1.Prediction of occupant lumbar spine injuries based on machine learning and analysis of influencing factors
Haiyan LI ; Xinyu ZHANG ; Ting KE ; Yanxin WANG ; Lijuan HE ; Wenle LÜ ; Shihai CUI ; Shijie YUAN
Chinese Journal of Medical Physics 2025;42(3):388-396
Based on CT scan data,a bionic model of lumbar spine injuries with high biofidelity is developed and validated through cadaver experiments.Decoupling the constraint system that affects occupants during collisions due to inertial forces and the subsequent pressure exerted by the seat upon returning to position,a simulated fall experiment is designed.The simulated outcomes are trained and predicted using deep learning algorithms,and the accuracy of the trained neural network prediction model is verified.Key parameters are analyzed for correlation using principal component analysis and cross-reverse methods.The results shows that the predicted lumbar spine injury model obtained from training has high reliability(R2>0.9).Comprehensive analysis reveals that after experiencing axial impact,the L4 vertebral body bears the highest impact load and can be used as a representative measure of lumbar spine injury.Among the environmental variables,the axial force on the L4 lumbar spine is mainly affected by torso mass and fall height,both of which have positive correlations.Torso mass,fall height,and posture angle all have positive effects on internal energy.Conversely,torso mass and fall height have negative correlations with stress.These research findings provide a scientific basis for further elucidating lumbar spine injury mechanisms in intelligent cockpit environments,devising corresponding safety protection measures,and evaluating occupant safety in automobiles.
2.Effects of Cortical Bone Modeling Methods on Biomechanical Responses of Chinese 95th Percentile Pelvis Finite Element Model
Shihai CUI ; Weizuo CHEN ; Haiyan LI ; Lijuan HE ; Wenle LÜ
Journal of Medical Biomechanics 2025;40(1):187-193
Objective The finite element pelvis model with detailed anatomical structures which meets the Chinese human 95th percentile characteristics is developed,and the influence of cortical bone modeling method on the biomechanical response of the real pelvis is explored.Methods Based on the pelvic medical images of a 95th percentile male volunteer,two finite element pelvis models with real hip bone cortical bone thickness(REA-M)and 2 mm uniform cortical bone thickness(CON-M)dominated by hexahedral elements were constructed.Using the simulation method to reconstruct the loading conditions of cadaver experiments,the validation of models was verified by comparing the cadaver experimental results and simulation results,and biomechanical response differences of two models under different working conditions were discussed.Results The simulation data showed that there was a strong correlation between the overall biomechanical responses of two pelvic models and the cadaver experiment,and the mechanical response difference between two models was mostly within 8%,and the correlation score difference between two models was smaller than 2%.Conclusions The validation of two pelvic models established in this study is verified by rebuilding multiple simulation experiments.Although the biomechanical responses of CON-M and REA-M models were different,the difference was small.From the perspective of model simplification,the CON-M model can be used to study the biomechanical response of the pelvis.
3.Factors affecting the severity of driver's upper extremity injury caused by airbag deployment in nonstandard driving postures
Shihai CUI ; Xiaolin WANG ; Haiyan LI ; Lijuan HE ; Wenle LÜ
Chinese Journal of Medical Physics 2025;42(4):517-524
Abnormal deployment of the airbag during a frontal car collision can cause injuries to the upper extremity of drivers with non-standard driving postures.Finite element simulation offers an effective approach for evaluating such injury risks.In this study,a biomechanical finite element model of the upper limb of the 95th percentile human body with detailed anatomical structures was developed.The validity of the upper extremity-airbag collision model was confirmed by reconstructing the cadaveric forearm and airbag impact experiments.Based on the validated model,the influence of factors such as airbag mass rate parameters,upper limb grip angle,and grip force on upper limb injuries in frontal collisions was investigated.The results indicate that variations in these three parameters have a significant influence on upper extremity injury,and these factors should be considered in the assessment of upper extremity injuries during car collision.
