Dr. Rajendra Prasad P (S’10–M’12–SM’21) has a career spanning over twelve years in the field of engineering education. Pursued his Ph.D. from Visvesvaraya Technological University, Belagavi in the domain of wireless communication during 2016-2021. His M.Tech. degree in Digital Electronics & Communication from M.S Ramaiah Institute of Technology in 2010. His B.E. degree in Electronics and Communication Engineering from Vijayanagara College of Engineering, Bellary in 2008. One patent grant, and published more than 36 technical papers related to the domain wireless communication, networking mobile ad-hoc networks in the reputed international Journals, International/National Conferences. Performed as a reviewer for journals including IEEE Transactions on Mobile Computing, IEEE Access, Elsevier, MDPI and for many IEEE international conferences. Also Jury member for ‘Smart India Hackathon, 2019’.Jury member and chair for the Toycathon-2021. Top Cited Article 2020-2021 in WILEY.
EDUCATION
Ph.D. from V.T.U. Belagavi during 2016-2021 in the domain of Wireless Communication.
M-Tech from V.T.U. Belagavi during 2008-2010 in the domain of Digital Electronics and Communication
B.E. from V.T.U. Belagavi during 2004-2008 in the domain of Electronics and Communication
RESEARCH, TEACHING, or OTHER INTERESTS
Electrical and Electronic Engineering, Artificial Intelligence, Engineering, Computer Networks and Communications
48
Scopus Publications
743
Scholar Citations
16
Scholar h-index
23
Scholar i10-index
Scopus Publications
A High Bandwidth X Band Monopulse Comparator for Tracking Radio Detection and Ranging Rashmi Priyadarshini B. K., Anil Kumar H. L., Rajendra Prasad P., Saikeerthika K., Malavika S. Microwave and Optical Technology Letters, 2025 Mono‐pulse antennas in radio detection and ranging (RADAR) has been a significant focus. The accurate localization and tracking of targets remain fundamental challenges in various RADAR applications. This paper introduces a cutting‐edge X‐band mono‐pulse comparator (MPC) designed for exceptional tracking performance. The precise target tracking system lies the eight‐port mono‐pulse comparator. Its four input channels—sum, azimuth difference, elevation difference, and a guarded port—feed into a sophisticated network that generates four output channels: sum, azimuth, elevation, and a termination port. This high‐bandwidth design enables the MPC to deliver accurate angle measurements, ensuring effective target tracking. The inclusion of a mono‐pulse antenna in the design proves instrumental in reducing side lobes, contributing to improved tracking accuracy. The high‐bandwidth MPC demonstrates superior target azimuth measurement compared to angular position estimation. When integrated with an active antenna array unit, the MPC achieves exceptional performance metrics, including a side lobe of better than –30 dB and a null depth exceeding –50 dB. This high‐bandwidth mono‐pulse comparator excels in providing a return loss or voltage standing wave ratio surpassing –10 dB across a bandwidth of over 1 GHz.
Energy-efficient cluster-based artificial intelligence routing for wireless sensor networks Rajendra Prasad P, Roshan Zameer Ahmed International Journal of Communication Systems, 2024 SummaryArtificial intelligence (AI)‐based wireless sensor network technology is the future of advancement for real‐time applications. With AI wireless sensor network technology, it is possible to collect data from any environment, analyze in real time, and use it to optimize processes and operations. AI wireless sensor network technology provides an unprecedented level of accuracy as well as the ability to detect even the slightest changes in a given environment. The AI‐based approach uses clustering‐based techniques with self‐organizing map (SOM) for energy conservation in resource‐constrained networks. By clustering the network, it becomes more energy efficient, as data can be shared among members of a cluster without needing to be transmitted across multiple nodes. The proposed AI cluster‐based routing approach outperforms in terms of energy consumption and computational challenges of the network. The results obtained demonstrate the proposed approach to achieve lower energy consumption than the existing algorithms while providing the same level of performance in terms of throughput and latency, as well as a comparison with traditional justification techniques.
