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Viewing Publication 1 - 97 from 97

2025

A Graded Node-Dependent Allocation Method for Energy Scavenging in Wireless Sensor NetworksM. Vasim Babu, Ramesh Sekaran, Suthendran Kannan, Vinayakumar Ravi. wpc, 140(3-4):879-904, February 2025. [doi]

Deep transfer learning technique to detect white blood cell classification in regular clinical practice using histopathological imagesK. Anita Davamani, Malathy Jawahar, L. Jani Anbarasi, Vinayakumar Ravi, Alanoud Al Mazroa, Chinnanadar Ramachandran Rene Robin. mta, 84(9):5699-5723, March 2025. [doi]

Identification of Suspect Using Transformer and Cosine Similarity Model for Forensic Voice ComparisonKruthika S. G., Trisiladevi C. Nagavi, P. Mahesha, Chethana H. T., Vinayakumar Ravi, Alanoud Al Mazroa. sap, 8(3), 2025. [doi]

A privacy preserving batch audit scheme for IoT based cloud data storageS. Milton Ganesh, S. Priya, Vinayakumar Ravi, Suliman A. Alsuhibany. ppna, 18(2):68, April 2025. [doi]

Enhancing skin disease classification leveraging transformer-based deep learning architectures and explainable AIJayanth Mohan, Arrun Sivasubramanian, V. Sowmya 0001, Vinayakumar Ravi. cbm, 190:110007, 2025. [doi]

Message digest and blockchain based chaotic ordered cyber secured cloud of things for smart health careAshok Kumar Munnangi, Kumaresan Maruthapillai, Sivaram Rajeyyagari, Ramesh Sekaran, Vinayakumar Ravi, Alanoud Al Mazroa. ppna, 18(4):165, August 2025. [doi]

2-Zone Wise Disease Outbreak Control Model for SARS-Cov 2P. Muthulakshmi, K. Suthendran, Vinayakumar Ravi. mta, 84(21):23369-23400, June 2025. [doi]

A comprehensive review of lightweight blockchain practices for smart cities: a security and efficacy assessmentAdla Padma, Mangayarkarasi Ramaiah, Vinayakumar Ravi. jrie, 11(3):13, September 2025. [doi]

Artificial Intelligence Techniques Enabled Soil Moisture Estimation Frameworks Using Remote Sensing Satellite Images: Challenges and Future Directions- ReviewMangayarkarasi Ramaiah, Prabhavathy Settu, Vinayakumar Ravi. widm, 15(3), 2025. [doi]

Comprehensive Analysis of Supervised Machine Learning Algorithms in Obfuscated Malware DetectionSwapnil Singh, Deepa Krishnan, Pratham Dedhiya, Vinayakumar Ravi, Darshil Sanghvi, Kamakshya Nanda. sap, 8(4), 2025. [doi]

A robust accent classification system based on variational mode decompositionDarshana Subhash, Jyothish Lal G., B. Premjith, Vinayakumar Ravi. eaai, 139:109512, 2025. [doi]

FaceNet - A Framework for Age Variation Facial Digital ImagesChethana H. T., Trisiladevi C. Nagavi, P. Mahesha, Vinayakumar Ravi, H. L. Gururaj. sis, 12(1), 2025. [doi]

Face Recognition in Unconstrained Images Using Deep Learning Model for ForensicsChethana H. T., Trisiladevi C. Nagavi, P. Mahesha, Vinayakumar Ravi, Alanoud Al Mazroa. sap, 8(2), March/April 2025. [doi]

A High-Security Chaotic Encryption Model for Biomedical Image ProtectionSudheesh K. V., S. Benaka Santhosha, Kiran Puttegowda, Vinayakumar Ravi, Alanoud Al Mazroa. sap, 8(2), March/April 2025. [doi]

2024

Optimizing energy harvesting with diversity in cooperative simultaneous wireless information and power transfer systemsShweta Singh 0001, Rahul Kumar, S. Priya, Mridusmita Roy Choudhury, Vinayakumar Ravi, H. L. Gururaj. ijcomsys, 37(15), 2024. [doi]

An overview of current developments and methods for identifying diabetic foot ulcers: A surveyL. Jani Anbarasi, Malathy Jawahar, R. Beulah Jayakumari, Modigari Narendra, Vinayakumar Ravi, R. Neeraja. widm, 14(6), 2024. [doi]

