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On the Accuracy of Articulated Robots: A Comprehensive Approach to Evaluate and Improve Robot Accuracy for Contact Applications
KTH, School of Industrial Engineering and Management (ITM), Production engineering, Manufacturing and Metrology Systems. (Precision Engineering and Metrology)ORCID iD: 0000-0002-8222-503X
2025 (English)Doctoral thesis, comprehensive summary (Other academic)
Sustainable development
SDG 12: Responsible consumption and production, SDG 9: Industry, innovation and infrastructure
Abstract [en]

Traditionally, robots have primarily been used in tasks with minimalor no contact with the environment, such as material handling and painting.The articulated robot, with its flexibility, adaptability, affordability, andlarge workspace, is well-suited for a wide range of contact applications requiringcontinuous interaction with the environment. However, the inherent lowstructural stiffness of articulated robots can lead to significant deformationunder external loads, which, in turn, affects the accuracy of the end-effector’spositioning. Therefore, improving accuracy is crucial for the widespread adoptionof robotic systems in high-precision contact applications.This research investigates the impact of load and motion on the positioningaccuracy of articulated robots in contact applications. The analysisperformed on quasi-static deflections reveals that traditional static calibrationmethods can underestimate actual positioning errors by neglecting thecombined effects of load and motion.To address this, a model-based quasi-static compliance calibration methodis proposed. This method leverages a joint stiffness model to estimate andcompensate for robot deformation. Experimental results demonstrate significantaccuracy improvements, with positioning error reductions ranging from60% to 90%, depending on the robot, application, workspace, and load conditions.To enhance the practical applicability of the method, a balance amongaccuracy, computational efficiency, and ease of implementation is prioritized.The quasi-static approach results in a suitable compromise between accuracylevel and resource requirements.To further contribute to mainstream calibration accuracy improvements inindustrial settings, this work demonstrates the feasibility of transferring jointstiffness parameters, identified through quasi-static analysis, among identicalrobots sharing similar tasks, loads, and operational spaces. This transferbasedcompensation approach was compared to conventional compensationapproaches to assess its effectiveness in minimizing load-induced errors.Finally, to effectively evaluate robot performance in contact applications,a comprehensive set of testing conditions is proposed. These conditions considerfactors such as load, velocity, directionality, and workspace coverage,which can deliver a more rigorous assessment of robot capabilities.Future research directions include investigating the interplay betweenquasi-static and dynamic effects, exploring advanced modeling techniques thatcombine physics-based and data-driven approaches to address residual errors,and developing robust performance evaluation procedures for complex roboticsystems in emerging contact applications.

Abstract [sv]

