AI with Robotics for leg support to skiers and snowboarders

2021 ◽  
pp. 1-13
Author(s):  
Shuo Liu ◽  
Zhenzhong Liu ◽  
J. Alfred Daniel ◽  
K. Deepa Thilak
Keyword(s):  
Artificial Intelligence ◽  
Risk Factor ◽  
Lower Limb ◽  
Dynamic Models ◽  
Lower Limb Injuries ◽  
Skill Levels ◽  
Limb Injuries ◽  
Alpine Skiers ◽  
Performance Rate ◽  
Leg Dominance

In general, Robotics is the area concerned with the linking of perception to action, and AI must have a central role in Robotics if the association is to be intelligent. Skiing and Snowboarding are famous winter games worldwide, enjoyed by participants of all ages and skill levels. Leg dominance has been recounted as a probable risk factor in downhill skiers for lower-limb injuries. Furthermore, snowboarders are more likely to injure their ankles than alpine skiers. To overcome these issues, in this paper, the Artificial Intelligence assisted Statistical model (AIASM) has been proposed to the smart robotic supporting leg for skiers and snowboarders. This paper introduces the concept and study of a robotic modular leg (RML) system with a reduced degree of freedom (DOF). The RML gives a perspective on physics that uses dynamic skiing methods and strategies to produce functional ski movements. Kinematic and dynamic models for the leg system are developed and used for modeling tendency, angle, and measurement, unweighting technique to create balanced and realistic curvature turns and peaks. The experimental results show that the suggested system has a performance rate of 95.31% with different ski movements at various intervals, curves, diameters, and peak shapes for tracking the desired footpath.

scholarly journals Leg Dominance as a Risk Factor for Lower-Limb Injuries in Downhill Skiers—A Pilot Study into Possible Mechanisms

2019 ◽  
Vol 16 (18) ◽  
pp. 3399 ◽  
Author(s):  
Arunee Promsri ◽  
Alessia Longo ◽  
Thomas Haid ◽  
Aude-Clémence M. Doix ◽  
Peter Federolf
Keyword(s):  
Risk Factor ◽  
Muscle Strength ◽  
Postural Control ◽  
Lower Limb ◽  
Coordination Structure ◽  
Lower Limb Injuries ◽  
Limb Injuries ◽  
Knee Muscle ◽  
Leg Dominance ◽  
Knee Muscle Strength

Leg dominance has been reported as one potential risk factor for lower-limb injuries in recreational downhill skiers. The current study proposed and tested two possible mechanisms for a leg dominance effect on skiing injuries—imbalance of the knee muscle strength and bilateral asymmetry in sensorimotor control. We hypothesized that the knee muscle strength (Hypothesis 1; H1) or postural control (Hypothesis 2; H2) would be affected by leg dominance. Fifteen well-experienced recreational downhill skiers (aged 24.3 ± 3.2 years) participated in this study. Isometric knee flexor/extensor muscle strength was tested using a dynamometer. Postural control was explored by using a kinematic principal component analysis (PCA) to determine the coordination structure and control of three-dimensional unipedal balancing movements while wearing ski equipment on firm and soft standing surfaces. Only H2 was supported when balancing on the firm surface, revealing that when shifting body weight over the nondominant leg, skiers significantly changed the coordination structure (p < 0.006) and the control (p < 0.004) of the lifted-leg movements. Based on the current findings, bilateral asymmetry in sensorimotor control rather than asymmetry in strength seems a more likely mechanism for the previously reported effect of leg dominance on lower-limb injury risk in recreational downhill skiers.

