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9. A Systematic Review

Author

Manikandan, N., primary, Devi Priya, A., additional, Vinod, D., additional, Suresh Ananad, M., additional, and Padmapriya, G., additional

Published
2024
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16. Anticipating Graduate Program Admission Through Implementation of Deep Learning Models

Author

Shaik, Nazeer, Singh, Jagendra, Gupta, Ankur, Hasan, Dler Salih, Manikandan, N., Chandan, Radha Raman, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Zhang, Junjie James, Series Editor, Tan, Kay Chen, Series Editor, Shaw, Rabindra Nath, editor, Siano, Pierluigi, editor, Makhilef, Saad, editor, Ghosh, Ankush, editor, and Shimi, S. L., editor

Published
2024
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37. Vehicle Over Speed Detection System

Author

Ganesan, K., Manikandan, N. S., Sugumaran, Vijayan, Kacprzyk, Janusz, Series Editor, Roy, Sanjiban Sekhar, editor, Hsu, Ching-Hsien, editor, and Kagita, Venkateshwara, editor

Published
2023
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38. The Influence of Machine Learning in Additive Manufacturing

Author

Raju, Ramesh, Manikandan, N., Palanisamy, D., Thejasree, P., Satheesh Kumar, P., Mohammed Rizwan Ali, P., Sivakumar, P., Chaari, Fakher, Series Editor, Gherardini, Francesco, Series Editor, Ivanov, Vitalii, Series Editor, Cavas-Martínez, Francisco, Editorial Board Member, di Mare, Francesca, Editorial Board Member, Haddar, Mohamed, Editorial Board Member, Kwon, Young W., Editorial Board Member, Trojanowska, Justyna, Editorial Board Member, Arockiarajan, A., editor, Duraiselvam, M., editor, Raju, Ramesh, editor, Reddy, N. Subba, editor, and Satyanarayana, K., editor

Published
2023
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41. Deep Learning Based Automatic Video Annotation Tool for Self-Driving Car

Author

Manikandan, N. S. and Ganesan, K.

Subjects
Computer Science - Computer Vision and Pattern Recognition
Abstract

In a self-driving car, objection detection, object classification, lane detection and object tracking are considered to be the crucial modules. In recent times, using the real time video one wants to narrate the scene captured by the camera fitted in our vehicle. To effectively implement this task, deep learning techniques and automatic video annotation tools are widely used. In the present paper, we compare the various techniques that are available for each module and choose the best algorithm among them by using appropriate metrics. For object detection, YOLO and Retinanet-50 are considered and the best one is chosen based on mean Average Precision (mAP). For object classification, we consider VGG-19 and Resnet-50 and select the best algorithm based on low error rate and good accuracy. For lane detection, Udacity's 'Finding Lane Line' and deep learning based LaneNet algorithms are compared and the best one that can accurately identify the given lane is chosen for implementation. As far as object tracking is concerned, we compare Udacity's 'Object Detection and Tracking' algorithm and deep learning based Deep Sort algorithm. Based on the accuracy of tracking the same object in many frames and predicting the movement of objects, the best algorithm is chosen. Our automatic video annotation tool is found to be 83% accurate when compared with a human annotator. We considered a video with 530 frames each of resolution 1035 x 1800 pixels. At an average each frame had about 15 objects. Our annotation tool consumed 43 minutes in a CPU based system and 2.58 minutes in a mid-level GPU based system to process all four modules. But the same video took nearly 3060 minutes for one human annotator to narrate the scene in the given video. Thus we claim that our proposed automatic video annotation tool is reasonably fast (about 1200 times in a GPU system) and accurate., Comment: 8 pages, 9 Figures

Published
2019

42. Application of Predictive Models for Wire Electrical Discharge Machining of Nickel Alloy

Author

Binoj, J. S., Manikandan, N., Thejasree, P., Varaprasad, K. C., Sasikala, P., Manideep, M., Cavas-Martínez, Francisco, Series Editor, Chaari, Fakher, Series Editor, di Mare, Francesca, Series Editor, Gherardini, Francesco, Series Editor, Haddar, Mohamed, Series Editor, Ivanov, Vitalii, Series Editor, Kwon, Young W., Series Editor, Trojanowska, Justyna, Series Editor, Palani, I. A., editor, Sathiya, P., editor, and Palanisamy, D., editor

Published
2022
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43. Machinability Investigations of Aluminum Metal Matrix Composites (LM26 + Graphite + Flyash) by Using Wire Electrical Discharge Machining Process

Author

Prakash, C., Senthil, P., Manikandan, N., Palanisamy, D., Cavas-Martínez, Francisco, Series Editor, Chaari, Fakher, Series Editor, di Mare, Francesca, Series Editor, Gherardini, Francesco, Series Editor, Haddar, Mohamed, Series Editor, Ivanov, Vitalii, Series Editor, Kwon, Young W., Series Editor, Trojanowska, Justyna, Series Editor, Palani, I. A., editor, Sathiya, P., editor, and Palanisamy, D., editor

Published
2022
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44. Machinability Investigations on Wire Electrical Discharge Machining of Ti-6Al-4V (Grade 5) by Taguchi Approach

