Autors: Grakov T., Mateev, V. M., Marinova, I. I.
Title: Modeling the Energy and Heating Efficiency of 3D Printing for Composite Materials with Dispersed Volumetric Particles
Keywords: 3D printing, composite material, energy consumption, energy efficiency, fused deposition modeling, fused filament fabrication, modeling, recycled materials, sustainable materials

Abstract: Additive manufacturing, such as the 3D printing of composite materials for electronics is rapidly evolving, enabling the production of advanced electric and magnetic composites with tailored properties. These materials require special printing conditions and advanced control to maintain the desired material properties during the 3D printing process and in the final product design. Hence, determining the heating and energy consumption and estimating the efficiency of 3D printing is essential. This work modeled the fused filament fabrication 3D printing of composite materials with a polymer carrier matrix. A 3D time-dependent thermal model of a 3D printer extruder was developed and implemented using the finite element method to study and improve the efficiency of 3D printing. As the filler content influences the operational parameters and process energy consumption of the 3D printing process, the transient heating process parameters were estimated using different composite modifier contents. Two types of modifiers were considered: Fe2O3 and CaO, both mixed in a PLA carrier material. The volumetric fill ratio of the two modifiers did not exceed 45%, as the mixing dependency of the material properties is linear in this range. The power fluxes and power efficiency were estimated. The results provide new possibilities for better control methodologies and advanced additive manufacturing for new materials in electronics. Operational control can accelerate the 3D printing process, speeding up the heating of 3D-printed composite materials and reducing the printing time and total energy consumption. Furthermore, this research provides directions for new advanced 3D printing extruder designs with better power and energy heating efficiency.

References

  1. Kwok S.W. Goh K.H.H. Tan Z.D. Tan S.T.M. Tjiu W.W. Soh J.Y. Ng Z.J.G. Chan Y.Z. Hui H.K. Goh K.E.J. Electrically conductive filament for 3D-printed circuits and sensors Appl. Mater. Today 2017 9 167 175 10.1016/j.apmt.2017.07.001
  2. Palmić T.B. Slavič J. Boltežar M. Process parameters for FFF 3D-printed conductors for applications in sensors Sensors 2020 20 4542 10.3390/s20164542 32823712
  3. Espera A.H. Dizon J.R.C. Chen Q. Advincula R.C. 3D-printing and advanced manufacturing for electronics Prog. Addit. Manuf. 2019 4 245 267 10.1007/s40964-019-00077-7
  4. Park Y.G. Yun I. Chung W.G. Park W. Lee D.H. Park J.U. High-resolution 3D printing for electronics Adv. Sci. 2022 9 2104623 10.1002/advs.202104623
  5. Persad J. Rocke S. A survey of 3D printing technologies as applied to printed electronics IEEE Access 2022 10 27289 27319 10.1109/ACCESS.2022.3157833
  6. Krifa M. Electrically conductive textile materials—Application in flexible sensors and antennas Textiles 2021 1 239 257 10.3390/textiles1020012
  7. Nassar H. Dahiya R. Fused deposition modeling-based 3D-printed electrical interconnects and circuits Adv. Intell. Syst. 2021 3 2100102 10.1002/aisy.202100102
  8. Gao W. Pumera M. 3D printed nanocarbon frameworks for Li-ion battery cathodes Adv. Funct. Mater. 2021 31 2007285 10.1002/adfm.202007285
  9. IJ S.G. Maciej G. Elisabeth V. Fused Deposition Modeling 3D Printing for (Bio) analytical Device Fabrication: Procedures, Materials, and Applications Anal. Chem. 2017 89 7053 7061
  10. Mateev V. Ivanov G. Ralchev M. Marinova I. Fluid Flow Modeling in 3D Printed CO2 Absorption Air Contactor Proceedings of the 2022 22nd International Symposium on Electrical Apparatus and Technologies (SIELA) Bourgas, Bulgaria 1–4 June 2022 1 4
  11. Abdalla A. Hamzah H. Keattch O. Covill D. Patel B. Augmentation of conductive pathways in carbon black/PLA 3D-printed electrodes achieved through varying printing parameters Electrochim. Acta 2020 354 136618 10.1016/j.electacta.2020.136618