Traditionellt har robotar använts för uppgifter med begränsad interaktionmed omgivningen, såsom materialhantering och målning. Den artikulärarobotens flexibilitet, anpassningsförmåga, överkomliga pris och stora arbetsområdegör den dock attraktiv även för mer komplexa uppgifter som kräverkontinuerlig kontakt med omgivningen. Den låga strukturella styvheten hosartikulära robotar kan dock leda till betydande deformationer vid yttre belastningar,vilket påverkar noggrannheten i sluteffektorns positionering. För attbredda användningen av robotsystem i högprecisionsapplikationer där kontaktmed omgivningen är avgörande, är det nödvändigt att förbättra derasnoggrannhet.Denna forskning undersöker hur belastning och rörelse påverkar positioneringsnoggrannhetenhos artikulära robotar i kontaktapplikationer. Analysenav kvasistatiska deformationer visar att traditionella statiska kalibreringsmetoderkan underskatta positioneringsfel, eftersom de inte beaktar de kombineradeeffekterna av last och rörelse.För att åtgärda detta föreslås en modellbaserad kvasistatisk kalibreringsmetodsom använder en ledstyvhetsmodell för att uppskatta och kompenseraför deformation. Experimentella resultat visar betydande noggrannhetsförbättringar,med felminskningar från 60% till 90%, beroende på robot, applikation,arbetsyta och belastningsförhållanden.För att öka metodens användbarhet prioriteras en balans mellan noggrannhet,effektivitet och implementering. Den kvasistatiska metoden ger enlämplig kompromiss inom noggrannhetsnivå och resurskrav. Dessutom, sombidrar till att göra förbättringar av kalibreringsnoggrannhet gemensamt i industriellamiljöer, demonstreras möjligheten att överföra ledens styvhet, identifieradmed den kvasistatiska metoden, bland en grupp identiska robotar somdelar liknande uppgifter, belastningar och operativt utrymme. Förmågan hosdenna överföringsbaserade kompensationsmetod för att minimera belastningsinduceradefel jämförs med den konventionella kompensationsmetoden.Slutligen föreslås ett omfattande kriterium för att utvärdera robotprestandai kontaktapplikationer, där faktorer som belastning, hastighet och arbetsytabeaktas. Detta möjliggör en mer noggrann och heltäckande bedömningav robotens kapacitet.Framtida forskning ska fokusera på samspelet mellan kvasistatiska och dynamiskaeffekter, utforska avancerade modelleringstekniker som kombinerarfysikbaserade och datadrivna metoder för att hantera kvarvarande fel, samtutveckla robusta prestandautvärderingsprocedurer för komplexa robotsystem.Målet är att ytterligare förbättra robotarnas noggrannhet och tillförlitligheti nya kontaktapplikationer.

Place, publisher, year, edition, pages
Stockholm: KTH Royal Institute of Technology, 2025. , p. 87
Series
TRITA-ITM-AVL ; 2025:6
Keywords [en]
Articulated robot, Accuracy, Calibration, Compensation, Contact applications, Performance, Transferability
Keywords [sv]
Artikulär robot, Noggrannhet, Kalibrering, Kompensation, Kontaktapplikationer, Prestanda, Överförbarhet
National Category
Production Engineering, Human Work Science and Ergonomics Robotics and automation
Research subject
Production Engineering
Identifiers
URN: urn:nbn:se:kth:diva-361003ISBN: 978-91-8106-224-3 (print)OAI: oai:DiVA.org:kth-361003DiVA, id: diva2:1943367
Public defence
2025-04-02, Kollegiesalen / https://kth-se.zoom.us/j/63614050355, Brinellvägen 8, Stockholm, 10:00 (English)
Opponent
Supervisors
Available from: 2025-03-10 Created: 2025-03-10 Last updated: 2025-05-14Bibliographically approved
List of papers
1. Quasi-static loaded circular testing of serial articulated industrial manipulators
Open this publication in new window or tab >>Quasi-static loaded circular testing of serial articulated industrial manipulators
2020 (English)In: 52nd International Symposium on Robotics, ISR 2020, VDE Verlag GmbH , 2020, p. 1-6Conference paper, Published paper (Refereed)
Abstract [en]

This research outlines the methodology and application of quasi-static loaded circular testing on serial articulated industrial robots using the Loaded Double Ball Bar (LDBB). The article focuses on measuring the quasi-static path accuracy and repeatability of industrial manipulators to evaluate their performance in industrial contact applications such as trimming, grinding, or deburring. The manipulator is measured under quasi-static loads of 100, 350, 500, and 600N using circular testing following the guidelines of ISO 230-4. The data can be used to discuss core aspects of process planning with industrial manipulators such as workpiece placement, optimal robot pose selection for dexterity as well as stiffness optimization. The article contains a case study of quasi-static loaded circular testing of a mid-size articulated industrial robot from ABB using the LDBB and a Leica AT960 laser tracker for validation. At a load of 600N the path accuracy for both Clock-Wise (CW) and Counter Clock-Wise (CCW) were 2:4 mm, measured with the LDBB, compared to 2.9 mm, measured with the AT960. Finally, the paper ends with a discussion about the opportunities and challenges for the implementation of loaded circular testing for elasto-geometrical calibration of industrial manipulators. 