Prevalence of Musculoskeletal Injuries in New Zealand Army Recruits as Defined by Physical Therapy Service Presentations

2021 ◽  
Author(s):  
Narelle Hall ◽  
Maria Constantinou ◽  
Mark Brown ◽  
Belinda Beck ◽  
Suzanne Kuys
Keyword(s):  
New Zealand ◽  
Physical Therapy ◽  
Injury Prevention ◽  
Lower Limb ◽  
Injury Incidence ◽  
Basic Training ◽  
Lower Limb Injuries ◽  
Limb Injuries ◽  
Army Recruits ◽  
Therapy Service

ABSTRACT Introduction Army recruit injuries occurring during basic training can lead to high personal and organizational burdens potentially threatening deployment capability. Previous military surveillance describing recruit injury as defined by physical therapy presentations is limited to 1-year duration or includes only male infantry recruits or trained personnel. Research describing injury incidence and trends specific to New Zealand Army basic training recruits over a longer period will better inform future injury prevention programs. Aims To identify the incidence and patterns of injuries reported from physical therapy presentations for New Zealand Army recruits undertaking basic training over a 4-year period. Materials and Methods This retrospective observational study identified injuries from physical therapy service presentations in New Zealand Army recruits from 2008 to 2011. All male and female New Zealand Army recruits who presented to physical therapy, following medical triage, were included. Recruit physical therapy presentations for injury and respiratory and other conditions were collated. Injury incidence was grouped by body region (upper limbs, lower limbs, and combined spinal regions) and site (joint or segment), and cumulative and injury incidence rates were calculated. Results One thousand eight hundred and ninety-six (1,697 males and 199 females) New Zealand Army recruits commenced basic training between 2008 and 2011. One thousand six hundred and eighty-three physical therapy presentations occurred for recruit injury during New Zealand Army basic training over 4 years. Lower limb injuries accounted for over 75% (n = 1,285) of the overall demand for physical therapy service during recruit basic training. Injuries sustained at the knee and below accounted for 67% of all reported injury presentations. Conclusion Four years of injury surveillance using physical therapy presentations identified the lower limb, with the knee and below as the most commonly injured regions in New Zealand Army recruits. Injury prevention interventions for New Zealand Army recruits should aim to reduce lower limb injuries. Future research on injury surveillance would benefit from incorporating clear injury and severity definitions, established injury classification systems, and standardized incidence calculations.

scholarly journals The short musculoskeletal functional assessment (SMFA) score amongst surgical patients with reconstructive lower limb injuries in war wounded civilians

Injury ◽  
2014 ◽  
Vol 45 (12) ◽  
pp. 1996-2001 ◽  
Author(s):  
Carrie Teicher ◽  
Nancy L. Foote ◽  
Ali M.K. Al Ani ◽  
Majd S. Alras ◽  
Sufyan I. Alqassab ◽  
...  
Keyword(s):  
Functional Assessment ◽  
Lower Limb ◽  
Surgical Patients ◽  
Lower Limb Injuries ◽  
Limb Injuries

EP.FRI.771 National audit on VTE prophylaxis for lower limb injuries treated in a plaster cast

2021 ◽  
Vol 108 (Supplement_7) ◽  
Author(s):  
Georgios Karagiannidis ◽  
Omar Toma
Keyword(s):  
Risk Assessment ◽  
Venous Thromboembolism ◽  
Lower Limb ◽  
Plaster Cast ◽  
Junior Doctors ◽  
National Audit ◽  
Lower Limb Injuries ◽  
Nice Guidelines ◽  
Vte Prophylaxis ◽  
Limb Injuries

Abstract Aims Audit to assess Orthopaedic departments’ compliance with NICE guidelines on Venous thromboembolism (VTE) prophylaxis published in 2010, specifically looking at VTE practices for patients with lower limb injuries treated in a plaster cast. Methods A telephonic survey was carried out on junior doctors within orthopaedic departments of 66 hospitals across all regions of England. A questionnaire was completed regarding VTE risk assessment, prophylaxis and hospital guidelines etc. Data collected from August 2016 till February 2017. Results 83% (n = 55) of trusts routinely give VTE prophylaxis to these patients. 96% (n = 64) give Chemoprophylaxis of some sort. Formal VTE assessments are performed in 81% (n = 54) and 77% (n = 51) have a local VTE prophylaxis policy. Conclusions We conclude that Orthopaedic departments across England have increased compliance with NICE guidelines for VTE prophylaxis. However there is considerable variation in practice, especially in duration and chemoprophylaxis agent. We attribute this to the lack of specific NICE guidelines for this cohort of patients. We aim that this study can influence NICE to introduce added guidance that will standardise practice.

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