Low-Cost Secure Information Transmission Using Cryptography Multi layer Algorithm Rajendra Prasad P, Navaneeth N 2024 Global Conference on Communications and Information Technologies Gccit 2024, 2024 In this proposed work, a new strategy for improving data security is presented. This approach makes use of multilayer Linear Feedback Shift Register (LFSR) cryptographic algorithms. The purpose of this approach is to reduce the widespread risk of data hacking. The One Time Pad (OTP) algorithm, which was created within a multilayer framework, is included in the suggested system. This algorithm is responsible for regulating the transmission of signals within the mode of communication. Seed values are obtained from a Pseudorandom Noise (PN) sequence that is created by a basic polynomial. These seed values are used to initialize the functionality of the One-Time Password scheme. As an additional point of interest, this research investigates the analysis of single-layered LFSR cryptography and compares it to a cascaded LFSR encryption approach to assess the effectiveness of preserving digitized data. Within the scope of LFSR cascaded cryptography, authentication key generation circuits that cater to varied degrees of bit handling in data communication systems are designed. This makes it possible for robust encryption and decryption operations to be carried out. The cascaded multilayer cryptography system is subjected to a comprehensive analysis to determine whether or not it has the capability of enhancing data security. Evaluation parameters spanning operating frequency, power consumption, latency, and memory utilization illustrate the applicability of this technique for the creation of modern network-based applications.
An Improved Image Enhancement of Road-Lanes and Paint-Signs Using Verilog HDL Sampreeth S J, Rajendra Prasad P 5th International Conference on Circuits Control Communication and Computing I4c 2024, 2024 In this paper, a better enhancement technique for lane and paint sign detection under harsh noisy sunlight conditions are implemented in Verilog HDL. The image enhancement technique proposed can be used in real-time feature extraction for road lanes and paint signs. The design module uses thresholding techniques to highlight pixels that define the lanes and signs. The method of inverting an image is used to generate grayscale images in this design, and is pipelined with the thresholding technique. The failure in attaining maximum efficiency resulted due to reduced noise detection percentage. The noise can be any form; one example can be of sunlight creating a pattern of exposure levels in an image frame. The model designed in this paper has improvements in the detection of these noises and eliminating them to finally have only important pixels required for detection. The model is verified for errors and tested under different conditions to predict the best threshold values to choose, depending on the environment conditions.
SMALL-SCALE MIMO ANTENNA WITH HIGH ISOLATION FOR 5G COMMUNICATION Dilip Kumar Choudhary, Tanweer Ali, Rajendra Prasad P., Roshan Zameer Ahmad Telecommunications and Radio Engineering English Translation of Elektrosvyaz and Radiotekhnika, 2024 This manuscript describes two- and three-element small-scale multiple-input multiple-output (MIMO) antenna configurations for 5G communications ranging from 23.5 to 28.6 GHz. Modern device antennas have two essential features: isolation and a larger bandwidth. In this regard, firstly a single element antenna has been designed using quarter wavelength impedance transformer and semi-circular loaded patch along with defected ground structure. Furthermore, two single-element antennas are placed orthonormal to each other having quarter wavelength distance from the center of the single-element antenna. To increase the bandwidth and isolation, additionally a rectangular patch and strip isolate from ground. This structural change alters the current path, improving the impedance matching and isolation of the two-element MIMO antenna configuration. After that the three-element MIMO configuration was formed by placing two single-element antennas orthogonally at quarter wavelength from the center of the single-element antenna. The total size of two- and three-element MIMO antenna is 15 × 11 × 1.6 mm and 20 × 11 × 1.6 mm, respectively. The proposed MIMO antennas provide isolation of more than 21 dB and gain more than 25 dB throughout the working band. MIMO diversity features function reasonably well, with an envelope correlation coefficient of less than 0.002 and diversity gain of 10. Proposed antennas can be a good candidate for MIMO applications in the 5G communication frequency range 2 (FR2), 28 GHz bands.
Design and Implementation of Delta-Sigma Modulator using Simulink Rajendra Prasad P, Sadashiva V Chakrasali, M. Nagabushanam, V Nuthan Prasad, Shashank H N 2024 Global Conference on Communications and Information Technologies Gccit 2024, 2024 Delta sigma modulation (DSM) is a prominent technique in both analog-to-digital conversion (ADC) and digital-to-analog conversion (DAC), known for its ability to achieve high resolution and dynamic range while maintaining low power consumption. This paper introduces a novel implementation of delta sigma ADC and DAC converters aimed at enhancing high-resolution analog signal processing applications. Leveraging advanced delta sigma modulation techniques, the design and implementation of the converters are outlined, emphasizing oversampling, noise shaping, and decimation strategies to achieve superior performance. The ADC stage employs delta sigma modulation to encode analog signals into high-resolution digital format while mitigating quantization noise through noise shaping techniques. Following the ADC stage, the paper explores the reconstruction process in the DAC stage, focusing on inverse delta sigma modulation techniques to faithfully reconstruct the analog signal from digital data. Design considerations such as digital filter design, quantization error compensation, and signal-to-noise ratio optimization are addressed to ensure accurate signal reconstruction. Results highlight significant improvements in signal fidelity and noise reduction compared to conventional ADC-DAC systems. This work represents significant advancements in high-resolution analog signal processing systems, promising enhanced performance and reliability in various real-world applications including telecommunications, audio processing, and sensor interfaces.
