According to FMI studies, the global pneumatic actuator market expanded at over 3.1% CAGR during the last 5 years from 2018 ...

2024). Here, we present the design of a pneumatic actuator array suitable for use in a dynamically reconfigurable socket (Figure 1B). The array comprises multiple independent pneumatic actuators that ...

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The strategy integrates a model-based optimization approach with a hybrid machine learning (HML) model designed to assess the loading conditions and improve the performance of pneumatic actuators.