4.Thoracoabdominal Injuries of Six-Year-Old Child Occupants in Reclined Seating Postures Based on 50% MPDB Scenario
Haiyan LI ; Sanhao SUN ; Yanxin WANG ; Shihai CUI ; Lijuan HE ; Wenle LÜ
Journal of Medical Biomechanics 2025;40(5):1309-1317
Objective To investigate the risk of thoracoabdominal injuries in six-year-old child occupants in a reclined seating posture during frontal collisions,and provide a reference for developing child restraint systems(CRS).Methods Three validated biomechanical models of six-year-old child occupants in different seating postures with detailed anatomical structures were used.The acceleration curve from a sport utility vehicle crash test was applied to analyze the effects of seating posture on thoracic motion trajectory,chest acceleration,thoracoabdominal compression,viscous criterion(VC)of the chest and abdomen,internal organ strain,and spinal stress.Results Thoracic motion trajectories varied in the Z-direction under three seating postures.As the upper torso angle increased,thoracoabdominal kinematic injury parameters showed an upward trend.The thoracic and abdominal VC under 120° and 135° posture increased by 67%and 113%,10.7%and 25%compared with that under 105° standard sitting posture.The risk of thoracic internal organ injury was inversely related to the seating angle,while the risk of abdominal internal organ injury was positively related to the seating angle.The primary spinal injury mechanism was compression-flexion.Conclusions CRS protection evaluation should comprehensively consider thoracoabdominal kinematic parameters,internal organ biomechanics,and spinal injury risk.These findings have important implications for CRS development in intelligent driving systems and occupant protection strategy formulation.
5.Thoracoabdominal Injuries of Six-Year-Old Child Occupants in Reclined Seating Postures Based on 50% MPDB Scenario
Haiyan LI ; Sanhao SUN ; Yanxin WANG ; Shihai CUI ; Lijuan HE ; Wenle LÜ
Journal of Medical Biomechanics 2025;40(5):1309-1317
Objective To investigate the risk of thoracoabdominal injuries in six-year-old child occupants in a reclined seating posture during frontal collisions,and provide a reference for developing child restraint systems(CRS).Methods Three validated biomechanical models of six-year-old child occupants in different seating postures with detailed anatomical structures were used.The acceleration curve from a sport utility vehicle crash test was applied to analyze the effects of seating posture on thoracic motion trajectory,chest acceleration,thoracoabdominal compression,viscous criterion(VC)of the chest and abdomen,internal organ strain,and spinal stress.Results Thoracic motion trajectories varied in the Z-direction under three seating postures.As the upper torso angle increased,thoracoabdominal kinematic injury parameters showed an upward trend.The thoracic and abdominal VC under 120° and 135° posture increased by 67%and 113%,10.7%and 25%compared with that under 105° standard sitting posture.The risk of thoracic internal organ injury was inversely related to the seating angle,while the risk of abdominal internal organ injury was positively related to the seating angle.The primary spinal injury mechanism was compression-flexion.Conclusions CRS protection evaluation should comprehensively consider thoracoabdominal kinematic parameters,internal organ biomechanics,and spinal injury risk.These findings have important implications for CRS development in intelligent driving systems and occupant protection strategy formulation.
6.Prediction of occupant lumbar spine injuries based on machine learning and analysis of influencing factors
Haiyan LI ; Xinyu ZHANG ; Ting KE ; Yanxin WANG ; Lijuan HE ; Wenle LÜ ; Shihai CUI ; Shijie YUAN
Chinese Journal of Medical Physics 2025;42(3):388-396
Based on CT scan data,a bionic model of lumbar spine injuries with high biofidelity is developed and validated through cadaver experiments.Decoupling the constraint system that affects occupants during collisions due to inertial forces and the subsequent pressure exerted by the seat upon returning to position,a simulated fall experiment is designed.The simulated outcomes are trained and predicted using deep learning algorithms,and the accuracy of the trained neural network prediction model is verified.Key parameters are analyzed for correlation using principal component analysis and cross-reverse methods.The results shows that the predicted lumbar spine injury model obtained from training has high reliability(R2>0.9).Comprehensive analysis reveals that after experiencing axial impact,the L4 vertebral body bears the highest impact load and can be used as a representative measure of lumbar spine injury.Among the environmental variables,the axial force on the L4 lumbar spine is mainly affected by torso mass and fall height,both of which have positive correlations.Torso mass,fall height,and posture angle all have positive effects on internal energy.Conversely,torso mass and fall height have negative correlations with stress.These research findings provide a scientific basis for further elucidating lumbar spine injury mechanisms in intelligent cockpit environments,devising corresponding safety protection measures,and evaluating occupant safety in automobiles.