A Lightweight Cooperative Intrusion Detection System for RPL-based IoTHanane Azzaoui, Akram Zine Eddine Boukhamla, Pericle Perazzo, Mamoun Alazab, Vinayakumar Ravi. wpc, 134(4):2235-2258, February 2024. [doi]

FDUM-Net: An enhanced FPN and U-Net architecture for skin lesion segmentationSharen H, Malathy Jawahar, L. Jani Anbarasi, Vinayakumar Ravi, Norah Saleh Alghamdi, Wael Suliman. bspc, 91:106037, 2024. [doi]

Intelligent leather defect classification using Fourier angular radial partitioning algorithm with ensemble classifierMalathy Jawahar, L. Jani Anbarasi, S. Mahesh Anand, Vinayakumar Ravi. mta, 83(13):38857-38882, April 2024. [doi]

Centralized CNN-GRU Model by Federated Learning for COVID-19 Prediction in IndiaMredulraj S. Pandianchery, V. Sowmya 0001, E. A. Gopalakrishnan, Vinayakumar Ravi, K. P. Soman. tcss, 11(1):1362-1371, February 2024. [doi]

An efficient iterative pseudo point elimination technique to represent the shape of the digital image boundaryMangayarkarasi Ramaiah, Vinayakumar Ravi, Vanmathi Chandrasekaran, Vanitha Mohanraj, Deepa Mani, Angulakshmi Maruthamuthu. mta, 83(38):85899-85915, November 2024. [doi]

A novel chaotic binary butterfly optimization algorithm based feature selection model for classification of autism spectrum disorderAnandkumar Ramakrishnan, Rajakumar Ramalingam, Padmanaban Ramalingam, Vinayakumar Ravi, Tahani Jaser Alahmadi, Siti Sarah Maidin. amcs, 34(4), 2024. [doi]

Deep learning-based network intrusion detection in smart healthcare enterprise systemsVinayakumar Ravi. mta, 83(13):39097-39115, April 2024. [doi]

Apple foliar leaf disease detection through improved capsule neural network architectureSapna S, Sandhya S, Vasundhara Acharya, Vinayakumar Ravi. mta, 83(16):48585-48605, May 2024. [doi]

Genetic algorithms and deep learning for unique facial landmark-based key generationSannidhan M. S, Jason Elroy Martis, K. N. Pallavi, Vinayakumar Ravi, Harinahalli Lokesh Gururaj, Tahani Jaser Alahmadi. cee, 118:109427, 2024. [doi]

2023

Peripheral Blood Smear Analysis Using Automated Computer-Aided Diagnosis System to Identify Acute Myeloid LeukemiaVasundhara Acharya, Vinayakumar Ravi, Tuan D. Pham, Chinmay Chakraborty. tem, 70(8):2760-2773, 2023. [doi]

Toward Data-Model-Agnostic Autonomous Machine-Generated Data Labeling and Annotation Platform: COVID-19 Autoannotation Use CaseAjay Arunachalam, Vinayakumar Ravi, Vasundhara Acharya, Tuan D. Pham. tem, 70(8):2695-2706, 2023. [doi]

CE2RV: Commissioned energy-efficient virtualization for large-scale heterogeneous wireless sensor networksM. Vasim Babu, Ramesh Sekaran, Suthendran Kannan, Vinayakumar Ravi. ijcomsys, 36(9), 2023. [doi]

Artificial intelligence enabled Luong Attention and Hosmer Lemeshow Regression Window-based attack detection in 6GB. Bhuvaneshwari, Balamurugan Balusamy, Rajesh Kumar Dhanaraj, Vinayakumar Ravi. ijcomsys, 36(15), 2023. [doi]

An Integrated Framework with Deep Learning for Segmentation and Classification of Cancer DiseaseHemanta Kumar Bhuyan, Vinayakumar Ravi. ijait, 32(2), March 2023. [doi]

Development of secrete images in image transferring systemHemanta Kumar Bhuyan, A. Vijayaraj, Vinayakumar Ravi. mta, 82(5):7529-7552, February 2023. [doi]

Wide-ranging approach-based feature selection for classificationHemanta Kumar Bhuyan, M. Saikiran, Murchhana Tripathy, Vinayakumar Ravi. mta, 82(15):23277-23304, June 2023. [doi]

