Navigation and Control

What Is Trajectory Planning? How Robots Coordinate Position and Timing.

By Rodolfo Garcia Calderoni, CFA ·

On this pageWhat Is Trajectory Planning?Key TakeawaysHow Does Trajectory Planning Work?Path vs. TrajectoryWhat Are Velocity and Acceleration Limits?What Is Time Parameterization?Why Does Trajectory Planning Matter for Production?Trajectory Planning vs. Motion ControlFrequently Asked QuestionsThe Bottom LineSourcesRelated terms

What Is Trajectory Planning?

Trajectory planning is the process of creating a time-dependent description of how a robot should move.

A trajectory specifies not only where a robot should travel but also when it should reach particular positions and how its velocity or acceleration should change.

For example, a robotic arm moving a component from a conveyor to a fixture needs a movement that respects its joint-speed and acceleration limits.

Trajectory planning helps turn a geometric path into an executable movement sequence.

Key Takeaways

  • Trajectory planning adds timing and movement characteristics to a planned path.
  • It can account for limits involving velocity, acceleration, and other physical constraints.
  • A feasible planned trajectory still requires suitable control and feedback during execution.

How Does Trajectory Planning Work?

Imagine a robot arm moving from one position to another.

A path planner may determine a collision-free route through joint space.

However, the path alone does not establish how quickly the joints should move.

Trajectory planning assigns time information.

For example, the planner may specify when the arm should begin accelerating, when it should reach a particular speed, and how it should decelerate before arriving.

The resulting trajectory can contain joint positions, velocities, and accelerations associated with timestamps.

A controller then attempts to follow the planned movement.

Path vs. Trajectory

A path describes the geometric route.

A trajectory describes movement along that route over time.

Consider two robots following the same physical path.

The first moves slowly and steadily.

The second accelerates quickly, maintains a higher speed, and then decelerates.

Their paths may be identical, but their trajectories differ.

The distinction matters because physical equipment has limits on how quickly it can move.

What Are Velocity and Acceleration Limits?

Velocity describes how quickly a position changes.

Acceleration describes how quickly velocity changes.

For example, a robot joint may have a maximum permitted rotational speed.

It may also have an acceleration limit associated with the mechanical or operating requirements.

A trajectory planner must consider these constraints.

Otherwise, it could generate a movement that the robot cannot follow reliably.

Some planning systems also consider jerk, which is the rate of change of acceleration.

What Is Time Parameterization?

Time parameterization assigns timestamps and related motion quantities to a geometric path.

For example, MoveIt can calculate a collision-free joint path and then use a trajectory-processing method to assign times while considering joint velocity and acceleration limits.

This separates the geometric planning problem from certain timing calculations.

However, additional dynamic constraints may require more advanced methods.

Why Does Trajectory Planning Matter for Production?

A robotic arm may be capable of reaching the correct destination but still take too long to complete its movement.

A poorly designed trajectory may include unnecessary stops or aggressive acceleration.

Suitable trajectory planning can improve movement quality and sometimes reduce cycle time.

However, moving faster is not always the best outcome.

Tooling, payload, contact requirements, and equipment limits must be considered.

Trajectory Planning vs. Motion Control

Trajectory planning produces a desired movement.

Motion control regulates how the robot follows it.

For example, a trajectory may specify that a joint should be at 45 degrees after one second.

The controller uses feedback to regulate the actual position and movement.

If the robot encounters an unexpected load, its actual behavior may differ from the plan.

Frequently Asked Questions

Does trajectory planning require artificial intelligence?

No. Many trajectory planners use conventional mathematics and optimization.

Can a robot change its trajectory while moving?

Some systems support replanning or online trajectory adjustment, subject to timing and control constraints.

The Bottom Line

Trajectory planning turns a route or movement objective into a time-dependent command sequence. It is essential for coordinating robot motion within mechanical and operating limits.

Sources

  1. MoveIt — Time Parameterization

Black Scarab Weekly

Follow the physical AI economy

Get Black Scarab news, deep research, and practical analysis in one clear Thursday briefing.

Weekly reporting and deep dives. Unsubscribe anytime. See our privacy notice.