Table 2.
Summary of studies reporting on computational techniques to determine muscle forces during strength training of the lower extremities in vivo. Dynamic squat jump was mainly analysed using forward dynamic (FD) simulation, while low-speed ankle, hip, and knee exercises were analysed using quasi-static inverse dynamics (ID) optimisation, electromyography-driven (EMG) modelling, or mixed inverse dynamics/forward dynamics analysis. Different approaches were adopted to distribute the net joint moments from ID across muscles, ranging from simple 1-muscle models to advanced optimization schemes taking muscle force-length-velocity (F-l-v) into account. Data from EMG, optical motion capture (OMC), and ground reaction forces (GRF) were used as input or reference to assess the accuracy of modelling results.
| Exercise | Modelling approach | Subjects | Experi. measure | Reported results | Reference | |
|---|---|---|---|---|---|---|
| Low-speed | Foot plantar/dorsi flexion | ID (1-muscle model) | 8 M, 8 F (22 y) | EMG, OMC, GRF | Muscle force | Henriksen et al. (2009) [7] |
| Deep knee bends | ID (1-muscle model) | 3 M (26 y) | OMC, GRF | Muscle and joint forces | Reilly and Martens (1972) [27] | |
| Squat, leg press, knee extension | ID (F-EMG) | 10 M (30 y) experienced | EMG, OMC, GRF | Tibiofem joint kinetics, cruciate ligament force | Wilk et al. (1996) [23], Escamilla et al. (1998, 2001) [21, 22] | |
| Squat, leg press | ID (optimized F-l-EMG) | 10 M (30 y) experienced | EMG, OMC, GRF | Tibiofem joint kinetics, cruciate ligament force | Zheng et al. (1998) [24] | |
| Squat, leg press, knee extension | ID (optimized F-l-v-EMG) | 9 M (29 y), 9 F (25 y), low body fat | EMG, OMC, GRF | Patellofemoral force and stress | Escamilla et al. (2008) [4, 5] | |
| Squat | EMG-driven/ID/FEM | 8 M (29 y), 8 F (29 y) | EMG, OMC, GRF, MRI, open MRI | Knee cartilage stress | Besier et al. (2008) [25] based on Lloyd and Besier (2003) [26] | |
| Hip extension/flexion | ID (min. stress) | Generic simul. | — | Hip joint forces | Lewis et al. (2009) [13] | |
| Abdominal crunch | Mixed ID/FD equipment | Generic simul. (three anthropometric cases) | — | Intervertebral joint loading | Nolte et al. (2013) [28] | |
|
| ||||||
| Dynamic ballistic | Squat jump | FD (activation a_initial or a = 1) | 6 M (25 y) well-trained volleyball players | EMG, OMC, GRF | Gastro bioarticularity | van Soest et al. (1993) [20] |
| 6 M (25 y) well-trained volleyball players | EMG, OMC, GRF | Muscle strengthening | Bobbert and Van Soest (1994) [17] | |||
| 6 M (25 y) well-trained volleyball players | EMG, OMC, GRF | Triceps surae series elastic compliance | Bobbert (2001) [14] | |||
| Generic simul. | — | Stimulation onset times | Bobbert and van Zandwijk (1999) [18] | |||
| 6 M (26 y) | EMG, OMC, GRF | Fatigue of plantarflexors | Bobbert et al. (2011) [16] | |||
| 8 M (20 y) well-trained volleyball and gymnastics | EMG, OMC, GRF | Bilateral deficit | Bobbert et al. (2006) [15] | |||
| FD (activation a = 0, 1) | Generic simul. | — | Optimal controls | Pandy et al. (1990) [12] | ||
| 5 M (22 y) | EMG, OMC, GRF | Contribution of muscles to accelerate trunk | Pandy and Zajac (1991) [19] | |||
| FD (n/a) | Generic simul. | — | Bilateral asymmetry | Yoshioka et al. (2011) [29] | ||