PLEXUS Hand: Lightweight Four-Motor Prosthetic Hand Enabling Precision–Lateral Dexterous Manipulation

ICORR2025

TL;DR We developed a lightweight (311g) prosthetic hand that enables both basic hand postures and precision–lateral manipulation using only four motors. This design offers a solution for daily life activities that require rotational manipulation capabilities.

Overview

Electric prosthetic hands should be lightweight to decrease the burden on the user, shaped like human hands for cosmetic purposes, and have motors inside to protect them from damage and dirt. In addition to the ability to perform daily activities, these features are essential for everyday use of the hand. In-hand manipulation is necessary to perform daily activities such as transitioning between different postures, particularly through rotational movements, such as reorienting cards before slot insertion and operating tools such as screwdrivers. However, currently used electric prosthetic hands only achieve static grasp postures, and existing manipulation approaches require either many motors, which makes the prosthesis heavy for daily use in the hand, or complex mechanisms that demand a large internal space and force external motor placement, complicating attachment and exposing the components to damage. Alternatively, we combine a single-axis thumb and optimized thumb positioning to achieve basic posture and in-hand manipulation, that is, the reorientation between precision and lateral grasps, using only four motors in a lightweight (311 g) prosthetic hand. Experimental validation using primitive objects of various widths (5–30 mm) and shapes (cylinders and prisms) resulted in success rates of 90–100% for reorientation tasks. The hand performed seal stamping and USB device insertion, as well as rotation to operate a screwdriver.

Video

Research Background

Technical Challenges in Prosthetic Hands

  • Electrical prosthetic hands must be:

    • Lightweight (<500g) to decrease user burden
    • Human-shaped for cosmetic purposes
    • Have motors inside for protection against damage and dirt
  • Current limitations:

    • Commercial prosthetic hands achieve only static grasp postures
    • Existing in-hand manipulation approaches either:
      • Become too heavy (>1315g) due to numerous motors
      • Require complex mechanisms with external motor placement
  • Daily activities requiring in-hand manipulation:

    • Reorienting objects before insertion (cards, USB devices)
    • Operating rotational tools (screwdrivers)
    • Adjusting object orientation for proper use (stamps)

Our Approach

Single-Axis Thumb Design

The key insight of our approach comes from research on human thumb movement. Despite the human thumb's anatomical capability for multi-axis movement, studies have shown that it primarily rotates around a single axis at the carpometacarpal (CM) joint during daily grasping tasks, particularly during fingertip-based manipulation.

Our innovation consists of two components:

  1. Biological inspiration:

    • We implement a single-axis thumb design at the CM joint that mimics the primary rotational pattern observed in human thumbs
    • This simplification enables precision–lateral manipulation (transition between precision and lateral grasps) while reducing mechanical complexity
  2. Strategic actuation distribution:

    • One motor for the thumb's rotational movement
    • Independent motors for index and middle fingers for precise control
    • Shared motor for ring and little fingers to reduce weight while maintaining power grasp capability
Single-axis movement of the thumb

Computational Optimization for Thumb Positioning

While a single-axis design reduces complexity, the positioning of this axis is critical for successful manipulation. We developed an optimization approach to determine the ideal position:

Optimization Goal: Maximize the range of object widths that can be manipulated during precision-lateral transitions

Process:

  1. Identify valid thumb configurations from the search space Ω\Omega based on the distance between the fingertips of the thumb and index finger that enable basic grasping postures

    • Add these configurations to the set of valid configurations Ωvalid\Omega_{\mathrm{valid}}
  2. Calculate manipulation range W(ω)W(\bm \omega) for each candidate thumb configuration ω\bm \omega in Ωvalid\Omega_{\mathrm{valid}}

    • i. Fix the index finger position and move the thumb to manipulate objects

    • ii. For each index finger position ii, calculate the range of manipulatable object widths:

      Wi(ω)=[dmax(i,ω)(rT+rI),dmin(i,ω)(rT+rI)+2δm]W_i(\bm \omega) = [d_{\max}(i, \bm{\omega}) - (r_{\mathrm T} + r_{\mathrm I}), d_{\min}(i, \bm{\omega}) - (r_{\mathrm T} + r_{\mathrm I}) + 2\delta_m]

      where dmax(i,ω)d_{\max}(i,\bm{\omega}) and dmin(i,ω)d_{\min}(i,\bm{\omega}) are the maximum and minimum distances during manipulation, δm\delta_m is the allowable fingertip deformation, and rTr_T and rIr_I are the radii of the thumb and index finger.

