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April 19, 2026Journal of Biomechanics0 citationsOpen Access

Spring-damper titin model improves the estimation of muscle forces during force enhancement measurements

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LKLena KloockMGMyriam Lauren de GraafKBKim Joris Boström

Key Result

Adding a spring-damper titin model to a Hill-type muscle model significantly improved the prediction of force enhancement compared to the standard titin-less model.

Key Points

  • The aim is to improve muscle force estimations during eccentric movements by incorporating a titin model into existing frameworks.
  • Developed a spring-damper model based on the Hill-type model to represent titin's behaviour.
  • Optimised parameters through leave-one-out cross-validation to enhance accuracy.
  • Validated model predictions against experimental force enhancement data.
  • The titin model significantly outperforms the standard model in predicting force enhancement.
  • Demonstrated applicability of the model to velocities not originally optimised for.
  • The simplified model accurately predicts measured muscle forces without complicated configurations.

Structured PICO

P
Population
Hill-type muscle model
I
Intervention
Addition of a spring-damper model to represent titin's elastic and viscoelastic behaviour
C
Comparator
Standard titin-less Hill-type muscle model
O
Outcome
Prediction of muscle forces during force enhancement measurements

Adding a spring-damper titin model to a Hill-type muscle model improves the estimation of muscle forces during eccentric movements.

Abstract

Hill-type muscle models are a key component of large-scale inverse dynamic models. However, they do not accurately reproduce relevant characteristics of eccentric movements, such as force enhancement. This might be because the spring-like effect of titin is not incorporated. To investigate this, we added a spring-damper model to a Hill-type muscle model to represent titin’s elastic and viscoelastic behaviour. Parameters not available in the literature were optimised using a leave-one-out cross-validation. Predictions of both the titin model and the standard model were validated against reference data from force enhancement experiments. We found that the model with titin predicts force enhancement significantly better than the standard titin-less model. Additionally, we were able to show that the model is also applicable to velocities it was not optimised for. Without requiring the complexity of detailed titin models the proposed model accurately predicts measured muscle forces. Due to its simplicity, the model can efficiently be incorporated into large-scale inverse dynamics models. As the model is based on general physiological principles, we expect its applicability to extend beyond the current conditions to a wide range of experimental settings, as already demonstrated for contraction velocities.

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Cite This Study

Kloock et al. (2026) studied Muscle force estimation. Spring-damper titin model vs. Standard titin-less model was evaluated on Prediction of force enhancement. Adding a spring-damper titin model to a Hill-type muscle model significantly improved the prediction of force enhancement compared to the standard titin-less model.

synapsesocial.com/papers/69e4713b010ef96374d8dca7https://doi.org/10.1016/j.jbiomech.2026.113306
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