Whereas roboticists have launched more and more superior methods over the previous a long time, most current robots should not but capable of manipulate objects with the identical dexterity and sensing skill as people. This, in flip, adversely impacts their efficiency in varied real-world duties, starting from family chores to the clearing of rubble after pure disasters and the meeting or performing upkeep duties, significantly in high-temperature working environments similar to metal mills and foundries, the place elevated temperatures can considerably degrade efficiency and compromise the precision required for protected operations.
Researchers on the College of Southern California just lately developed the MOTIF (Multimodal Commentary with Thermal, Inertial, and Pressure sensors) hand, a brand new robotic hand that would enhance the item manipulation capabilities of humanoid robots. The innovation, introduced in a paper posted to the arXiv preprint server, includes a mixture of sensing gadgets, together with tactile sensors, a depth sensor, a thermal digicam, inertial measurement unit (IMU) sensors and a visible sensor.
“Our paper emerged from the necessity to advance robotic manipulation past conventional visible and tactile sensing,” Daniel Seita, Hanyang Zhou, Wenhao Liu, and Haozhe Lou informed Tech Xplore. “Present multi-fingered robotic arms typically lack the built-in sensing capabilities obligatory for advanced duties involving thermal consciousness and responsive contact suggestions.”
The principle goal of the current examine by Seita and his college students was to develop a brand new versatile and multimodal robotic hand impressed by human arms, which might deal with objects each safely and exactly. By using extra complete sensor enter, the hand they created might carry out extra nuanced object interactions throughout varied environments, from households to factories.
“Essentially the most intuitive thought at first is exploring tips on how to correctly design methods that extra intently align with human every day perceptual experiences. We had been impressed by human behavioral actions,” Zhou and Liu defined.
“We used a number of commercially obtainable robotic dexterous arms earlier than. We realized that many current {hardware} designs give attention to mechanical transmission constructions, and the merchandise we might immediately buy didn’t meet our sensing necessities for a lot of of our analysis concepts. This expertise pushed us to hunt a DIY-extensible {hardware} platform that might permit us to design and enhance gadgets in line with our personal imaginative and prescient.
“The MOTIF hand is a complicated robotic hand that integrates a number of sensors—thermal, depth, RGB (visible), inertial (IMU), and tactile—onto a single dexterous platform,” defined the analysis group. “It extends the extensively used LEAP hand design, offering enhanced sensing capabilities. Its key benefits embrace complete environmental consciousness, the flexibility to securely deal with scorching objects, and differentiation between objects of comparable look however completely different bodily properties.”

To guage the potential of the MOTIF hand, the researchers carried out two distinct experiments in a laboratory setting. The primary experiment was designed to evaluate the hand’s skill to understand objects whereas contemplating their temperature, to keep away from touching significantly scorching areas on their floor.
The second experiment entailed the manipulation of objects with the identical form however with completely different weights. To categorise the mass of objects, the hand carried out easy fingertip flick motions whereas dealing with them.
“Essentially the most notable achievement of our examine is the combination of numerous sensors right into a single dexterous robotic hand, considerably enhancing its manipulation capabilities,” mentioned Lou. “Our findings present that thermal sensing mixed with 3D reconstruction successfully guides protected greedy, and inertial sensing permits exact mass classification of objects.”
In preliminary exams, the robotic hand launched by this group of researchers carried out remarkably nicely, safely greedy varied objects whereas additionally predicting their mass with good accuracy. Sooner or later, MOTIF hand could possibly be improved additional and examined in a wider vary of experiments to validate its potential for particular purposes.
Seita and his college students assume that it could possibly be significantly promising for tackling handbook duties in family environments, skilled kitchens, and industrial settings. Because the hand can safely deal with scorching objects and manipulate them with good precision, it might outperform different current methods when cooking scorching dishes, but in addition when welding or tightening screws, as these duties require the correct estimation of forces and the variation of manipulation methods primarily based on an object’s temperature.
“Sooner or later, we plan to reinforce the MOTIF hand additional by integrating extra high-resolution fingertip sensors (e.g., Digit 360) to offer even finer tactile suggestions,” added Liu. “We additionally intention to refine our multimodal sensing algorithms and discover extra purposes in advanced real-world settings, similar to superior in-hand manipulation duties and environments requiring subtle thermal and force-based interactions.”
“This paper introduces a platform system. We introduced this work final week on the ISER 2025 convention in Santa Fe and exchanged our concepts with many nice researchers. We actually hope it should encourage the neighborhood to consider extra sensing modalities of their analysis course,” Zhou added.
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Extra info:
Hanyang Zhou et al, The MOTIF Hand: A Robotic Hand for Multimodal Observations with Thermal, Inertial, and Pressure Sensors, arXiv (2025). DOI: 10.48550/arxiv.2506.19201
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