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Motion control and trajectory planning

Vibration suppression, smooth trajectory, beat optimization, and multi-machine collaboration squeeze out the production capacity of existing robots.

Flexible automated production line for electrical copper electrodes in operation
Control system commissioning: motion parameters and I/O verified item by item
Beating optimization
Vibration suppression
Multiple mechanisms coordinated

For the same robot, the quality of the program can differ by more than 15% in the beat. We perform trajectory-level optimization: reducing idle travel, smoothing acceleration and deceleration, eliminating vibration in place, optimizing waiting logic, and, when necessary, multi-machine collaboration and interference zone management.

Optimize the methods

ABB industrial robot application photo (ABB official site)
ABB industrial robot application photo (ABB official site)
  • Empty stroke compression and path rearrangement: merging points and optimizing transition postures
  • Acceleration, deceleration, and smoothing parameter optimization: suppresses residual vibration and shortens stability wait
  • Process section speed curve customization: constant speed in welding/gluing section, speed increase in handling section
  • Multi-machine collaboration: Timing management in the interference zone and dynamic task allocation
  • Offline simulation: Validate beat earnings in the simulation environment before renovation

Typical case indicators

Typical workcell in operation
Typical workcell in operation
SceneBefore optimizationAfter optimization
Beats at the palletizing workstation7.2 pieces per minute8.5 pieces/min (+18%)
Welding workstation vibration in placeWait steadily for 0.6 seconds0.2s (vibration suppression)
Dual-machine interference zoneFixed timing waitingDynamic timing (-1.1s/cycle)

The contradiction between beat and precision is reconciled by movement programming algorithms

FANUC industrial robot application photo (FANUC official site)
FANUC industrial robot application photo (FANUC official site)

The essence of robot motion control lies in:The timing is optimalGive meSmooth and preciseBalancing between them: Acceleration maxes out the beat for the fastest time, but excitation can cause abnormal trajectories and premature gear wear. Mature motion control requires four things: acceleration and deceleration curve planning (S-curves replace trapezoidal curves to suppress flexible excitation), vibration suppression (input shaping and feedforward compensation), singularity avoidance (early detour in attitude abrupt regions), and multi-axis coordination (linkage interpolation between the main body, positioner, and guide rails).

Diagnostic and optimization methods for five common types of exercise problems
Problematic phenomenaTypical root causesOptimize the methodsExpectations are improving
The beat does not reach the design valueConservative acceleration and deceleration parameters, redundant idle travel paths, and no overlapping actionsS-curve parameter tuning, trajectory reconstruction, and overlapping grip-and-place actions and movementsBeat: -10%~-25%
The end of the trajectory shakesInsufficient rigidity excitation, sudden velocity changes near singularities, and reducer backlashInput shaping filtering, singular region bypass planning, backlash compensationShatter amplitude is over -50%.
Positioning accuracy driftThermal deformation, zero drift, and calibration errors of tool coordinate systemsLaser tracker calibration, thermal compensation model, periodic zero calibration proceduresRepeatability returns to factory grade
Multi-machine interference riskShared workspaces lack collaborative logicInterlocking signals in interfering zones, collaborative scheduling algorithms, and simulation verificationInterference incidents are zero
Length of model adjustment timeThe point positions were manually adjusted using a teach pendantOffline programming + parametric recipes, model change program without adjusting point positionsChange time is over -60%.

Offline programming and digital twin: bringing commissioning into the computer

The pain point of traditional teach pendant programming is:Taking up production time—Engineers keep running robots around the production line, so the line has to stop. Offline Programming (OLP) integrates trajectory planning, accessibility checks, interference verification, and beat simulation into 3D digital models, and after program generation, it is downloaded all at once for real-world fine-tuning. For multi-variety production lines with frequent model changes, offline programming is almost a must.

KUKA industrial robot application photo (KUKA official site)
KUKA industrial robot application photo (KUKA official site)

Our offline programming services cover mainstream platforms such as FANUC (ROBOGUIDE), ABB (RobotStudio), Yaskawa (MotoSim), Kawasaki (K-ROSET), and KUKA (Sim Pro), and also support Visual Components for cross-brand full-line simulation. The simulation report includes: accessibility analysis, interference checklist, beat breakdown table, and before-and-after comparison of optimization.

Deliverables of motion optimization services

In-depth Q&A

Will optimization affect equipment warranty?

Parameter-level optimization (acceleration/deceleration curve, trajectory points) does not involve hardware changes and does not affect the warranty of the main unit; If the equipment is out of warranty, there is no such concern. All original programs and parameters are backed up before changes and can be rolled back at any time.

Is it necessary to install sensors for vibration suppression?

Most don't. Model-based input shaping and feedforward compensation can be implemented using existing controllers; Only in long-arm operating conditions with particularly high flexibility should we consider adding an accelerometer for active vibration suppression; we will assess the necessity during the planning stage.

Tell us your production line requirements

Process, cycle, budget, site conditions—the more specific you are, the more executable the plan. Local teams in Nanchong will be coordinated, and on-site inspections will be available in Sichuan, Chongqing, Yunnan, and Guizhou.

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Service areas (by response priority): based in Nanchong, with same-day coverage of Shunqing, Gaoping and Jialing districts plus Langzhong, Yilong, Xichong, Nanbu, Yingshan and Peng'an; province-wide service across Sichuan (Chengdu, Mianyang, Deyang, Yibin, Luzhou, Zigong); on-site within 48 hours in Chongqing; scheduled visits to Kunming, Guiyang and nearby prefecture-level cities such as Qujing, Yuxi and Zunyi; remote diagnostics and mail-in repair for customers outside these regions. View full service areas →