Related Experiment Video
Updated: Feb 2, 2026

Robotics in Surgery: A Modular Robotic Platform Driven Gastric Wedge Resection
Published on: February 7, 2025
Organ-mounted robot localization via function approximation
Nathan A Wood1, David Schwartzman2, Michael J Passineau3
1The Robotics Institute, Carnegie Mellon University, Pittsburgh, Pennsylvania.
This study introduces a new method for precise robot localization during minimally invasive surgery, crucial for procedures on mobile organs like the heart. The technique offers instantaneous and accurate positioning, improving surgical navigation.
Area of Science:
- Robotics in Medicine
- Minimally Invasive Surgery
- Medical Imaging and Localization
Background:
- Organ-mounted robots assist in minimally invasive interventions by compensating for physiological motion, particularly beneficial for beating heart surgery.
- Accurate localization is critical but challenged by heartbeat and respiratory motion.
- Existing localization methods require multiple respiratory cycles for convergence.
Purpose of the Study:
- To present a general and rapid localization technique for organ-mounted robots.
- To improve the accuracy and speed of robot localization during interventions on mobile organs.
Main Methods:
- Function approximation using radial basis function (RBF) interpolation.
- Development of a general localization technique applicable to organ-mounted robotic platforms.
Main Results:
- Achieved mean localization accuracy of 1.25 mm with a 95% confidence interval of 0.22 mm in a porcine model.
- Demonstrated instantaneous estimation of robot location.
Conclusions:
- Radial basis function approximation offers a highly accurate and instantaneous solution for robot localization in organ-mounted applications.
- This technique enhances the feasibility and precision of robotic interventions on mobile organs.
Related Concept Videos
Approximate Integration
Linearization and Approximation
Accuracy, limits, and approximation
Accuracy is defined as the closeness of the measured value to the true or actual value. In engineering mechanics, repeated measurements are taken during theoretical or experimental analyses to ensure that the result is precise and accurate.
The accuracy of any solution is based on the...
Application of Linearization and Approximation
Linear Approximation in Frequency Domain
In contrast, nonlinear systems do not inherently possess these properties. However, for small deviations around an operating point, a nonlinear system can often be approximated as linear....
Linear Approximation in Time Domain
For a simple pendulum with a mass evenly distributed along its length and the center of mass located at half the pendulum's length,...

