Open robot gripper raised above a pickup nest containing a tilted cylinder, with an empty containment tray nearby.

What you need

Use a process simulator with injected missed-grasp events. Keep retry behavior out of safety-reset logic.

Independent-model probability that all attempts fail. 1 attempt: 10 percent; 2 attempts: 1 percent; 3 attempts: 0.1 percent.
Independent-model probability that all attempts fail. Original Academy diagram using illustrative values; not a measured hardware result.
Read the diagram as a data table
Values used in the illustration
Condition or componentpercent
1 attempt10
2 attempts1
3 attempts0.1

The calculation

P(all fail) = p^n

p is failure probability per attempt and n is total attempts, but the expression assumes independent attempts with unchanged probability.

Worked example

Illustrative numbers. Replace them with your measured inputs.

For a hypothetical independent 10% miss probability, three total attempts give 0.1³ = 0.001, or 0.1% all-fail probability. A shifted fixture creates correlated failures; repeating the same motion may provide no improvement at all.

Try it step by step

  1. List failure types that permit a retry and those that require inspection, such as an unknown dropped-part location.
  2. Define a verified empty-tool state and clear recovery pose before another pick is attempted.
  3. Set an explicit total-attempt limit and elapsed-time limit, then simulate continuous failure to prove termination.
  4. Log the original fault and every retry; a cycle that succeeds only after repeated attempts should remain visible to maintenance.

How to check the result

Repeated injected faults must lead to a stable, documented fault state with no unbounded motion or automatic safety reset.

Common mistake to avoid

Do not present p^n as a reliability claim unless independence is supported. Retrying a jam, collision or safety trip without diagnosis is inappropriate.

Reference reading

Primary references for the underlying models, APIs or application context. The worked numbers and plots above are educational calculations, not results reported by these sources.

Read our methods, limitations and safety notes.