Thresholds
Close (red)
28
Open (green)
22

Drag the sliders to move the dashed threshold lines. All scenarios below update instantly for both strategies.

EMG · Settings illustration

Opening & closing strategies for a prosthetic hand

The prosthesis listens to two EMG channels. The red channel asks the hand to close, the green channel asks it to open. Each channel has a configurable activation threshold. When both channels are active at the same time, two different strategies can decide what the hand actually does. The charts below show five realistic signal pairs, side by side, for both strategies. The background colour of each chart marks the hand state at that instant; the timeline strip underneath repeats the same information with icons.

How the strategies work

Two EMG channels drive the prosthesis: the red signal commands Close, the green signal commands Open. Each channel has its own threshold (dashed line). The two strategies differ in how they pick a direction when both signals are active.

1 · Stronger signal

At every moment in time, look at both channels. If neither is above its threshold, the hand rests. If only one is above, that channel wins. If both are above, the channel with the larger amplitude wins. The direction can flip mid-burst as amplitudes change.

2 · First over

The first channel that crosses its threshold takes control of the hand. It keeps that control for as long as it stays above its threshold, regardless of what the other channel is doing. When it drops below, the hand goes idle until some channel crosses again.

Scenarios

Close (hand closing)Open (hand opening)Idle (rest)
1

Overlap — red dominates

Both channels activate around the same time and overlap; the red signal reaches a higher peak.

Observe: Stronger signal follows the amplitude (close wins). First over follows whichever channel crossed first.

Stronger signal

Direction follows whichever signal above its threshold has the larger value.

Open
0.55s
Close
0.68s
Switches
5
C
O
0.0s3.0s

First over

Direction is locked to whichever signal crossed its threshold first, until it drops below.

Open
0.02s
Close
0.88s
Switches
4
C
0.0s3.0s
2

Green crosses first, red peaks higher

Green crosses its threshold a moment before red, but red ends up with a larger amplitude.

Observe: Stronger signal switches to close mid-burst. First over keeps the hand opening until green falls below.

Stronger signal

Direction follows whichever signal above its threshold has the larger value.

Open
0.80s
Close
0.73s
Switches
5
O
C
0.0s3.0s

First over

Direction is locked to whichever signal crossed its threshold first, until it drops below.

Open
1.22s
Close
0.00s
Switches
4
O
0.0s3.0s
3

Clean sequence — green, then red

Green burst, return to rest, then a separate red burst.

Observe: Both strategies agree: open during the green burst, idle in between, close during the red burst.

Stronger signal

Direction follows whichever signal above its threshold has the larger value.

Open
0.86s
Close
0.72s
Switches
4
O
C
0.0s3.0s

First over

Direction is locked to whichever signal crossed its threshold first, until it drops below.

Open
0.86s
Close
0.72s
Switches
4
O
C
0.0s3.0s
4

Both hover near thresholds

Both signals oscillate close to their thresholds with similar amplitude.

Observe: Stronger signal flickers as the larger channel keeps swapping. First over locks onto whoever crossed first and stays calm.

Stronger signal

Direction follows whichever signal above its threshold has the larger value.

Open
0.91s
Close
0.14s
Switches
63
O
0.0s3.0s

First over

Direction is locked to whichever signal crossed its threshold first, until it drops below.

Open
0.81s
Close
0.00s
Switches
40
O
0.0s3.0s
5

Long green, brief red spike

A sustained green activation with a short red spike in the middle.

Observe: Stronger signal briefly switches to close during the spike. First over ignores the spike and keeps opening.

Stronger signal

Direction follows whichever signal above its threshold has the larger value.

Open
1.31s
Close
0.16s
Switches
6
O
C
O
0.0s3.0s

First over

Direction is locked to whichever signal crossed its threshold first, until it drops below.

Open
1.47s
Close
0.00s
Switches
4
O
0.0s3.0s