Design and Development of Readout Electronics for Thermopile Array Detector Using FPGA Rashmi Priyadarshini B K, Rajendra Prasad P, Mrinal Sarvagya, Banothu Naresh, Ravi Kumar M G 5th International Conference on Circuits Control Communication and Computing I4c 2024, 2024 Thermopile detector arrays, integral to infrared sensors, find widespread application in temperature measurement and thermal imaging. This paper introduces a novel approach by designing dedicated readout electronics for thermopile detectors, aiming at their characterization for space applications, specifically in a safe mode earth sensor. The proposed system employs a reprogrammable Field Programmable Gate Array (FPGA) for implementing the readout electronics, encompassing tasks such as extracting raw pixel data from the detector and configuring the sensor for different parameter settings. The safe mode earth sensor, crucial for spacecraft attitude determination, provides 2-axes attitude referencing Earth in the pitch and roll axes. Leveraging thermopile-based earth sensors, the system detects Earth edges in the IR band, facilitating the calculation of roll and pitch angles. The compact design makes it particularly suitable for deployment in Micro-Satellites and other satellites as a safe mode sensor. The readout electronics and data acquisition system play a pivotal role in evaluating, characterizing, and screening thermopile detectors, ensuring their suitability for deployment in safe mode earth sensor applications. This integrated approach not only enhances the efficiency of thermopile detectors but also opens avenues for their broader application in space-based sensing systems.
Glove Based Deaf-Dumb Sign Language Interpreter Santosh S Kumar, Ravi Gatti, Sunil K N Kumar, N Nataraja, Rajendra P Prasad, et al. 2021 6th International Conference on Recent Trends on Electronics Information Communication and Technology Rteict 2021, 2021
Design and Development of Intelligent System for Dairy Farming Arjun Kumar GB, Shivashankar, Suni Kumar KN, Rajendra Prasad, Ravi Gatti, et al. 2021 6th International Conference on Recent Trends on Electronics Information Communication and Technology Rteict 2021, 2021
TOUCHLESS ELECTRONIC VOTING MACHINE with AN AI-FACIAL RECOGNITION Rajendra P Prasad, Sunil K N Kumar, Ravi Gatti, M Pranav, G. Rahul, et al. 2021 6th International Conference on Recent Trends on Electronics Information Communication and Technology Rteict 2021, 2021
Image Processing Based Human Pursuing Robot G R Poornima, J L Avinash, Satyasrikanth Palle, S Santosh Kumar, K N Sunil Kumar, et al. Proceedings 5th IEEE International Conference on Recent Trends in Electronics Information and Communication Technology Rteict 2020, 2020
Design of Led's for Interactive Court Lines KN Sunil Kumar, N Nataraja, J L Avinash, P Rajendra Prasad, S Santosh Kumar, et al. Proceedings 5th IEEE International Conference on Recent Trends in Electronics Information and Communication Technology Rteict 2020, 2020
IoT based Smart Water Quality Monitoring and Flow Control System P Rajendra Prasad, J L Avinash, G B Arjun Kumar, G R Poornima, S Santosh Kumar, et al. Proceedings 5th IEEE International Conference on Recent Trends in Electronics Information and Communication Technology Rteict 2020, 2020
Design of Driverless Train using Li-Fi Communication N Nataraja, P Rajendra Prasad, Sherine Joseph, U Shiva Kumar, PO Swathi, et al. 2019 4th IEEE International Conference on Recent Trends on Electronics Information Communication and Technology Rteict 2019 Proceedings, 2019
Fully automated PCB testing and analysis of SIM Module for Aircrafts S S Ramaprasad, G N Rajesh, K N Sunil Kumar, P Rajendra Prasad 2018 3rd IEEE International Conference on Recent Trends in Electronics Information and Communication Technology Rteict 2018 Proceedings, 2018
