Force controlled printing for material extrusion additive manufacturing

被引:5
作者
Guidetti, Xavier [1 ,2 ]
Mingard, Nathan [4 ]
Cruz-Oliver, Raul [1 ]
Nagel, Yannick [3 ]
Rueppel, Marvin [2 ]
Rupenyan, Alisa [5 ]
Balta, Efe C. [1 ,2 ]
Lygeros, John [1 ]
机构
[1] Swiss Fed Inst Technol, Automat Control Lab, Phys Str 3, CH-8092 Zurich, Switzerland
[2] Inspire AG, Control & Automat Grp, Technopk str 1, CH-8005 Zurich, Switzerland
[3] NematX AG, Vladimir Prelog Weg 5, CH-8093 Zurich, Switzerland
[4] FHNW, Inst Polymer Engn, Klosterzelgstr 2, CH-5210 Windisch, Switzerland
[5] Zurich Univ Appl Sci, ZHAW Ctr AI, Technikumstr 71, CH-8400 Winterthur, Switzerland
关键词
Material extrusion; Fused Filament Fabrication; Force controlled printing; Closed-loop control; Disturbance rejection; In-situ monitoring; SYSTEM; MODEL;
D O I
10.1016/j.addma.2024.104297
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In material extrusion additive manufacturing, the extrusion process is commonly controlled in a feed-forward fashion. The amount of material to be extruded at each printing location is pre-computed by a planning software. This approach is inherently unable to adapt the extrusion to external and unexpected disturbances, and the quality of the results strongly depends on a number of modeling and tuning parameters. To overcome these limitations, we propose the first framework for Force Controlled Printing for material extrusion additive manufacturing. We utilize a custom-built extruder to measure the extrusion force in real time, and use feedback on this quantity to continuously control the material flow in closed-loop. We demonstrate the existence of a strong correlation between extrusion force and line width, which we exploit to deposit lines of desired width in a width range of 33 % up to 233 % of the nozzle diameter. We also show how Force Controlled Printing outperforms conventional feed-forward extrusion in print quality and disturbance rejection, while requiring little tuning and automatically adapting to changes in the hardware settings. Our results demonstrate that Force Controlled Printing can deposit lines of desired width under severe disturbances in bed leveling, such as at layer heights ranging between 20% and 200% of the nominal height.
引用
收藏
页数:12
相关论文
共 44 条
[1]  
Aksoy D, 2020, P AMER CONTR CONF, P474, DOI [10.23919/acc45564.2020.9147769, 10.23919/ACC45564.2020.9147769]
[2]   In-situ monitoring of polymer flow temperature and pressure in extrusion based additive manufacturing [J].
Anderegg, David A. ;
Bryant, Hunter A. ;
Ruffin, Devante C. ;
Skrip, Stephen M., Jr. ;
Fallon, Jacob J. ;
Gilmer, Eric L. ;
Bortner, Michael J. .
ADDITIVE MANUFACTURING, 2019, 26 :76-83
[3]  
[Anonymous], 2024, PrusaSlicer 2.7.2
[4]   Failures and Flaws in Fused Deposition Modeling (FDM) Additively Manufactured Polymers and Composites [J].
Baechle-Clayton, Maggie ;
Loos, Elizabeth ;
Taheri, Mohammad ;
Taheri, Hossein .
JOURNAL OF COMPOSITES SCIENCE, 2022, 6 (07)
[5]   Numerical and experimental analysis of bead cross-sectional geometry in fused filament fabrication [J].
Balta, Efe C. ;
Altinkaynak, Atakan .
RAPID PROTOTYPING JOURNAL, 2022, 28 (10) :1882-1894
[6]   Layer-to-Layer Stability of Linear Layerwise Spatially Varying Systems: Applications in Fused Deposition Modeling [J].
Balta, Efe C. ;
Tilbury, Dawn M. ;
Barton, Kira .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2021, 29 (06) :2517-2532
[7]  
Balta EC, 2019, IEEE INT CON AUTO SC, P823, DOI [10.1109/coase.2019.8843166, 10.1109/COASE.2019.8843166]
[8]   Liquefier dynamics in fused deposition [J].
Bellini, A ;
Güçeri, S ;
Bertoldi, M .
JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME, 2004, 126 (02) :237-246
[9]   FEEDFORWARD CONTROL TO TRACK THE OUTPUT OF A FORCED MODEL [J].
BROUSSARD, JR ;
OBRIEN, MJ .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1980, 25 (04) :851-853
[10]   QUILT: Quality Inference from Living Digital Twins in IoT-Enabled Manufacturing Systems [J].
Chhetri, Sujit Rokka ;
Faezi, Sina ;
Canedo, Arquimedes ;
Al Faruque, Mohammad Abdullah .
PROCEEDINGS OF THE 2019 INTERNATIONAL CONFERENCE ON INTERNET OF THINGS DESIGN AND IMPLEMENTATION (IOTDI '19), 2019, :237-248