Tactile Feedback Replaces Vision for Space Assembly
Texas A&M University doctoral student Sarah Downs is advancing space robotics by developing force-sensitive algorithms that enable autonomous satellites to assemble hardware without relying on vision systems. By utilizing torque sensors to mimic tactile feedback, this research addresses the “peg-in-hole” challenge in zero-gravity environments, where traditional camera-based guidance may fail due to malfunctions or delays.

Overcoming the Optical Limitations of Deep Space
In space, robotic assembly is complicated by the lack of gravity and the high risk of hardware failure. Standard industrial robots often rely on cameras to guide components into place. However, as noted in research regarding remote robotic manipulation, harsh space environments can cause optical systems to malfunction or experience delays.
Downs’s research, conducted through the Robotics and Automation Design (RAD) Lab at Texas A&M, focuses on a force-based insertion process. Instead of “seeing” the target, the robotic arm uses a torque sensor on its gripper to “feel” the resistance between the satellite and the antenna. By calculating the force feedback, the robot determines the correct orientation and position for the component. This method also requires complex calculations to manage reaction torques—ensuring that the force used to insert the antenna does not inadvertently push the satellite away or cause it to drift in zero gravity.
From Human-Centric Robotics to Orbital Engineering
The project is part of a broader collaboration between the RAD Lab and NASA, aimed at building systems capable of surviving and operating in extreme environments. The lab, launched in 2022 by NASA veteran Robert Ambrose, is currently expanding its footprint with a new Space Institute facility in Houston, located adjacent to the Johnson Space Center.
Downs’s path to this research began with her undergraduate work at the University of Tulsa, where she participated in the Institute for Robotics and Autonomy. Her early projects included developing robotic arms designed to assist individuals with mobility challenges, such as helping wheelchair users identify and place household objects. This experience with human-centric robotics provided a foundation for her current work on large-scale satellite manipulation.
Building Professional Bridges in STEM
Beyond her technical research, Downs has been an active participant in professional engineering organizations, specifically the Institute of Electrical and Electronics Engineers (IEEE). Joining as a freshman in 2020, she served as president of the University of Tulsa’s IEEE student branch from 2022 to 2024.
Under her leadership, the branch expanded its focus on professional development, organizing workshops on CAD modeling, 3D printing, and soldering. Downs emphasizes that for students in STEM, these organizations serve as a vital bridge between academic theory and the job market. By connecting students with alumni and professional engineers, these networks provide practical insights into career trajectories in aerospace and robotics.
For those entering the field, Downs highlights that robotics is often more accessible than it appears. She frequently cites Denavit-Hartenberg (D-H) parameters as a fundamental starting point for any robotics engineer. These four values describe the position and orientation of a robotic arm, providing the mathematical baseline needed to program manipulators regardless of their specific degrees of freedom or gripper types.
While the fundamental math remains consistent, the challenge of environmental interaction remains an active area of study. According to Downs, even tasks that seem trivial to humans—such as manipulating a pen—remain complex for robots because they require a nuanced understanding of how an object interacts with its surroundings. Her current doctoral work continues to push these boundaries, aiming to refine how machines perform high-precision tasks in the vacuum of space.