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LEARNING PATH 01 · 25 GUIDES

Collaborative robots

Plan a cell, size its tools, teach accurate paths and validate the complete application.

Start with: Basic mechanics, SI units and a robot simulator. Hardware exercises require trained supervision and the manufacturer’s procedures.

Silver collaborative robot holding a machined cylinder between two fixed locating nests on a dark workbench.
Original Academy concept illustration for this learning path.

A collaborative-capable arm does not make an application safe. Assess the complete cell, tool, part and foreseeable misuse. Never use these educational calculations to set certified safety limits. Apply the relevant standards and manufacturer instructions with a competent integrator.

From foundations to a working test

25 practical guides
Silver collaborative robot holding a machined cylinder between two fixed locating nests on a dark workbench.
Cobots / 01 · 2 min read

Choose a first cobot task with a cycle-time worksheet

Start with a repeatable transfer between two fixed locations, not a complete factory process. Break the task into movements, gripping, inspection and…

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Complete gripper, flange adapter and held metal workpiece resting together on an industrial weighing platform.
Cobots / 02 · 2 min read

Calculate cobot payload including the gripper and adapters

A robot lifts the complete assembly on its flange, not just the saleable part. A payload worksheet prevents a common selection mistake: spending nearly…

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Asymmetric robot tool assembly balanced on a narrow fulcrum, with a steel block held in its gripper.
Cobots / 03 · 2 min read

Find the center of gravity of a cobot tool

The same mass becomes harder to accelerate when it sits farther from the wrist. Locate the combined center of gravity before configuring a tool. Start…

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Collaborative robot extending across a bench toward a recessed fixture beside a vertical metal wall.
Cobots / 04 · 2 min read

Check cobot reach before placing the robot base

A target inside the nominal reach sphere may still be impossible with the required tool orientation. Use a quick distance calculation to reject obviously…

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Robot wrist supporting a long cantilever adapter with a gripper and steel block at its far end.
Cobots / 05 · 2 min read

Estimate wrist bending moment from an offset payload

A long gripper adapter can be more problematic than a heavier compact tool. Estimate the static moment to compare candidate designs, then use the robot’s…

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Parallel gripper holding a vertical silver cylinder between two opposing jaw pads above a containment tray.
Cobots / 06 · 2 min read

Size a two-finger gripper for a vertical lift

A part held by friction needs enough normal force to resist weight and acceleration. This simple model is useful for a two-jaw parallel gripper with equal…

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Bellows vacuum cup with a clear hose lifting an aluminum panel just above a shallow tray.
Cobots / 07 · 2 min read

Estimate vacuum cup holding force for pick-and-place

Vacuum holding force starts with pressure difference and effective sealed area. A large cup is not enough if the surface leaks or the vacuum collapses…

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Angled robot wrist with a long calibration stylus poised over a fixed conical reference pin.
Cobots / 08 · 2 min read

Understand tool-center-point offset errors

A TCP is the point the robot is asked to position. If its offset from the flange is wrong, changing wrist orientation moves the real tool tip away from…

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Robot touch probe approaching one of three spherical reference targets arranged on a rectangular fixture plate.
Cobots / 09 · 2 min read

Teach a fixture frame instead of reteaching every point

A work frame describes the fixture relative to the robot. Keeping part positions in that frame means a measured fixture relocation can update many points…

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Dial indicator on a magnetic stand touching a metal button held by a stationary robot gripper.
Cobots / 10 · 2 min read

Measure repeatability without confusing it with accuracy

A robot can return to the same wrong location very consistently. Repeatability describes scatter; accuracy describes closeness to the intended location. A…

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Robot-held cylindrical peg hovering above a bore in a machined fixture block.
Cobots / 11 · 2 min read

Build an error budget for a cobot insertion task

An insertion can fail even when every component seems accurate. Robot positioning, fixture location, vision and tool deflection all contribute. Combine…

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Robot holding a machined housing over a clamp fixture watched by an industrial inspection camera.
Cobots / 12 · 2 min read