Author

Binoj, J. S., Manikandan, N., Thejasree, P., Krishnamachary, P. C., Raju, Ramesh, Sasikala, P., Alisher Basha, S., Cavas-Martínez, Francisco, Series Editor, Chaari, Fakher, Series Editor, di Mare, Francesca, Series Editor, Gherardini, Francesco, Series Editor, Haddar, Mohamed, Series Editor, Ivanov, Vitalii, Series Editor, Kwon, Young W., Series Editor, Trojanowska, Justyna, Series Editor, Palani, I. A., editor, Sathiya, P., editor, and Palanisamy, D., editor

Published
2022
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45. Robotic Utilization in Farming Field—A Review

Author

Arulkirubakaran, D., Malkiya Rasalin Prince, R., Neil Anand, K., Manikandan, N., Jenny Manaswitha, D., Lavanya, A., Suresh, Manni Naga, Kishore, K. CH. S., Chauhan, Bikash, Vishal, Sri, Cavas-Martínez, Francisco, Series Editor, Chaari, Fakher, Series Editor, di Mare, Francesca, Series Editor, Gherardini, Francesco, Series Editor, Haddar, Mohamed, Series Editor, Ivanov, Vitalii, Series Editor, Kwon, Young W., Series Editor, Trojanowska, Justyna, Series Editor, Palani, I. A., editor, Sathiya, P., editor, and Palanisamy, D., editor

Published
2022
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46. Investigations on Wire Electrical Discharge Machining of Magnesium Alloy AZ31B by Taguchi’s Approach

Author

Binoj, J. S., Manikandan, N., Thejasree, P., Palanisamy, D., Sagai Francis Britto, A., Anusha, P., Pavan Kumar, S., Cavas-Martínez, Francisco, Series Editor, Chaari, Fakher, Series Editor, di Mare, Francesca, Series Editor, Gherardini, Francesco, Series Editor, Haddar, Mohamed, Series Editor, Ivanov, Vitalii, Series Editor, Kwon, Young W., Series Editor, Trojanowska, Justyna, Series Editor, Palani, I. A., editor, Sathiya, P., editor, and Palanisamy, D., editor

Published
2022
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47. Performance of Textured Tool with MQL in Machining of Precipitation Hardened Stainless Steel

Author

Palanisamy, D., Devaraju, A., Narasimhamu, K. L., Manikandan, N., Raju, Ramesh, Thejasree, P., Arulkirubakaran, D., Cavas-Martínez, Francisco, Series Editor, Chaari, Fakher, Series Editor, di Mare, Francesca, Series Editor, Gherardini, Francesco, Series Editor, Haddar, Mohamed, Series Editor, Ivanov, Vitalii, Series Editor, Kwon, Young W., Series Editor, Trojanowska, Justyna, Series Editor, Palani, I. A., editor, Sathiya, P., editor, and Palanisamy, D., editor

Published
2022
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48. Application of Multiple Regression Analysis for Prediction of Performance Measure in Wire Electrical Discharge Machining of Inconel 625

Author

Manikandan, N., Binoj, J. S., Thejasree, P., Varaprasad, K. C., Anusha, P., Hema, G. R., Cavas-Martínez, Francisco, Series Editor, Chaari, Fakher, Series Editor, di Mare, Francesca, Series Editor, Gherardini, Francesco, Series Editor, Haddar, Mohamed, Series Editor, Ivanov, Vitalii, Series Editor, Kwon, Young W., Series Editor, Trojanowska, Justyna, Series Editor, Palani, I. A., editor, Sathiya, P., editor, and Palanisamy, D., editor

Published
2022
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49. Prediction of Performance Measures Using Multiple Regression Analysis for Wire Electrical Discharge Machining of Titanium Alloy

Author

Manikandan, N., Varaprasad, K. C., Thejasree, P., Palanisamy, D., Arulkirubakaran, D., Raju, Ramesh, Badrinath, K., Cavas-Martínez, Francisco, Series Editor, Chaari, Fakher, Series Editor, di Mare, Francesca, Series Editor, Gherardini, Francesco, Series Editor, Haddar, Mohamed, Series Editor, Ivanov, Vitalii, Series Editor, Kwon, Young W., Series Editor, Trojanowska, Justyna, Series Editor, Palani, I. A., editor, Sathiya, P., editor, and Palanisamy, D., editor

Published
2022
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50. Investigations on Wire Electrical Discharge Machining of Magnesium Alloy

Author

Manikandan, N., Binoj, J. S., Thejasree, P., Krishnamachary, P. C., Raju, Ramesh, Palanisamy, D., Hari Jhanavi, G., Cavas-Martínez, Francisco, Series Editor, Chaari, Fakher, Series Editor, di Mare, Francesca, Series Editor, Gherardini, Francesco, Series Editor, Haddar, Mohamed, Series Editor, Ivanov, Vitalii, Series Editor, Kwon, Young W., Series Editor, Trojanowska, Justyna, Series Editor, Palani, I. A., editor, Sathiya, P., editor, and Palanisamy, D., editor

Published
2022
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