  12. Iffelsberger C. Jellett C.W. Pumera M. 3D printing temperature tailors electrical and electrochemical properties through changing inner distribution of graphite/polymer Small 2021 17 2101233 10.1002/smll.202101233
  13. Simunec D.P. Sola A. Emerging research in conductive materials for fused filament fabrication: A critical review Adv. Eng. Mater. 2022 24 2101476 10.1002/adem.202101476
  14. Hong F. Lampret B. Myant C. Hodges S. Boyle D. 5-axis multi-material 3D printing of curved electrical traces Addit. Manuf. 2023 70 103546 10.1016/j.addma.2023.103546
  15. Shergill R.S. Miller C.L. Patel B.A. Influence of instrument parameters on the electrochemical activity of 3D printed carbon thermoplastic electrodes Sci. Rep. 2023 13 339 10.1038/s41598-023-27656-7
  16. Pentek A. Nyitrai M. Schiffer A. Abraham H. Bene M. Molnar E. Told R. Maroti P. The effect of printing parameters on electrical conductivity and mechanical properties of PLA and ABS based carbon composites in additive manufacturing of upper limb prosthetics Crystals 2020 10 398 10.3390/cryst10050398
  17. Moradi M. Dezaki M.L. Kheyri E. Rasouli S.A. Attar M.A. Bodaghi M. Simultaneous FDM 4D printing and magnetizing of iron-filled polylactic acid polymers J. Magn. Magn. Mater. 2023 568 170425 10.1016/j.jmmm.2023.170425
  18. Mazeeva A. Masaylo D. Razumov N. Konov G. Popovich A. 3D Printing Technologies for Fabrication of Magnetic Materials Based on Metal–Polymer Composites: A Review Materials 2023 16 6928 10.3390/ma16216928 37959525
  19. Wang F.-H. You C.-Y. Tian N. Liu H.-G. Zhang J. Zhu X.-P. 3D printing of soft magnetic materials: From printing to applications J. Alloys Compd. 2024 990 174486 10.1016/j.jallcom.2024.174486
  20. Ralchev M. Mateev V. Marinova I. High Frequency Impedance of 3D Printed Electric Circuit Models Proceedings of the 2022 14th Electrical Engineering Faculty Conference (BulEF) Varna, Bulgaria 14–17 September 2022
  21. Amirov A. Omelyanchik A. Murzin D. Kolesnikova V. Vorontsov S. Musov I. Musov K. Khashirova S. Rodionova V. 3D printing of PLA/magnetic ferrite composites: Effect of filler particles on magnetic properties of filament Processes 2022 10 2412 10.3390/pr10112412
  22. Kiranlal S. Brathikan V.M. Anandh B. Vikash S. A Review on Electrical and Electronics Part of 3D Printer IOP Conference Series: Materials Science and Engineering IOP Publishing Bristol, UK 2022 Volume 1228 012007
  23. Selema A. Beretta M. Van Coppenolle M. Tiismus H. Kallaste A. Ibrahim M.N. Rombouts M. Vleugels J. Kestens L.A. Sergeant P. Evaluation of 3D-printed magnetic materials for additively-manufactured electrical machines J. Magn. Magn. Mater. 2023 569 170426
  24. Zárybnická L. Marek M. Ševčík R. Stolín R. Pokorný J. Šál J. Effect of Infill Density of the Printed PET-G Structures Containing Iron Oxides on Magnetic Properties Magnetochemistry 2022 9 2 10.3390/magnetochemistry9010002
  25. Pham T.Q. Suen H. Kwon P. Foster S.N. Reduction in hysteresis loss of binder jet printed iron silicon Proceedings of the 2020 International Conference on Electrical Machines (ICEM) Gothenburg, Sweden 23–26 August 2020 Volume 1 1669 1675
  26. Trnka N. Rudolph J. Werner R. Magnetic properties of ferromagnetic materials produced by 3D multi-material printing Proceedings of the 2020 IEEE 29th International Symposium on Industrial Electronics (ISIE) Delft, The Netherlands 17–19 June 2020 326 331
  27. Mateev V. Ralchev M. Marinova I. Filament Supply Sensing and Control for FFF/FDM 3D Printing Technology Sensing Technology Suryadevara N.K. George B. Jayasundera K.P. Roy J.K. Mukhopadhyay S.C. Lecture Notes in Electrical Engineering Springer Cham, Switzerland 2022 Volume 886 10.1007/978-3-030-98886-9_24
  28. Lu J. Cui H. Xu J. Zhang J. Li Z. 4D printing technology based on magnetic intelligent materials: Materials, processing processes, and application 3D Print. Addit. Manuf. 2024 11 1025 1041 10.1089/3dp.2023.0125 39359607