Analysis of Subfeature for Classification in Data MiningHemanta Kumar Bhuyan, Vinayakumar Ravi. tem, 70(8):2732-2746, 2023. [doi]

Diagnosis system for cancer disease using a single setting approachHemanta Kumar Bhuyan, A. Vijayaraj, Vinayakumar Ravi. mta, 82(30):46241-46267, December 2023. [doi]

Feature and Subfeature Selection for Classification Using Correlation Coefficient and Fuzzy ModelHemanta Kumar Bhuyan, Chinmay Chakraborty, Subhendu Kumar Pani, Vinayakumar Ravi. tem, 70(5):1655-1669, May 2023. [doi]

A multi-view feature fusion approach for effective malware classification using Deep LearningRajasekhar Chaganti, Vinayakumar Ravi, Tuan D. Pham. istr, 72:103402, 2023. [doi]

A survey on Blockchain solutions in DDoS attacks mitigation: Techniques, open challenges and future directionsRajasekhar Chaganti, Bharat Bhushan, Vinayakumar Ravi. comcom, 197:96-112, 2023. [doi]

Deep Learning Approach for SDN-Enabled Intrusion Detection System in IoT NetworksRajasekhar Chaganti, Wael Suliman, Vinayakumar Ravi, Amit Dua. information, 14(1):41, January 2023. [doi]

2OA & DESAE modelSachin Dhawan, Rashmi Gupta, Hemanta Kumar Bhuyan, Vinayakumar Ravi, Subhendu Kumar Pani, Arun Kumar Rana. mta, 82(10):14527-14555, April 2023. [doi]

Trs-net tropical revolving storm disasters analysis and classification based on multispectral images using 2-d deep convolutional neural networkMalathy Jawahar, L. Jani Anbarasi, S. Graceline Jasmine, Febin Daya John Lionel, Vinayakumar Ravi, Prasun Chakrabarti. mta, 82(30):46651-46671, December 2023. [doi]

Efficient SCAN and Chaotic Map Encryption System for Securing E-Healthcare ImagesKiran Kiran, H. L. Gururaj, Meshari Almeshari, Yasser Alzamil, Vinayakumar Ravi, K. V. Sudeesh. information, 14(1):47, January 2023. [doi]

Two-stage deep learning model for automate detection and classification of lung diseasesGaneshkumar M., Vinayakumar Ravi, V. Sowmya 0001, E. A. Gopalakrishnan, K. P. Soman, M. Rupeshkumar. soco, 27(21):15563-15579, November 2023. [doi]

Explainable Deep Learning-Based Approach for Multilabel Classification of ElectrocardiogramGaneshkumar M., Vinayakumar Ravi, V. Sowmya 0001, Gopalakrishnan E. A, Soman K. P. tem, 70(8):2787-2799, 2023. [doi]

Hybrid cloud storage system with enhanced multilayer cryptosystem for secure deduplication in cloudNagappan Mageshkumar, J. Swapna, A. Pandiaraj, Rajakumar Ramalingam, Moez Krichen, Vinayakumar Ravi. ijin, 4:301-309, 2023. [doi]

Bird species recognition using spiking neural network along with distance based fuzzy co-clusteringRicky Mohanty, Hemanta Kumar Bhuyan, Subhendu Kumar Pani, Vinayakumar Ravi, Moez Krichen. ijst, 26(3):681-694, September 2023. [doi]

Unsupervised Deep Learning Approach for In-Vehicle Intrusion Detection SystemHarini Narasimhan, Vinayakumar Ravi, Nazeeruddin Mohammad. cem, 12(1):103-108, 2023. [doi]

Fault tolerance aware workload resource management technique for real-time workload in heterogeneous computing environmentD. Salangai Nayagi, Sivasankari G. G, Vinayakumar Ravi, K. R. Venugopal 0001, Sankar Sennan. ett, 34(3), March 2023. [doi]

Stacked ensemble learning based on deep convolutional neural networks for pediatric pneumonia diagnosis using chest X-ray imagesJ. Arun Prakash, Vinayakumar Ravi, V. Sowmya, K. P. Soman. nca, 35(11):8259-8279, April 2023. [doi]