    • iii. Calculate the intersection of all Wi(ω)W_i(\bm{\omega}) across the range of index finger positions II:

      W(ω)=iIWi(ω)W(\bm{\omega}) = \bigcap_{i \in I} W_i(\bm{\omega})

  3. Extract the optimal thumb configuration ωopt\bm{\omega}_{\text{opt}} from Ωvalid\Omega_{\text{valid}} that enables the widest range of object manipulation:

    ωopt=arg maxωΩvalidW(ω)\bm{\omega}_{\text{opt}} = \mathop{\rm arg~max}\limits_{\bm{\omega} \in \Omega_{\text{valid}}} |W(\bm{\omega})|

Finding optimal thumb position for maximum manipulation width range Conceptual illustration of the optimization method.

Through this optimization approach, we explored 19,200,000 possible axis positions to find the configuration that maximizes manipulation capability while ensuring all basic grasp types remain possible.

Hand Design

PLEXUS Hand Design and Mechanisms

PLEXUS Hand overview PLEXUS Hand: Lightweight (311g) with four internal motors

Four-motor actuation system:

  • Thumb mechanism:

    • Single LAS16-023D linear motor
    • Piston-crank mechanism for linear-to-rotary motion conversion
  • Index and middle fingers:

    • Individual LAS10-023D actuators
    • Four-bar linkage mechanisms for natural curling movements
  • Ring and little fingers:

    • Shared single LAS10-023D actuator
    • Differential mechanism for adaptive grasping
Linkage mechanisms (a) Four-bar linkage mechanism for finger curling (b) Differential mechanism for ring-little fingers
Finger motion of the PLEXUS hand
Differential mechanism of the PLEXUS hand
Specifications of PLEXUS hand
Dimensions (W × D × H)130 × 30 × 210 mm
Weight311 g
Number of motors (thumb)4 (1)
Main materialNylon (3D printed)

Basic Hand Postures

PLEXUS Hand can perform all five basic postures required for prosthetic applications:

  • Power grasp: For holding larger objects and tools
  • Precision grasp: For picking up small objects with fingertips
  • Tripod grasp: For holding objects between thumb, index, and middle fingers
  • Lateral grasp: For holding flat objects like keys
  • Index pointing: For pressing buttons or pointing
Basic hand postures enabled by PLEXUS Hand. Index pointing was omitted because the index finger can clearly move independently.

Experimental Results

Quantitative Evaluation with Various Objects

We evaluated the performance of PLEXUS Hand across:

  • Primitive objects: Square prisms and cylinders (5-30mm)
  • Common objects: Cards, pens, seals, spoons, screwdrivers
Precision-lateral manipulation experiments with various objects

Success Rates for Precision-Lateral Manipulation

Width (mm)Object TypeWeight (g)Success Rate (%)
5–30Cylinders2.79–28.3490–100
5–30Square prisms2.49–34.34100
0.3Card1.16100
10.3Heavy pen23.4560
10.2Light pen9.7550
9.9Seal stamp4.68100
1.7Spoon15.48100
6.2Screwdriver21.2280

Practical Applications

Real-World Tasks Demonstration

PLEXUS Hand successfully performed tasks requiring precision-lateral manipulation:

Screwdriver operation: The precision-lateral manipulation enables turning motions
Seal stamping: Transitioning from precision to lateral grasp to stamp documents
USB insertion: Manipulating the device to the correct orientation for insertion

    Key Advantages

    • Rotational manipulation enables users to perform everyday tasks without compensatory movements
    • Lightweight design (311g) reduces user fatigue
    • All motors inside increases durability and improves cosmetic appearance
    • Simple mechanism ensures reliability and maintainability

    Conclusions

    Summary and Future Work

    • PLEXUS Hand achieves:

      • In-hand manipulation with only 4 motors
      • Lightweight design (311g)
      • Five basic hand postures
      • High success rates in precision-lateral manipulation tasks
    • Future improvements:

      • Adaptive control to enhance object handling with varying shapes
      • Finger shape optimization for better contact with cylindrical objects
      • Flexible palm development for more stable object manipulation
    • Potential impact:

      • Increased number of achievable activities of daily living
      • Reduced burden on users by eliminating need for compensatory movements
      • Enhanced quality of life for people with upper limb deficiencies

    Acknowledgment: This work was supported by JSPS KAKENHI Grant Number JP24KJ0248.

    Citation

    @inproceedings{kuroda2025plexus,
      title={PLEXUS Hand: Lightweight Four-Motor Prosthetic Hand Enabling Precision–Lateral Dexterous Manipulation},
      author={Kuroda, Yuki and Takahashi, Tomoya and Beltran-Hernandez, Cristian C. and Hamaya, Masashi and Tanaka, Kazutoshi},
      booktitle={2025 IEEE International Conference on Rehabilitation Robotics (ICORR)},
      year={2025},
      organization={IEEE}
    }