Find the bottleneck in a cobot pick-and-place cycle

Making every movement faster is rarely the best first optimization. Instrument the sequence and find the operation that controls completion. For…

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Compact robot gripper transferring a small metal cube between two closely spaced tray pockets.
Cobots / 13 · 2 min read

Predict why short robot moves never reach top speed

For short distances, acceleration and deceleration consume the entire move. Raising the speed limit then has no effect. A triangular velocity model makes…

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Slim robot tool carrying a cylinder beside the rounded outside corner of an L-shaped metal fixture.
Cobots / 14 · 2 min read

Use corner blending without cutting into a fixture

Blending avoids a full stop at intermediate waypoints, but the tool no longer passes exactly through the corner. Use a geometric model to understand the…

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Robot gripper lowering a cylinder into one of a rectangular tray's regularly spaced circular pockets.
Cobots / 15 · 2 min read

Generate a rectangular tray pattern from one taught origin

A regular tray should not require a separate manually entered coordinate for every pocket. Use row and column offsets in a fixture frame, with explicit…

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Spring-loaded insertion tool aligning a silver peg with the beveled opening of a restrained metal block.
Cobots / 16 · 2 min read

Set up a force-limited insertion experiment in simulation

Position control alone can jam a slightly misaligned part. A simulated compliant insertion helps you understand how stiffness and position error create…

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Bench fixture testing a slender robot bracket with a force gauge above and displacement probe below its tip.
Cobots / 17 · 2 min read

Estimate compliance from a bench force-displacement test

Tool deflection can look like a calibration error because the robot reaches the command while the tip bends away. Measure effective stiffness on a…

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Collaborative robot carrying a small payload past a proximity sensor with clear bench space ahead.
Cobots / 18 · 2 min read

Understand response delay in a robot stopping model

A robot continues moving between an event and the beginning of deceleration. A simple delay-plus-braking model explains why latency matters. It is…

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Close view of a robot wrist and gripper carrying a dense steel cylinder against a softly blurred dark background.
Cobots / 19 · 2 min read

Why robot kinetic energy grows with speed squared

Reducing speed can reduce kinetic energy strongly, but energy alone does not tell you whether a contact is acceptable. Use this calculation to understand…

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Open industrial controller cabinet connected by an orange cable to the base of a collaborative robot.
Cobots / 20 · 2 min read

Design a robot–PLC handshake with a bounded timeout

A handoff needs agreement about the current job, not just a start pulse. Use an explicit sequence such as idle, request, accepted, running, done and…

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Photoelectric sensor and reflector positioned across a short conveyor with a metal part at the detection point.
Cobots / 21 · 2 min read

Debounce a part-present sensor without hiding faults

A bouncing sensor can create several apparent parts from one physical arrival. Require a stable input for a defined interval, then account for the delay…

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Parallel gripper holding a stepped metal block with a small optical sensor visible between its jaw bases.
Cobots / 22 · 2 min read

Confirm a gripped part with independent process evidence

A gripper-close command confirms a command, not a successful grasp. Compare jaw position, vacuum or a part sensor with expected ranges. Ambiguous evidence…

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Open robot gripper raised above a pickup nest containing a tilted cylinder, with an empty containment tray nearby.
Cobots / 23 · 2 min read

Add bounded retries to a cobot process

An automatic retry can turn a minor fault into a collision if the part state is unknown. Only retry operations that have a defined recovery pose and an…

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Robot gripper placing a finished cylinder into an orderly output tray beside a cup containing a chipped reject part.
Cobots / 24 · 2 min read

Measure useful output instead of nominal cobot speed

A fast demonstration can produce little useful output if the cell waits for material or rejects many parts. Separate availability, running speed and…

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Stationary robot gripper over a locating fixture beside a tray of varied test parts and a metal caliper.
Cobots / 25 · 2 min read

Plan a cobot pilot acceptance test with honest evidence

A successful short demo is not the same as a reliable process. Define acceptance criteria before the pilot and record failures by type. A zero-failure run…

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