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9. Visual Detection of Traffic Incident through Automatic Monitoring of Vehicle Activities.

Author

Karim, Abdul, Raza, Muhammad Amir, Alharthi, Yahya Z., Abbas, Ghulam, Othmen, Salwa, Hossain, Md. Shouquat, Nahar, Afroza, and Mercorelli, Paolo

Subjects
INTELLIGENT transportation systems, SUSTAINABLE transportation, COMPUTER vision, TRAFFIC patterns, CITY traffic
Abstract

Intelligent transportation systems (ITSs) derive significant advantages from advanced models like YOLOv8, which excel in predicting traffic incidents in dynamic urban environments. Roboflow plays a crucial role in organizing and preparing image data essential for computer vision models. Initially, a dataset of 1000 images is utilized for training, with an additional 500 images reserved for validation purposes. Subsequently, the Deep Simple Online and Real-time Tracking (Deep-SORT) algorithm enhances scene analyses over time, offering continuous monitoring of vehicle behavior. Following this, the YOLOv8 model is deployed to detect specific traffic incidents effectively. By combining YOLOv8 with Deep SORT, urban traffic patterns are accurately detected and analyzed with high precision. The findings demonstrate that YOLOv8 achieves an accuracy of 98.4%, significantly surpassing alternative methodologies. Moreover, the proposed approach exhibits outstanding performance in the recall (97.2%), precision (98.5%), and F1 score (95.7%), underscoring its superior capability in accurate prediction and analyses of traffic incidents with high precision and efficiency. [ABSTRACT FROM AUTHOR]

Published
2024
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10. List of Contributors

Author

Amaral de Almeida Prado, Fernando, primary, Balaji, K., additional, Bao, Qin, additional, Bento, João Paulo Cerdeira, additional, Bicer, Yusuf, additional, Cavallaro, Fausto, additional, Chang, Yuan, additional, Cheng, Jianqiang, additional, Dai, Hancheng, additional, Dou, Yi, additional, Dsilva Winfred Rufuss, D., additional, Fan, Senqing, additional, Fathabad, Abolhassan Mohammadi, additional, Fujii, Minoru, additional, Gemechu, Eskinder Demisse, additional, Gómez-Calvet, A.R., additional, Gómez-Calvet, R., additional, Hossain, MD. Shouquat, additional, Iniyan, S., additional, Kanematsu, Yuichiro, additional, Khalid, Farrukh, additional, Kikuchi, Yasunori, additional, Krishankumar, Raghunathan, additional, Kumar, Amit, additional, Li, Kexin, additional, Lin, Ruojue, additional, Liu, Chao, additional, Liu, Jingyun, additional, Liu, Xiaorui, additional, Liu, Yue, additional, Man, Yi, additional, Mardani, Abbas, additional, Martínez-Duart, J.M., additional, Mehmood, Aamir, additional, Mishra, Arunodaya Raj, additional, Painuly, Jyoti Prasad, additional, Pan, Kai, additional, Rani, Pratibha, additional, Ren, Jingzheng, additional, Sakthivadivel, D., additional, Sonar, Deepesh, additional, Song, Junnian, additional, Streimikiene, Dalia, additional, Suganthi, L., additional, Sun, Lu, additional, Tang, Xiaoyu, additional, Wang, Shouyang, additional, Wang, Shukun, additional, Wei, Yayin, additional, Wohlgemuth, Norbert, additional, Xiao, Zeyi, additional, Yang, Wei, additional, Zheng, Jiali, additional, Zhou, Y., additional, and Zhou, Z.X., additional

Published
2021
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15. Contributors