Place, publisher, year, edition, pages
VDE Verlag GmbH, 2020
Keywords
Agricultural robots, Clocks, Deburring, Industrial research, Industrial robots, Manipulators, Robot programming, Robotics, Accuracy and repeatabilities, Counter-clockwise, Double ball bar, Geometrical calibrations, Laser tracker, Quasi-static, Quasi-static loads, Stiffness optimizations, Industrial manipulators
National Category
Control Engineering
Identifiers
urn:nbn:se:kth:diva-302897 (URN)2-s2.0-85101132395 (Scopus ID)
Conference
52nd International Symposium on Robotics, ISR 2020, 9 December 2020 through 10 December 2020
Note

QC 20211001

Available from: 2021-10-01 Created: 2021-10-01 Last updated: 2025-03-10Bibliographically approved
2. Experimental identification of the position-dependent dynamics of an industrial manipulator
Open this publication in new window or tab >>Experimental identification of the position-dependent dynamics of an industrial manipulator
2021 (English)In: Proceedings of the 21st International Conference of the European Society for Precision Engineering and Nanotechnology, EUSPEN 2021, 2021, p. 235-238Conference paper, Published paper (Refereed)
Abstract [en]

Industrial manipulators are desired to be commonly used for material removal applications due to their high flexibility, low cost, and large working space. However, their lower stiffness (compared to a machine tool) leads to a reduction in path accuracy. This reduction directly affects the dimensional accuracy of the machined part. Additionally, the low stiffness in the presence of dynamic process forces creates vibrations influencing the surface quality, tool life, and service life of the manipulator. Static stiffness models, optimization, and compensation techniques exist to minimize force-induced deflections. Multi-body dynamics analytical models still lack the required accuracy in predicting the position-dependent dynamics of the manipulator. Dynamics data-driven models are rising to tackle the uncertainties in modeling the robot properties. This study presents the position-dependent variation of the dynamic characteristics, namely frequency and damping, of a mid-size articulated industrial manipulator, which were determined through experimental modal analysis. The position-dependent dynamics is investigated and quantified in a low-frequency range and is discretely measured and presented in two perpendicular planes (horizontal and vertical) of the robot working space. The study concludes with a discussion on the potential to apply the dynamic information obtained experimentally for the process planning and working space optimization in contact applications. 

Keywords
Dynamics; Experimental modal analysis; Industrial robot; Position-dependent
National Category
Control Engineering Production Engineering, Human Work Science and Ergonomics
Research subject
Production Engineering
Identifiers
urn:nbn:se:kth:diva-295850 (URN)2-s2.0-85109208970 (Scopus ID)
Conference
21st International Conference of the European Society for Precision Engineering and Nanotechnology, EUSPEN 2021, 7-10 June 2021, Online
Funder
Vinnova
Note

QC 20231113

Available from: 2021-05-28 Created: 2021-05-28 Last updated: 2025-03-10Bibliographically approved
3. Quasi-Static Compliance Calibration of Serial Articulated Industrial Manipulators
Open this publication in new window or tab >>Quasi-Static Compliance Calibration of Serial Articulated Industrial Manipulators
2021 (English)In: International Journal of Automation Technology, ISSN 1881-7629, E-ISSN 1883-8022, Vol. 15, no 5, p. 590-598Article in journal (Refereed) Published
Abstract [en]