Design of smart kiosk for an integrated vehicle monitoring system P Rajendra Prasad, M Ashok, Naveen Kumar Kulkarni, Kakuluru Santhosh, S Krishna Kumar 2018 3rd IEEE International Conference on Recent Trends in Electronics Information and Communication Technology Rteict 2018 Proceedings, 2018
Zone based hierarchical energy efficient clustering scheme for WSN N Swathi, S Santosh Kumar, K N Sunil Kumar, Ravigatti, P Rajendra Prasad 2016 IEEE International Conference on Recent Trends in Electronics Information and Communication Technology Rteict 2016 Proceedings, 2017
An efficient routing algorithm based on ant colony optimisation for VANETs Santanu Majumdar, Shivashankar, P Rajendra Prasad, S Santosh Kumar, K N Sunil Kumar 2016 IEEE International Conference on Recent Trends in Electronics Information and Communication Technology Rteict 2016 Proceedings, 2017
Object Detection and Classification Using Deep Learning Applied to Aquaculture CG Raghavendra, AA George, PR Prasad 2025 2nd International Conference on Intelligent Algorithms for … , 2025 2025
Design of Low Power Operational Transconductance Amplifier in 90nm Technology Node PR Prasad, GMS Dixith 2025 IEEE International Conference on Electronics, Computing and … , 2025 2025
Attention-Driven Spatial Convolutions: Hybrid Architecture for Precise Lane Prediction PR Prasad, SJ Sampreeth 2025 IEEE International Conference on Electronics, Computing and … , 2025 2025
A High Bandwidth X Band Monopulse Comparator for Tracking Radio Detection and Ranging RP B. K., AK H. L., R Prasad P., S K., M S. Microwave and Optical Technology Letters 67 (4), 1-7 , 2025 2025
Design and Implementation of Delta-Sigma Modulator using Simulink R Prasad, SV Chakrasali, M Nagabushanam, VN Prasad, S HN 2024 Global Conference on Communications and Information Technologies (GCCIT … , 2024 2024 Citations: 2
IoT based Drowsiness Detection with Automated Vehicle Control R Prasad, K Singh, S Satyarthi, P Pandey, P Jyotishi 2024 Global Conference on Communications and Information Technologies (GCCIT … , 2024 2024
Low-Cost Secure Information Transmission Using Cryptography Multi layer Algorithm R Prasad, N Navaneeth 2024 Global Conference on Communications and Information Technologies (GCCIT … , 2024 2024 Citations: 1
Implementation and Extension of Bit Manipulation Instruction on RISC-V Architecture using FPGA RP BK, BN Sumanasa, R Prasad, M Sarvagya, RK MG 2024 5th International Conference on Circuits, Control, Communication and … , 2024 2024
Design and Development of Readout Electronics for Thermopile Array Detector Using FPGA RP BK, R Prasad, M Sarvagya, B Naresh, RK MG 2024 5th International Conference on Circuits, Control, Communication and … , 2024 2024
An Improved Image Enhancement of Road-Lanes and Paint-Signs Using Verilog HDL SJ Sampreeth, R Prasad 2024 5th International Conference on Circuits, Control, Communication and … , 2024 2024 Citations: 3
Small-scale mimo antenna with high isolation for 5g communication DK Choudhary, T Ali, R Prasad, RZ Ahmad Telecommunications and Radio Engineering 83 (5) , 2024 2024 Citations: 10
Braille-to-Voice Converter Using Image Processing PR Prasad, RZ Ahmed, CR Lingamurthy, AM Chaitra, HR Deepak International Conference on Advances in Computational Intelligence and … , 2023 2023
Energy-efficient cluster-based artificial intelligence routing for wireless sensor networks R Prasad P, RZ Ahmed International Journal of Communication System 37 (3), 1-13 , 2023 2023
Piezoelectric system on harnessing sound energy in closed environment RZ Ahmed, R Prasad P, M Kumar M, NR KG, P Hegde, P Ganesh Physics of Fluids 35 (11) , 2023 2023 Citations: 7
Secured E-Voting System Implementation Using Block-Chain Network PR Prasad, RZ Ahmed 2023 IEEE International Conference on Electronics, Computing and … , 2023 2023 Citations: 2
Energy efficient cluster based artificial intelligence routing for wireless sensor networks R Prasad, RZ Ahmed, DK Choudhary 2023 Citations: 10
