Robust path planning for flexible needle insertion using Markov decision processes.

Purpose: Flexible needle has the potential to accurately navigate to a treatment region in the least invasive manner. We propose a new planning method using Markov decision processes (MDPs) for flexible needle navigation that can perform robust path planning and steering under the circumstance of complex tissue-needle interactions.

Methods: This method enhances the robustness of flexible needle steering from three different perspectives.