This article presents a procedure for the quasi-staticcompliance calibration of serial articulated industrialmanipulators. Quasi-static compliance refers to theapparent stiffness displayed by manipulators at lowvelocitymovements, i.e., from 50 to 250 mm/s. Thenovelty of the quasi-static compliance calibration procedurelies in the measurement phase, in which thequasi-static deflections of the manipulator’s end effectorare measured under movement along a circulartrajectory. The quasi-static stiffness might be amore applicable model parameter, i.e., representingthe actual manipulator more accurately, for manipulatorsat low-velocity movements. This indicates thatthe quasi-static robot model may yield more accurateestimates for the trajectory optimization comparedwith static stiffness in the implementation phase. Thisstudy compares the static and apparent quasi-staticcompliance. The static deflections were measured atdiscretized static configurations along circular trajectories,whereas the quasi-static deflections were measuredunder circular motion along the same trajectories.Loads of different magnitudes were inducedusing the Loaded Double Ball Bar. The static andquasi-static displacements were measured using a linearvariable differential transformer embedded in theLoaded Double Ball Bar and a Leica AT901 lasertracker. These measurement procedures are implementedin a case study on a large serial articulatedindustrial manipulator in five different positions of itsworkspace. This study shows that the measured quasistaticdeflections are bigger than the measured staticdeflections. This, in turn, indicates a significant differencebetween the static and apparent quasi-staticcompliance. Finally, the implementation of the modelparameters to improve the accuracy of robots and thechallenges in realizing cost-efficient compliance calibrationare discussed.

Place, publisher, year, edition, pages
Japan: Fuji Technology Press Ltd., 2021
Keywords
manipulator calibration, contact applications, quasi-statics
National Category
Control Engineering
Research subject
Machine Design
Identifiers
urn:nbn:se:kth:diva-302347 (URN)10.20965/ijat.2021.p0590 (DOI)000693411200004 ()2-s2.0-85114964082 (Scopus ID)
Note

QC 20250326

Available from: 2021-09-20 Created: 2021-09-20 Last updated: 2025-03-26Bibliographically approved
4. Online compliance error compensation system for industrial manipulators in contact applications
Open this publication in new window or tab >>Online compliance error compensation system for industrial manipulators in contact applications
2022 (English)In: Robotics and Computer-Integrated Manufacturing, ISSN 0736-5845, E-ISSN 1879-2537, Vol. 76, p. 102305-102305, article id 102305Article in journal (Refereed) Published
Abstract [en]

Industrial manipulators are rarely used in high-force processes even though they provide flexibility, adaptability, relatively low cost, and a large workspace. This limited utilization is mainly due to their inherent low stiffness, which results in significant deformation. Hence, it is necessary to improve their accuracy in order to achieve high-precision requirements while performing tasks under load. This paper focuses on the development and implementation of an online compliance error compensation system for industrial manipulators. The proposed algorithm computes the compensation based on an elasto-geometric robot model and process forces measured with a force sensor mounted between the robot mechanical interface and the end effector. The performance of the compensation system is evaluated experimentally in two high payload robots from different manufacturers in which the compensation was carried out to reduce the mean deformation of circular trajectories under load.

Place, publisher, year, edition, pages
Elsevier BV, 2022
Keywords
Industrial manipulator; Stiffness; Compliance error; Online compensation
National Category
Robotics and automation
Research subject
Production Engineering
Identifiers
urn:nbn:se:kth:diva-310332 (URN)10.1016/j.rcim.2021.102305 (DOI)000791334600004 ()2-s2.0-85123201947 (Scopus ID)
Projects
COMACH
Funder
Vinnova, S0120
Note

QC 20220404

Available from: 2022-03-29 Created: 2022-03-29 Last updated: 2025-03-10Bibliographically approved
5. Experimental comparison of offline and online compliance compensation strategies for industrial articulated robots
Open this publication in new window or tab >>Experimental comparison of offline and online compliance compensation strategies for industrial articulated robots
2022 (English)In: European Society for Precision Engineering and Nanotechnology, Conference Proceedings: 22nd International Conference and Exhibition, EUSPEN 2022, euspen , 2022, p. 213-216Conference paper, Published paper (Refereed)
Abstract [en]

Industrial articulated robots appeal to high force processes such as material removal applications mainly due to their high flexibility and large working space. However, due to the articulated robot's lower stiffness, significant deformations arise in the presence of process forces which reduces the robot's positioning accuracy. To improve the positioning accuracy in tasks performed under load, offline or online compliance compensation methods are implemented. This study presents an experimental comparison of the implementation and performance of offline and online compliance compensation strategies in a high-force application, i.e., loaded circular trajectory, characterized by the presence of quasi-static forces. The performance of the two compensation strategies was evaluated by calculating the mean deformation (comparison between unloaded and loaded trajectories). The results indicate that the performance of the online compensation strategy exceeded the offline compensation strategy performance for the case study analyzed. The limitations and potentialities of the different compensation strategies are discussed in terms of implementation and applicability for contact applications.