Data Aggregation with Efficient Routing Scheme for Smart Apartment Management using WSN R Prasad, RZ Ahmed, AK RS 2022 IEEE 2nd Mysore Sub Section International Conference (MysuruCon), 1-5 , 2022 2022
Time-Shared LUT-Less Pipelined LMS Adaptive Filter R Prasad, ER Varun, RZ Ahmed 2022 IEEE 2nd Mysore Sub Section International Conference (MysuruCon), 1-5 , 2022 2022 Citations: 1
An Improved Multipath Energy Aware On-Demand Routing Protocol for MANETs R Prasad P, Shivashankar Journal of Communications 17 (9), 691-704 , 2022 2022 Citations: 3
Securing Energy Routing Protocol Against Black Hole Attacks in Mobile Ad-Hoc Network R Prasad P, S Shankar Recent Advances in Computer Science and Communications (Formerly: Recent … , 2021 2021 Citations: 31
MOST CITED SCHOLAR PUBLICATIONS
Efficient Performance Analysis of Energy Aware on Demand Routing Protocol in Mobile Ad‐Hoc Network R Prasad P, S Shankar Engineering Reports 2 (3), 1-14 , 2020 2020 Citations: 81
An efficient routing algorithm based on ant colony optimisation for VANETs S Majumdar, R Prasad P, SS Kumar, KNS Kumar 2016 IEEE International Conference on Recent Trends in Electronics … , 2016 2016 Citations: 62
Energy secured intrusion detection system and analysis of attacks for mobile ad-hoc networks R Prasad P, Shivashankar Journal of Communications 15 (5), 406-414 , 2020 2020 Citations: 41
ENHANCED ENERGY EFFICIENT SECURE ROUTING PROTOCOL FOR MOBILE AD-HOC NETWORK R Prasad, Shivashankar Global Transitions Proceedings , 2021 2021 Citations: 39
Multitier energy system review on secure intrusion detection system in MANETs R Prasad P, Shivashankar 2017 2nd IEEE International Conference on Recent Trends in Electronics … , 2017 2017 Citations: 38
Secured Intrusion Detection System Energy Routing Protocol for Mobile Ad-Hoc Network R Prasad P, Shivashankar International Journal of Engineering and Advanced Technology 9 (1S6), 32-37 , 2019 2019 Citations: 36
Improvement of speed in data collection rate in tree based wireless sensor network R Gatti, SS Kumar, KNS Kumar, R Prasad P 2016 IEEE International Conference on Recent Trends in Electronics … , 2016 2016 Citations: 36
Securing Energy Routing Protocol Against Black Hole Attacks in Mobile Ad-Hoc Network R Prasad P, S Shankar Recent Advances in Computer Science and Communications (Formerly: Recent … , 2021 2021 Citations: 31
Opportunistic routing technique for minimized energy consumption for relay node selection in wireless sensor networks KNS Kumar, R Prasad P, SS Kumar, R Gatti 2016 IEEE International Conference on Recent Trends in Electronics … , 2016 2016 Citations: 31
Intelligent crop monitoring and protection system in agricultural fields using iot SS Ramaprasad, BSS Kumar, S Lebaka, PR Prasad, KNS Kumar, ... 2019 4th International Conference on Recent Trends on Electronics … , 2019 2019 Citations: 29
Power generation through footsteps using piezoelectric sensors along with GPS tracking PR Prasad, A Bhanuja, L Bhavani, N Bhoomika, B Srinivas 2019 4th International Conference on Recent Trends on Electronics … , 2019 2019 Citations: 25
SECURE INTRUSION DETECTION SYSTEM ROUTING PROTOCOL FOR MOBILE AD-HOC NETWORK R Prasad, Shivashankar Global Transitions Proceedings , 2021 2021 Citations: 23
Zone based hierarchical energy efficient clustering scheme for WSN N Swathi, SS Kumar, KNS Kumar, R Prasad P 2016 IEEE International Conference on Recent Trends in Electronics … , 2016 2016 Citations: 22
FPGA based design and implementation of Reed-Solomon encoder & decoder for error detection and correction R Prasad P, Parvathi 2015 Conference on Power, Control, Communication and Computational … , 2015 2015 Citations: 22
Glove based deaf-dumb sign language interpreter SS Kumar, R Gatti, SKN Kumar, N Nataraja, RP Prasad, T Sarala 2021 International Conference on Recent Trends on Electronics, Information … , 2021 2021 Citations: 19
