strategies invariably produce superior outcomes, showing that refined, simple methods achieved 1.03 % higher accuracy while training 2.4 times faster. Because of its modular design and simple implementation, P100SuperCNN can be used in resourceconstrained systems for both practical implementation and research.
Intelligent big data analytics: A perspective for online education system Intelligent Technologies for Sensors Applications Design and Optimization for A Smart World, 2023
Iot-based traffic and router management system for drivers Intelligent Technologies for Sensors Applications Design and Optimization for A Smart World, 2023
Iot-based teaching assistant system for smart classrooms Intelligent Technologies for Sensors Applications Design and Optimization for A Smart World, 2023
Estimation of Vehicular Pollutant Load through Fuzzy-Inference System MK Sahoo, S Dash, BK Mishra 2025 IEEE 3rd International Symposium on Sustainable Energy, Signal … , 2025 2025.0
A cloud-based erp system for secure data exchange between entities L Sahoo, MK SAHOO US Patent App. 18/723,533 , 2025 2025.0
Intelligent Big Data Analytics: A Perspective for Online Education System MK Sahoo, BS Gouda, P Pratihari, AK Satapathy, SS Pradhan, S Nayak Intelligent Technologies for Sensors, 213-229 , 2023 2023.0 Citations: 1
IoT-Based Traffic and Router Management System for Drivers MK Sahoo, AK Dash, SK Senapati, B Pavani, P Deepak, S Dash, ... Intelligent Technologies for Sensors, 199-212 , 2023 2023.0 Citations: 2
IoT-based teaching assistant system for smart classrooms MK Sahoo, SR Pattanaik, Y Kumar, SS Kumar, MR Sahu, SS Patnaik, ... Intelligent Technologies for Sensors, 13-23 , 2023 2023.0 Citations: 1
Malware detection system using API-decision tree D Anil Kumar, SK Das, MK Sahoo Advances in Data Science and Management: Proceedings of ICDSM 2021, 511-517 , 2022 2022.0 Citations: 6
Intelligent Big Data Analytics: A Perspective for IoHT and HealthCare P Patnaik, BK Mishra, V Jaglan, MK Sahoo Advances in Data Science and Management: Proceedings of ICDSM 2021, 407-417 , 2022 2022.0 Citations: 1
Air Quality Prediction Using Artificial Neural Network L Sahoo, BB Praharaj, MK Sahoo Soft Computing Techniques and Applications: Proceeding of the International … , 2020 2020.0 Citations: 7
FPGA Implementation of ASK and FSK Modulator Based on Matlab/Xilinx System Generator K Swain 2020.0
Realization of Digital Down Convertor Using Xilinx System Generator MK Sahoo, K Swain, AK Rath Computational Intelligence in Data Mining-Volume 1: Proceedings of the … , 2014 2014.0
FPGA Implementation of LMS Algorithm used in Adaptive Equalizer KS Manoj Kumar Sahoo ICEAE 1 (1) , 2014 2014.0
FPGA implementation of QPSK modulator based on Matlab/Xilinx system generator K Swain, MK Sahoo International Journal of Analytical, Experimental and Finite Element … , 2014 2014.0 Citations: 5
FPGA Implementation of QPSK Modulator Based on Matlab/Xilinx System Generator MK Sahoo 2014.0
Implementation of AES algorithm on microblaze soft processor Citations: 1
Design and Implementation of Equiripple FIR Lowpass Filter on FPGA: A Case Study K Swain, MK Sahoo
STRUCTURAL ANALYSIS OF VEDIC MULTIPLIER USING URDHVA-TIRYAKBHYAM SUTRA ALGORITHM FOR FPGA S Swain, S Samal, MK Sahoo
MOST CITED SCHOLAR PUBLICATIONS
Air Quality Prediction Using Artificial Neural Network L Sahoo, BB Praharaj, MK Sahoo Soft Computing Techniques and Applications: Proceeding of the International … , 2020 2020.0 Citations: 7
Malware detection system using API-decision tree D Anil Kumar, SK Das, MK Sahoo Advances in Data Science and Management: Proceedings of ICDSM 2021, 511-517 , 2022 2022.0 Citations: 6
FPGA implementation of QPSK modulator based on Matlab/Xilinx system generator K Swain, MK Sahoo International Journal of Analytical, Experimental and Finite Element … , 2014 2014.0 Citations: 5
IoT-Based Traffic and Router Management System for Drivers MK Sahoo, AK Dash, SK Senapati, B Pavani, P Deepak, S Dash, ... Intelligent Technologies for Sensors, 199-212 , 2023 2023.0 Citations: 2
Intelligent Big Data Analytics: A Perspective for Online Education System MK Sahoo, BS Gouda, P Pratihari, AK Satapathy, SS Pradhan, S Nayak Intelligent Technologies for Sensors, 213-229 , 2023 2023.0 Citations: 1
IoT-based teaching assistant system for smart classrooms MK Sahoo, SR Pattanaik, Y Kumar, SS Kumar, MR Sahu, SS Patnaik, ... Intelligent Technologies for Sensors, 13-23 , 2023 2023.0 Citations: 1
Intelligent Big Data Analytics: A Perspective for IoHT and HealthCare P Patnaik, BK Mishra, V Jaglan, MK Sahoo Advances in Data Science and Management: Proceedings of ICDSM 2021, 407-417 , 2022 2022.0 Citations: 1
Implementation of AES algorithm on microblaze soft processor Citations: 1
Estimation of Vehicular Pollutant Load through Fuzzy-Inference System MK Sahoo, S Dash, BK Mishra 2025 IEEE 3rd International Symposium on Sustainable Energy, Signal … , 2025 2025.0
A cloud-based erp system for secure data exchange between entities L Sahoo, MK SAHOO US Patent App. 18/723,533 , 2025 2025.0
FPGA Implementation of ASK and FSK Modulator Based on Matlab/Xilinx System Generator K Swain 2020.0
Realization of Digital Down Convertor Using Xilinx System Generator MK Sahoo, K Swain, AK Rath Computational Intelligence in Data Mining-Volume 1: Proceedings of the … , 2014 2014.0
FPGA Implementation of LMS Algorithm used in Adaptive Equalizer KS Manoj Kumar Sahoo ICEAE 1 (1) , 2014 2014.0
FPGA Implementation of QPSK Modulator Based on Matlab/Xilinx System Generator MK Sahoo 2014.0
Design and Implementation of Equiripple FIR Lowpass Filter on FPGA: A Case Study K Swain, MK Sahoo
STRUCTURAL ANALYSIS OF VEDIC MULTIPLIER USING URDHVA-TIRYAKBHYAM SUTRA ALGORITHM FOR FPGA S Swain, S Samal, MK Sahoo