Pediatric pneumonia diagnosis using stacked ensemble learning on multi-model deep CNN architecturesJ. Arun Prakash, CR Asswin, Vinayakumar Ravi, V. Sowmya, K. P. Soman. mta, 82(14):21311-21351, 2023. [doi]

Transfer learning approach for pediatric pneumonia diagnosis using channel attention deep CNN architecturesJ. Arun Prakash, CR Asswin, K. S. Dharshan Kumar, Avinash Dora, Vinayakumar Ravi, V. Sowmya 0001, E. A. Gopalakrishnan, Soman K. P.. eaai, 123(Part B):106416, 2023. [doi]

A robust malware traffic classifier to combat security breaches in industry 4.0 applicationsMangayarkarasi Ramaiah, Vanmathi Chandrasekaran, Vinayakumar Ravi. concurrency, 35(23), 2023. [doi]

Healthcare Applications Using Blockchain Technology: Motivations and ChallengesSadia Ramzan, Aqsa Aqdus, Vinayakumar Ravi, Deepika Koundal, Rashid Amin, Mohammed A. Al Ghamdi. tem, 70(8):2874-2890, 2023. [doi]

Detection of shilling attack in recommender system for YouTube video statistics using machine learning techniquesShalli Rani, Manpreet Kaur, Munish Kumar, Vinayakumar Ravi, Uttam Ghosh, Jnyana Ranjan Mohanty. soco, 27(1):377-389, 2023. [doi]

Attention-Based Multidimensional Deep Learning Approach for Cross-Architecture IoMT Malware Detection and Classification in Healthcare Cyber-Physical SystemsVinayakumar Ravi, Tuan D. Pham, Mamoun Alazab. tcss, 10(4):1597-1606, August 2023. [doi]

EfficientNet deep learning meta-classifier approach for image-based android malware detectionVinayakumar Ravi, Rajasekhar Chaganti. mta, 82(16):24891-24917, July 2023. [doi]

Adversarial Defense: DGA-Based Botnets and DNS Homographs Detection Through Integrated Deep LearningVinayakumar Ravi, Mamoun Alazab, Sriram Srinivasan, Ajay Arunachalam, K. P. Soman. tem, 70(1):249-266, 2023. [doi]

A multichannel EfficientNet deep learning-based stacking ensemble approach for lung disease detection using chest X-ray imagesVinayakumar Ravi, Vasundhara Acharya, Mamoun Alazab. cluster, 26(2):1181-1203, April 2023. [doi]

Attention-based convolutional neural network deep learning approach for robust malware classificationVinayakumar Ravi, Mamoun Alazab. ci, 39(1):145-168, February 2023. [doi]

Deep Learning-Based Network Intrusion Detection System for Internet of Medical ThingsVinayakumar Ravi, Tuan D. Pham, Mamoun Alazab. iotm, 6(2):50-54, June 2023. [doi]

A Retrospective Study on Classifying Gait Signals Using Entropy MeasuresWael Suliman, Vinayakumar Ravi, Tuan D. Pham. tencon 2023: 948-953 [doi]

Intelligence Amplification-Based Smart Health Record Chain for Enterprise Management SystemS. Velliangiri, P. Karthikeyan 0004, Vinayakumar Ravi, Meshari Almeshari, Yasser Alzamil. information, 14(5):284, May 2023. [doi]

Lung-GANs: Unsupervised Representation Learning for Lung Disease Classification Using Chest CT and X-Ray ImagesPooja Yadav, Neeraj Menon, Vinayakumar Ravi, Sowmya Vishvanathan 0001. tem, 70(8):2774-2786, 2023. [doi]

2022

LPCOCN: A Layered Paddy Crop Optimization-Based Capsule Network Approach for Anomaly Detection at IoT EdgeNarayanavadivoo Gopinathan Bhuvaneswari Amma, Velliangiri Sarveshwaran, Vinayakumar Ravi, Rajasekhar Chaganti. information, 13(12):587, 2022. [doi]

Multi-objective optimization-based privacy in data miningHemanta Kumar Bhuyan, Vinayakumar Ravi, M. Srikanth Yadav. cluster, 25(6):4275-4287, 2022. [doi]

Deep learning based cross architecture internet of things malware detection and classificationRajasekhar Chaganti, Vinayakumar Ravi, Tuan D. Pham. compsec, 120:102779, 2022. [doi]

