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Work zone safety is influenced by many risk factors. Consequently, a comprehensive knowledge of the risk factors identified from crash data analysis becomes critical in reducing risk levels and preventing severe crashes in work zones. This…

计算机与社会 · 计算机科学 2021-04-15 Huthaifa I Ashqar , Qadri H Shaheen , Suleiman A Ashur , Hesham A Rakha

Drivers can sustain serious injuries in traffic accidents. In this study, traffic crashes on Florida's Interstate-95 from 2016 to 2021 were gathered, and several classification methods were used to estimate the severity of driver injuries.…

机器学习 · 计算机科学 2023-12-21 B M Tazbiul Hassan Anik , Md Mobasshir Rashid , Md Jamil Ahsan

Despite a global decline in motor vehicle crash fatalities due to improved research and road safety policies, road traffic injuries remain a significant public health concern. The World Health Organization 2023 report highlights that road…

应用统计 · 统计学 2025-06-30 Stanislav Liashkov

Improving road safety is hugely important with the number of deaths on the world's roads remaining unacceptably high; an estimated 1.35 million people die each year (WHO, 2020). Current practice for treating collision hotspots is almost…

应用统计 · 统计学 2023-02-02 Nicola Hewett , Andrew Golightly , Lee Fawcett , Neil Thorpe

This study attempts to investigate the relationship between crash occurrence at signalized intersections and real-time traffic, signal timing, and weather characteristics based on 23 signalized intersections in Central Florida. The…

应用统计 · 统计学 2018-08-21 Jinghui Yuan , Mohamed Abdel-Aty

Road safety is impacted by a range of factors that can be categorized into human, vehicle, and roadway/environmental elements. This research explores the connection between pavement performance and road safety, particularly in relation to…

物理与社会 · 物理学 2025-07-01 Prathyush Kumar Reddy Lebaku , Lu Gao , Jingran Sun , Xingju Wang , Xuejian Kang

Traffic accidents pose a severe global public health issue, leading to 1.19 million fatalities annually, with the greatest impact on individuals aged 5 to 29 years old. This paper addresses the critical need for advanced predictive methods…

机器学习 · 计算机科学 2024-06-21 Noushin Behboudi , Sobhan Moosavi , Rajiv Ramnath

Highway work zones are critical areas where accidents frequently occur, often due to the proximity of workers to heavy machinery and ongoing traffic. With technological advancements in sensor technologies and the Internet of Things,…

信号处理 · 电气工程与系统科学 2025-03-19 Ayenew Yihune Demeke , Moein Younesi Heravi , Israt Sharmin Dola , Youjin Jang , Chau Le , Inbae Jeong , Zhibin Lin , Danling Wang

The study delves into 425 industrial incidents documented on Kaggle [1], all of which occurred in 12 separate plants in the South American region. By meticulously examining this extensive dataset, we aim to uncover valuable insights into…

计算机与社会 · 计算机科学 2024-03-12 Hasanika Samarasinghe , Shadi Heenatigala

Road traffic injury accounts for a substantial human and economic burden globally. Understanding risk factors contributing to fatal injuries is of paramount importance. In this study, we proposed a model that adopts a hybrid ensemble…

其他统计学 · 统计学 2020-06-12 Ali J. Ghandour , Huda Hammoud , Samar Al-Hajj

Construction safety research is a critical field in civil engineering, aiming to mitigate risks and prevent injuries through the analysis of site conditions and human factors. However, the limited volume and lack of diversity in existing…

机器学习 · 计算机科学 2025-08-14 Zhenhui Ou , Dawei Li , Zhen Tan , Wenlin Li , Huan Liu , Siyuan Song

Road accidents significantly threaten public safety and require in-depth analysis for effective prevention and mitigation strategies. This paper focuses on predicting accidents through the examination of a comprehensive traffic dataset…

计算机与社会 · 计算机科学 2025-05-13 Dominic Parosh Yamarthi , Haripriya Raman , Shamsad Parvin

Each year, around 6 million car accidents occur in the U.S. on average. Road safety features (e.g., concrete barriers, metal crash barriers, rumble strips) play an important role in preventing or mitigating vehicle crashes. Accurate maps of…

计算机视觉与模式识别 · 计算机科学 2019-07-31 Arpan Sainju , Zhe Jiang

Road fatalities pose significant public safety and health challenges worldwide, with pedestrians being particularly vulnerable in vehicle-pedestrian crashes due to disparities in physical and performance characteristics. This study employs…

机器学习 · 计算机科学 2025-03-25 Methusela Sulle , Judith Mwakalonge , Gurcan Comert , Saidi Siuhi , Nana Kankam Gyimah

Road traffic injuries are the leading cause of death for people aged 5-29, resulting in about 1.19 million deaths each year. To reduce these fatalities, it is essential to address human errors like speeding, drunk driving, and distractions.…

计算机视觉与模式识别 · 计算机科学 2025-02-04 Walter Zimmer , Ross Greer , Xingcheng Zhou , Rui Song , Marc Pavel , Daniel Lehmberg , Ahmed Ghita , Akshay Gopalkrishnan , Mohan Trivedi , Alois Knoll

Traffic accidents are one of the biggest challenges in a society where commuting is so important. What triggers an accident can be dependent on several subjective parameters and varies within each region, city, or country. In the same way,…

机器学习 · 计算机科学 2024-01-01 Vinicius Lima , Vetria Byrd

The variability of the clusters generated by clustering techniques in the domain of latitude and longitude variables of fatal crash data are significantly unpredictable. This unpredictability, caused by the randomness of fatal crash…

计算机视觉与模式识别 · 计算机科学 2017-11-29 Shan Suthaharan

Even though Truck Mounted Attenuators (TMA)/Autonomous Truck Mounted Attenuators (ATMA) and traffic control devices are increasingly used in mobile work zones to enhance safety, work zone collisions remain a significant safety concern in…

机器人学 · 计算机科学 2024-12-25 Xiang Yu , Linlin Zhang , Yaw , Adu-Gyamfi

Workplace injuries result in substantial human and financial losses. As reported by the International Labour Organization (ILO), there are more than 374 million work-related injuries reported every year. In this study, we investigate the…

计算机与社会 · 计算机科学 2019-06-10 Mehdi Sadeqi , Azin Asgarian , Ariel Sibilia

Different factors have effects on traffic crashes and crash-related injuries. These factors include segment characteristics, crash-level characteristics, occupant level characteristics, environment characteristics, and vehicle level…

机器学习 · 计算机科学 2023-01-06 Mehdi Moeinaddini , Mozhgan Pourmoradnasseri , Amnir Hadachi , Mario Cools
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