7.Effects of Cortical Bone Modeling Methods on Biomechanical Responses of Chinese 95th Percentile Pelvis Finite Element Model
Shihai CUI ; Weizuo CHEN ; Haiyan LI ; Lijuan HE ; Wenle LÜ
Journal of Medical Biomechanics 2025;40(1):187-193
Objective The finite element pelvis model with detailed anatomical structures which meets the Chinese human 95th percentile characteristics is developed,and the influence of cortical bone modeling method on the biomechanical response of the real pelvis is explored.Methods Based on the pelvic medical images of a 95th percentile male volunteer,two finite element pelvis models with real hip bone cortical bone thickness(REA-M)and 2 mm uniform cortical bone thickness(CON-M)dominated by hexahedral elements were constructed.Using the simulation method to reconstruct the loading conditions of cadaver experiments,the validation of models was verified by comparing the cadaver experimental results and simulation results,and biomechanical response differences of two models under different working conditions were discussed.Results The simulation data showed that there was a strong correlation between the overall biomechanical responses of two pelvic models and the cadaver experiment,and the mechanical response difference between two models was mostly within 8%,and the correlation score difference between two models was smaller than 2%.Conclusions The validation of two pelvic models established in this study is verified by rebuilding multiple simulation experiments.Although the biomechanical responses of CON-M and REA-M models were different,the difference was small.From the perspective of model simplification,the CON-M model can be used to study the biomechanical response of the pelvis.
8.Factors affecting the severity of driver's upper extremity injury caused by airbag deployment in nonstandard driving postures
Shihai CUI ; Xiaolin WANG ; Haiyan LI ; Lijuan HE ; Wenle LÜ
Chinese Journal of Medical Physics 2025;42(4):517-524
Abnormal deployment of the airbag during a frontal car collision can cause injuries to the upper extremity of drivers with non-standard driving postures.Finite element simulation offers an effective approach for evaluating such injury risks.In this study,a biomechanical finite element model of the upper limb of the 95th percentile human body with detailed anatomical structures was developed.The validity of the upper extremity-airbag collision model was confirmed by reconstructing the cadaveric forearm and airbag impact experiments.Based on the validated model,the influence of factors such as airbag mass rate parameters,upper limb grip angle,and grip force on upper limb injuries in frontal collisions was investigated.The results indicate that variations in these three parameters have a significant influence on upper extremity injury,and these factors should be considered in the assessment of upper extremity injuries during car collision.
9.Influence of Active Force of Occupant Neck Muscles on Kinematic Response of the Head under Load Impacts
Lijuan HE ; Fuyang WANG ; Haiyan LI ; Xinyu ZHANG ; Shihai CUI ; Wenle LÜ ; Shijie RUAN
Journal of Medical Biomechanics 2024;39(6):1042-1049
Objective To provide basic data for developing automobile crash safety standards with Chinese human body characteristics,the influence of the muscle active force on the kinematic response of an occupant's head and neck under load impact was investigated.Methods Based on computed tomography(CT)images of the 50th percentile male volunteers with Chinese physical characteristics,a finite element model of the neck containing the cervical vertebrae,muscles,and fat was constructed.The validity of frontal and side impact simulation was verified,and a beam unit was added to the model to simulate the active force of neck muscles.Results The developed neck model consisted of 143 793 units and 165 077 nodes.The simulation experimental data were consistent with the trend of volunteer experimental data,which had a good consistency and verified the effectiveness of the model.A comparison of the simulation results of the activated and passive models showed that the peak motion of the activated model was lower than that of the passive model.Under the side impact,the horizontal displacement of the head of the activated model in the y-direction on the coronal plane did not fully match the experimental channel of the volunteer.Conclusions The muscle active force can maintain the posture and stability of the body.The activation curves,as well as the muscle active force produced by different individuals,vary owing to the different physiological cross-sectional areas of the muscles and other factors.The finite element model of the male neck developed in this study is based on the most recent statistical data of male physiques in China.It has a detailed anatomical structure and high biological fidelity.The model can be used to study the neck injury mechanisms of medium-sized Chinese male physiques.
10.Research Progress of Injury Biomechanics in 2023
Haiyan LI ; Hongqian ZHAO ; Yanxin WANG ; Lijuan HE ; Shihai CUI ; Wenle LÜ
Journal of Medical Biomechanics 2024;39(6):1026-1033
Injury biomechanics is an interdisciplinary field that studies the biomechanical responses and injury mechanisms of the human body under external loads.The goal is to provide scientific foundations for the prevention,diagnosis,and treatment of human injuries.This field is widely applied in clinical medicine,sports science,rehabilitation engineering,traffic safety,aerospace,and other domains.In this review,the research progress in injury biomechanics in the year 2023 is summarized,focusing on in-depth analysis of injury mechanisms,innovations in injury prediction and protective countermeasure,and the latest applications of injury diagnosis and rehabilitation technologies.By systematically reviewing the research advancements,this review aims to offer new directions and ideas to the continued development of injury biomechanics and promote interdisciplinary collaboration and technological innovation.

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