Image-based malware representation approach with EfficientNet convolutional neural networks for effective malware classificationRajasekhar Chaganti, Vinayakumar Ravi, Tuan D. Pham. istr, 69:103306, 2022. [doi]

A Comprehensive Review of Denial of Service Attacks in Blockchain Ecosystem and Open ChallengesRajasekhar Chaganti, Rajendra V. Boppana, Vinayakumar Ravi, Kashif Munir, Mubarak Almutairi, Furqan Rustam, Ernesto Lee, Imran Ashraf. access, 10:96538-96555, 2022. [doi]

Blockchain-Based Cloud-Enabled Security Monitoring Using Internet of Things in Smart AgricultureRajasekhar Chaganti, Vijayakumar Varadarajan 0001, Venkata Subbarao Gorantla, Thippa Reddy Gadekallu, Vinayakumar Ravi. fi, 14(9):250, 2022. [doi]

A deep learning approach for detecting the behaviour of people having personality disorders towards COVID-19 from TwitterMourad Ellouze, Seifeddine Mechti, Moez Krichen, Vinayakumar Ravi, Lamia Hadrich Belguith. ijcse, 25(4):353-366, 2022. [doi]

Computer-aided diagnosis of COVID-19 from chest X-ray images using histogram-oriented gradient features and Random Forest classifierMalathy Jawahar, Prassanna Jayachandran, Vinayakumar Ravi, L. Jani Anbarasi, S. Graceline Jasmine, R. Manikandan, Ramesh Sekaran, Suthendran Kannan. mta, 81(28):40451-40468, 2022. [doi]

A dual-band circular patch antenna using hexagon-shaped slotsThiyagarajan Krishnan, Sankar Sennan, Vinayakumar Ravi, Dwarakacharla Harshavardhan reddy. ijcomsys, 35(9), 2022. [doi]

Identification of intracranial haemorrhage (ICH) using ResNet with data augmentation using CycleGAN and ICH segmentation using SegANGanesh Kumar M, Vinayakumar Ravi, V. Sowmya, Gopalakrishnan E. A, Soman K. P, Chinmay Chakraborty. mta, 81(25):36257-36273, 2022. [doi]

DSCN-net: a deep Siamese capsule neural network model for automatic diagnosis of malaria parasites detectionG. Madhu, A. Govardhan, Vinayakumar Ravi, Sandeep Kautish, B. Sunil Srinivas, Tanupriya Chaudhary, Manoj Kumar 0009. mta, 81(23):34105-34127, 2022. [doi]

Network traffic anomaly detection using PCA and BiGANRajlaxmi Patil, Rajshekhar Biradar, Vinayakumar Ravi, Poornima Biradar, Uttam Ghosh. itl, 5(1), 2022. [doi]

Hybrid optimization algorithm based feature selection for mammogram images and detecting the breast mass using multilayer perceptron classifierReenadevi Rajendran, Sathiyabhama Balasubramaniam, Vinayakumar Ravi, Sankar Sennan. ci, 38(4):1559-1593, 2022. [doi]

A cost-sensitive deep learning-based meta-classifier for pediatric pneumonia classification using chest X-raysVinayakumar Ravi, Harini Narasimhan, Tuan D. Pham. es, 39(7), 2022. [doi]

Attention deep learning-based large-scale learning classifier for Cassava leaf disease classificationVinayakumar Ravi, Vasundhara Acharya, Tuan D. Pham. es, 39(2), 2022. [doi]

Deep Learning Feature Fusion Approach for an Intrusion Detection System in SDN-Based IoT NetworksVinayakumar Ravi, Rajasekhar Chaganti, Mamoun Alazab. iotm, 5(2):24-29, 2022. [doi]

Recurrent deep learning-based feature fusion ensemble meta-classifier approach for intelligent network intrusion detection systemVinayakumar Ravi, Rajasekhar Chaganti, Mamoun Alazab. cee, 102:108156, 2022. [doi]

A Multi-View attention-based deep learning framework for malware detection in smart healthcare systemsVinayakumar Ravi, Mamoun Alazab, Shymalagowri Selvaganapathy, Rajasekhar Chaganti. comcom, 195:73-81, 2022. [doi]

Deep learning-based meta-classifier approach for COVID-19 classification using CT scan and chest X-ray imagesVinayakumar Ravi, Harini Narasimhan, Chinmay Chakraborty, Tuan D. Pham. mms, 28(4):1401-1415, 2022. [doi]