Place, publisher, year, edition, pages
euspen, 2022
Keywords
compliance error compensation, Industrial robot, loaded circular trajectory, stiffness
National Category
Robotics and automation Production Engineering, Human Work Science and Ergonomics
Identifiers
urn:nbn:se:kth:diva-333497 (URN)2-s2.0-85145590330 (Scopus ID)
Conference
22nd International Conference of the European Society for Precision Engineering and Nanotechnology, EUSPEN 2022, Geneva, Switzerland, May 30 2022 - Jun 3 2022
Note

Part of ISBN 9781998999118

QC 20230802

Available from: 2023-08-02 Created: 2023-08-02 Last updated: 2025-03-10Bibliographically approved
6. Influence of the velocity on quasi-static deflections of industrial articulated robots
Open this publication in new window or tab >>Influence of the velocity on quasi-static deflections of industrial articulated robots
Show others...
2023 (English)In: The International Journal of Advanced Manufacturing Technology, ISSN 0268-3768, E-ISSN 1433-3015, Vol. 125, no 3-4, p. 1429-1438Article in journal (Refereed) Published
Abstract [en]

This article presents the measurement and analysis of the influence of velocity on the quasi-static deflections of industrial manipulators of three different manufacturers. Quasi-static deflection refers to the deflection of the end effector position of articulated robots during movement at low velocity along a predefined trajectory. Based on earlier reported observations by the authors, there exists a difference in the static and quasi-static deflections considering the same points along a trajectory. This work investigates this difference to assess the applicability of robotic compliance calibration at low velocities. For this assessment, the deflections of three industrial articulated robots were measured at different speeds and loads. Considering the similarity among the robot models used in this investigation, this work also elaborates on the potential influence of the measurement procedure on the measured deflections and its implications for the compliance calibration of articulated robots. For all industrial articulated robots in this investigation, the quasi-static deflections are significantly larger than the static ones but similar in trend. Additionally, the magnitude of the quasi-static deflections presents a proportional relationship to the Cartesian velocity.

Place, publisher, year, edition, pages
Springer Nature, 2023
Keywords
Compliance, Contact applications, Industrial robot, Position error, Quasi-statics
National Category
Production Engineering, Human Work Science and Ergonomics
Identifiers
urn:nbn:se:kth:diva-330086 (URN)10.1007/s00170-022-10661-x (DOI)000910817200001 ()2-s2.0-85145752651 (Scopus ID)
Note

QC 20230626

Available from: 2023-06-26 Created: 2023-06-26 Last updated: 2025-03-10Bibliographically approved
7. Transferability of compliance error compensation parameters in articulated robots
Open this publication in new window or tab >>Transferability of compliance error compensation parameters in articulated robots
Show others...
(English)Manuscript (preprint) (Other academic)
Abstract [en]

While robot calibration is crucial for performing high-precision tasks, traditional calibration methods are time-consuming and resource-intensive. Within the constraints of industrial settings, extensive calibration requirements call for alternative methods that minimize the implementation costs while maintaining acceptable accuracy levels. This paper investigates the feasibility of transferring compliance error compensation parameters among articulated robots of the same model in contact-based applications. Experimental results demonstrate the feasibility of the transferability, achieving significant error reduction with a modest performance decrease compared to individual robot calibration. This approach offers a promising avenue for balancing calibration effort with the specific application requirements.  

Keywords
Calibration; Robot; Compliance
National Category
Robotics and automation
Research subject
Engineering Mechanics
Identifiers
urn:nbn:se:kth:diva-361009 (URN)
Note

QC 20250310

Available from: 2025-03-10 Created: 2025-03-10 Last updated: 2025-03-10Bibliographically approved

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