paper-with-me

홈 › Papers

A Generic Trauma Severity Computer Method Applied to Pedestrian Collisions

2020-11-02 · Christophe Bastien, Clive Neal-Sturgess, Huw Davies

In the real world, the severity of traumatic injuries are measured using the Abbreviated Injury Scale (AIS). However the AIS scale cannot currently be computed by using finite element human computer models, which calculate a maximum principal strains (MPS). Further, MPS only establishes a threshold above which a serious or fatal injury occurs. In order to overcome these limitations, a unique Organ Trauma Model (OTM) able to calculate the threat to life of any organ injury is proposed. The focus, in this case is on real world pedestrian brain injuries. The OTM uses a power method, named Peak Virtual Power (PVP), and defines brain white and grey matters trauma responses as a function of impact location and impact speed extracted from the pedestrian collision kinematics. This research has included ageing in the injury severity computation by including soft tissue material degradation, as well as brain volume changes. Further, to account for the limitations of the Lagrangian formulation of the brain model in representing haemorrhage, an approach to include the effects of subdural hematoma is proposed and included as part of the OTM predictions in this study. The OTM model was tested against three real-life pedestrian accidents and has proven to reasonably predict the Post Mortem (PM) outcome. Its AIS predictions are closer to the real world injury severity than standard MPS methods currently recommended. This study suggests that the OTM has the potential to improve forensic predictions as well as contribute to the improvement in vehicle safety design through the ability to measure injury severity. This study concludes that future advances in trauma computing would require the development of a brain model which could predict haemorrhaging.

📄 PDF Abstract BibTeX arXiv:2011.00829

Code (0)

등록된 구현이 없습니다.

Similar Papers 제목 키워드 기반

Assessing Mortality of Blunt Trauma with Co-morbidity

2017-11-17

Objectives: To obtain a better estimate of the mortality of individuals suffering from blunt force trauma, including co-morbidity. Methodology: The Injury severity Score (ISS) is the default world standard for assessing …

Classifying Phonotrauma Severity from Vocal Fold Images with Soft Ordinal Regression

2025-11-12 · Katie Matton, Purvaja Balaji, Hamzeh Ghasemzadeh, Jameson C. Cooper 외 arxiv

Phonotrauma refers to vocal fold tissue damage resulting from exposure to forces during voicing. It occurs on a continuum from mild to severe, and treatment options can vary based on severity. Assessment of severity invo…

A novel method of predictive collision risk area estimation for proactive pedestrian accident prevention system in urban surveillance infrastructure

2021-05-06 · Byeongjoon Noh, Hwasoo Yeo

Road traffic accidents, especially vehicle pedestrian collisions in crosswalk, globally pose a severe threat to human lives and have become a leading cause of premature deaths. In order to protect such vulnerable road us…

An Interpretable Approach to Automated Severity Scoring in Pelvic Trauma

2021-05-21 · Anna Zapaishchykova, David Dreizin, Zhaoshuo Li, Jie Ying Wu 외

Pelvic ring disruptions result from blunt injury mechanisms and are often found in patients with multi-system trauma. To grade pelvic fracture severity in trauma victims based on whole-body CT, the Tile AO/OTA classifica…

Fracture detectionSpecificity

Exploring the Determinants of Pedestrian Crash Severity Using an AutoML Approach

2024-06-07 · Amir Rafe, Patrick A. Singleton

This study investigates pedestrian crash severity through Automated Machine Learning (AutoML), offering a streamlined and accessible method for analyzing critical factors. Utilizing a detailed dataset from Utah spanning …

AutoML