FPGA implementation of channel emulator for testing of wireless air interface using VHDL G Joshi, R Prasad P, A Singh 2016 IEEE International Conference on Recent Trends in Electronics … , 2016 2016 Citations: 18
Face Mask Detection and Temperature Scanning for the Covid-19 Surveillance System KNS Kumar, GBA Kumar, PP Rajendra, R Gatti, SS Kumar, N Nataraja 2021 International Conference on Recent Trends on Electronics, Information … , 2021 2021 Citations: 16
Iot based smart water quality monitoring and flow control system PR Prasad, JL Avinash, GBA Kumar, GR Poornima, SS Kumar, ... 2020 International Conference on Recent Trends on Electronics, Information … , 2020 2020 Citations: 16
Fully Automated PCB testing and analysis of SIM Module for Aircrafts SS Ramaprasad, GN Rajesh, KNS Kumar, PR Prasad 2018 3rd IEEE International Conference on Recent Trends in Electronics … , 2018 2018 Citations: 15
Improvement of Battery Lifetime of Mobility Devices using Efficient Routing Algorithm R PRASAD P, S SHANKAR Asian Journal of Engineering Technology and Applications 1 (1), 13-20 , 2017 2017 Citations: 13
GRANT DETAILS
1. Sanctioned RIT Student Project Funding of Rs. 45,000/-. Project Title: "IoT based driver drowsiness detection system with automated vehicle control" for the year 2023-2024.
2. KSCST STUDENT PROJECT PROPOSALS APPROVED FOR SPONSORSHIP for the Project Title: Braille to Voice Converter using Image Processing, Students Name: Chethan Raju Lingamurthy, Chaitra A M, H R Deepak. Grant: Rs. 5,000/- Acd Year:2022-2023
3. VTU Sanction of Financial Assistance to the projects of UG students for the Year 2020-21 “IoT based Monitoring and Generation of Power using Industrial Exhausts Fan”. Grant: Rs. 5,000/-
4. Student Humanitarian Technology Project Funding – 2020 for the project titled “Solar Powered PV Panel Cleaning Robot Using IoT” on 8 April, 2020 from IEEE Bangalore Section. Grant: Rs. 5,000/-
5. Local organizer for the 7 days Faculty Development Program (FDP) for Student Induction Program for AICTE approved institutions organized by AICTE. Date 23/07/2019 to 29/07/2019. Reference Number : F.NO : 11-1/WS-FDP-SI/2019/SWRO, Grant: Rs. 7,35,832.91/-
6. VTU Sanction of Financial Assistance to the projects of UG students for the Year 2019-20 “Design of Driverless Railways Using Li-Fi Technology”. Grant: Rs. 5,000/-
7. Local organizer for the 3 days Faculty Development Program (FDP) for Student Induction Program for AICTE approved institutions organized by AICTE. Date 21 to 23 June 2018, Reference Number : F.No : 11-1/WS-Induction Pgm(FDP)/2018/SWRO, Grant: Rs. 1,65,133/-
RESEARCH OUTPUTS (PATENTS, SOFTWARE, PUBLICATIONS, PRODUCTS)
Title of the Invention: Design and Development of Real Time Automated Routing Algorithm for Computer Networks
Patent Number: 2021101685
Patent Grant: 05/05/2021
Abstract: In computer networks, efficient usage of network resources is by logically adapting centralized control where the control plane is decoupled from data plane. Conventional routing strategies rely on manual configuration which results in degraded performance of the network especially Software Defined Network (SDN) suffer from inefficient allocation of bandwidth due to link congestion in data flow. In this invention, we propose novel network architecture driven intelligently for automatic routing. The proposed automated routing algorithm adapts deep reinforcement learning for simulation of human learning knowledge methods for controlling the closed loop mechanism incorporated with technologies for network monitoring for realizing the network environment interaction. This work interacts with network environment for better control decision by adaptive learning. Resource availability and services related are adjusted intelligently by the network based on environmental conditions. Deep reinforcement learning based automatic routing algorithm finds the nearest optimal path in real time network environment hence efficient in routing of computer networks.