Intrusion detection systems using classical machine learning techniques vs integrated unsupervised feature learning and deep neural networkShisrut Rawat, Aishwarya Srinivasan, Vinayakumar Ravi, Uttam Ghosh. itl, 5(1), 2022. [doi]

Improved K-Means Based Q Learning Algorithm for Optimal Clustering and Node Balancing in WSNMalathy Sathyamoorthy, Sangeetha Kuppusamy, Rajesh Kumar Dhanaraj, Vinayakumar Ravi. wpc, 122(3):2745-2766, 2022. [doi]

Neighborhood rough set-based route selection for mobile ad hoc networksTharuman Sudhakar, Sethuraman Sambath Kumar, Vinayakumar Ravi, Rajakumar Ramalingam, Sonu Dua. ijcomsys, 35(11), 2022. [doi]

Convolutional Neural Networks and Support Vector Machines for Five-Year Survival Analysis of Metastatic Rectal CancerWael Suliman, Vinayakumar Ravi, Bin Luo, Xiao-Feng Sun, Tuan D. Pham. ijcnn 2022: 1-8 [doi]

A hybrid optimization algorithm-based feature selection for thyroid disease classifier with rough type-2 fuzzy support vector machineVidhushavarshini Sureshkumar, Sathiyabhama Balasubramaniam, Vinayakumar Ravi, Ajay Arunachalam. es, 39(1), 2022. [doi]

Odonata identification using Customized Convolutional Neural NetworksHari Theivaprakasham, S. Darshana, Vinayakumar Ravi, V. Sowmya, E. A. Gopalakrishnan, K. P. Soman. eswa, 206:117688, 2022. [doi]

EfficientNet convolutional neural networks-based Android malware detectionPooja Yadav, Neeraj Menon, Vinayakumar Ravi, Sowmya Viswanathan, Tuan D. Pham. compsec, 115:102622, 2022. [doi]

A two-stage deep learning framework for image-based android malware detection and variant classificationPooja Yadav, Neeraj Menon, Vinayakumar Ravi, Sowmya Viswanathan, Tuan D. Pham. ci, 38(5):1748-1771, 2022. [doi]

New Approach for Advanced Energy Efficiency in MANET (AEE-M) by Improving Optimized Link State Routing Protocol Version 2 (OLSRv2)K. Anish Pon Yamini, K. Suthendran 0001, T. Arivoli 0001, Vinayakumar Ravi. wpc, 125(3):2369-2392, 2022. [doi]

Improving routing disruption attack detection in MANETs using efficient trust establishmentK. Anish Pon Yamini, Jesmitha Stephy, K. Suthendran 0001, Vinayakumar Ravi. ett, 33(5), 2022. [doi]

2021

EfficientNet-based Convolutional Neural Networks for Malware ClassificationVasundhara Acharya, Vinayakumar Ravi, Nazeeruddin Mohammad. icccnt 2021: 1-6 [doi]

A self-congruence and impulse buying effect on user's shopping behaviour over social networking sites: an empirical studyShaifali Chauhan, Richa Banerjee, Chinmay Chakraborty, Mohit Mittal, Atul Shiva, Vinayakumar Ravi. ijpcc, 17(4):404-425, 2021. [doi]

Robust Malware Detection using Residual Attention NetworkShamika Ganesan, Vinayakumar Ravi, Moez Krichen, Sowmya V, Roobaea Alroobaea, Soman KP. iccel 2021: 1-6 [doi]

REERS: Reliable and energy-efficient route selection algorithm for heterogeneous Internet of things applicationsD. Salangai Nayagi, Sivasankari G. G, Vinayakumar Ravi, K. R. Venugopal 0001, Sankar Sennan. ijcomsys, 34(13), 2021. [doi]

An intrusion detection system using optimized deep neural network architectureMangayarkarasi Ramaiah, Vanmathi Chandrasekaran, Vinayakumar Ravi, Neeraj Kumar 0001. ett, 32(4), 2021. [doi]

A Review on Android Malware: Attacks, Countermeasures and Challenges AheadShymalagowri Selvaganapathy, G. Sudha Sadasivam, Vinayakumar Ravi. jcsm, 10(1):177-230, 2021. [doi]

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