Author

Abbas, Syed Zaghum, Adama, Kenneth Kennedy, Aguilera-Mandujano, Arturo, Alam, Md Reyaz, Alessa, Abdulrahman H., Ali, Shaukat, Ali, Shehbaz, Alvi, Aliya, Amerit, Bosco, Anani, Osikemekha Anthony, Anwar, Naveed, Banerjee, Bhaswati, Bashir, Hassan, Batool, Syeda Tehreem, Chatterjee, Samrat, Chatterjee, Tanuja, Dar, Mudasir Ahmad, Dar, Refaz Ahmad, Dhanavade, Maruti J., Echegu, Simon, Falke, Vaishnavi, Fariduddin, F., Franco, Marcelo, Ghazanfar, Misbah, Gheibipour, Fateme, Gheibipour, Maryam, Gul, Alia, Gupta, Amit, Gupta, Puja, Hasan, Asim, Hernández, Elizabeth Hernández, Hidayatullah, Ibnu Maulana, Hossain, MD Shouquat, Idrees, Atif, Ilyas, Hassan, Irfan, Muhammad, Islas, Donaji Jiménez, Jaiswal, Jyoti, Jeon, Byong-Hun, Jha, Priyanka, Jha, Sapana, Khan, Akram A., Khan, Muhammad, Kousar, Ruqiya, Kumari, Neha, Liu, YuHao, López-Sosa, Luis Bernardo, Mintoo, Mubashir J., Mizik, Tamás, Morales-Máximo, Mario, Mukherjee, Goutam, Mustafa, Ghulam, Nadaf, Naiem Harun, Nadaf, Salama Harun, Nandi, Deepak, Nantongo, Maria, Ngoma, Muhammed, Ntayi, Joseph M., Panja, Avirup, Patil, Pooja M., Paul, Sushreeta, Pawar, Kiran D., Rafatullah, Mohd, Ram, Sonu, Rana, Palak, Rasheed, Maira, Romero, Miriam Edith Pérez, Rutiaga-Quiñones (Guadalupe), José, Sadaqat, Beenish, Sahu, Niharika, Salas, Fabiola Sandoval, Shafiq, Zesshan, Shahnawaz, Mohd., Shakir, Hafiz Abdullah, SheerGojree, Bashir Ahmad, Singh, Ashish P., Singh, Varsha K., Sinha, Rajeshwar P., Sun, Jianzhong, Tyagi, Aditya, Tyagi, Swati, Usmani, Rahil Akhtar, Vatsha, Piyush, Waghmare, Pankajkumar R., Xie, Rongrong, Yousefipour, Mohammad, YousefiPour, Mahta, Zabed, Hossain M., Zahid, Muhammad Tariq, and Zhu, Daochen

Published
2025
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17. Experimental Investigation on Energy Performance of hybrid PV/T-PCM system

Author

Selvaraj Jeyraj Al, Hossain Md Shouquat, Pandey Adarsh Kumar, and Rahim Nasrudin Bin Abd

Subjects
Materials science, Water flow, business.industry, Hybrid system, Photovoltaic system, Thermal, Thermal energy storage, business, Process engineering, Temperature measurement, Electrical efficiency, Thermal energy
Abstract

Photovoltaic (PV) energy is the most promising sustainable source but it depends on solar radiation and temperature. The PV panel electrical efficiency decrease because of rising temperature in the solar module. To overcome this particular problem the photovoltaic thermal (PV/T) a hybrid system can be a suitable technology and extracting heat and electricity from the same module to improve the overall efficiency. Another major limitation of those hybrid PV/T systems, those are only usable at daytime. Use phase change materials (PCM) in PV/T collectors as an intermediate thermal storage media offers a promising solution to this problem by storing large amount of heat. Lauric acid as PCM materials are used for thermal storage system. The PV/T-PCM hybrid system has been considered at parallel 2-side serpentine thermal absorber unique design with different water flow rates viz. 0.5, 1, 2, 3 & 4 liter per minutes (LPM) to get the enhanced performance of the system. These hybrid systems has been compared with a conventional solar PV module.

Published
2019

18. NH3plasma synthesis of amino modified NiCo layered double hydroxide nanoflowers for carbon dioxide photoreduction

Author

Song, Yanhua, Zheng, Zeen, Luo, Jiao, Xu, Hangmin, Zhong, Kang, Zhou, Anqi, Hao, Song, Bi, Chuanzhou, Yang, Jinman, Hossain, Md Shouquat, Xu, Hui, and Zhu, Xingwang

Abstract

Photoreduction as the paramount ingredient of CO2catalytic conversion plays an eminent role in Greenhouse gas treatment. As a promising catalyst, layered double hydroxide has been widely studied because of its rich variety, low hazard and easy availability. In an effort to improve the productivity of photocatalytic CO2reduction, the preparation of efficient photocatalysts becomes the key to solve this challenge. Thin nickel-cobalt bimetallic hydroxides (NiCo LDH) were prepared by the hydrothermal method of glycerol and methanol. Amino groups were grafting onto NiCo LDH nanosheets in an ammonia atmosphere by low-temperature plasma. The photocatalytic reduction performance of NH2-NiCo LDH was optimized by adjusting the time of plate dielectric barrier discharge (DBD) plasma treatment. This work provides theoretical research for modification of layered double hydroxide.

Published
2024
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