  29. Ralchev M. Mateev V. Marinova I. Magnetic properties of FFF/FDM 3D printed magnetic material Proceedings of the 2021 17th Conference on Electrical Machines, Drives and Power Systems (ELMA) Sofia, Bulgaria 1–4 July 2021
  30. Ralchev M. Mateev V. Marinova I. 3D printing of magnetic materials by FFF technology Proceedings of the 2020 12th Electrical Engineering Faculty Conference (BulEF) Sofia, Bulgaria 1–4 July 2021 1 4
  31. Rezaei A. Izadi R. Fantuzzi N. A Hierarchical Nano to Micro Scale Modelling of 3D Printed Nano-Reinforced Polylactic Acid: Micropolar Modelling and Molecular Dynamics Simulation Nanomaterials 2024 14 1113 10.3390/nano14131113
  32. Kovács R. Heat equations beyond Fourier: From heat waves to thermal metamaterials Phys. Rep. 2024 1048 1 75 10.1016/j.physrep.2023.11.001
  33. Tadi S.P. Maddula S.S. Mamilla R.S. Sustainability aspects of composite filament fabrication for 3D printing applications Renew. Sustain. Energy Rev. 2024 189 113961 10.1016/j.rser.2023.113961
  34. Mustapha K. Metwalli K.M. A review of fused deposition modelling for 3D printing of smart polymeric materials and composites Eur. Polym. J. 2021 156 110591 10.1016/j.eurpolymj.2021.110591
  35. Nattukallingal M.N. Ran Z. Abass A. A Material-Recycling Unit for the Fused Deposition Modelling of Three-Dimensional Printing Systems Appl. Sci. 2023 13 7515 10.3390/app13137515
  36. Demir S. Yüksel C. A comparative analysis of printing parameter effects of tensile and flexural specimens produced with two different printers by the TAGUCHI method Prog. Addit. Manuf. 2025 10 647 660 10.1007/s40964-024-00648-3
  37. Hazrat Ali M. Abilgaziyev A. Fused Deposition Modeling Based 3D Printing: Design, Ideas, Simulations Fused Deposition Modeling Based 3D Printing. Materials Forming, Machining and Tribology Dave H.K. Davim J.P. Springer Cham, Switzerland 2021 10.1007/978-3-030-68024-4_2
  38. Petruse R.E. Simion C. Bondrea I. Geometrical and Dimensional Deviations of Fused Deposition Modelling (FDM) Additive-Manufactured Parts Metrology 2024 4 411 429 10.3390/metrology4030025
  39. Srivastava K. Kumar Y. Parametric study of fused deposition modelling Additive Manufacturing CRC Press Boca Raton, FL, USA 2023 21 41
  40. Dey A. Hoffman D. Yodo N. Optimizing multiple process parameters in fused deposition modeling with particle swarm optimization Int. J. Interact. Des. Manuf. (IJIDeM) 2020 14 393 405 10.1007/s12008-019-00637-9
  41. Ambade V.V. Rajurkar S.W. Awari G.K. Optimization of process parameters affecting performance of part characteristics in fused deposition modeling (FDM) 3D printing: A critical review AIP Conference Proceedings AIP Publishing Melville, NY, USA 2023 Volume 2800
  42. Enyan M. Amu-Darko J.N.O. Issaka E. Abban O.J. Advances in fused deposition modeling on process, process parameters, and multifaceted industrial application: A review Eng. Res. Express 2024 6 1 30 10.1088/2631-8695/ad32f6
  43. Yodo N. Dey A. Multi-objective optimization for FDM process parameters with evolutionary algorithms Fused Deposition Modeling Based 3D Printing Springer Cham, Switzerland 2021 419 444 10.1007/978-3-030-68024-4_22
  44. Gotkhindikar N.N. Singh M. Kataria R. Optimized deep neural network strategy for best parametric selection in fused deposition modelling Int. J. Interact. Des. Manuf. (IJIDeM) 2024 18 5865 5874 10.1007/s12008-023-01369-7
  45. Asadollahi-Yazdi E. Gardan J. Lafon P. Toward integrated design of additive manufacturing through a process development model and multi-objective optimization Int. J. Adv. Manuf. Technol. 2018 96 4145 4164 10.1007/s00170-018-1880-6
  46. Kolte A. Bhaskaran V. Hoyle C. Optimizing 3D Printing Process Parameters to Minimize Surface Roughness Using Bayesian Optimization International Design Engineering Technical Conferences and Computers and Information in Engineering Conference American Society of Mechanical Engineers New York, NY, USA 2024 Volume 88346 V02AT02A036
  47. Barrios J.M. Romero P.E. Decision tree methods for predicting surface roughness in fused deposition modeling parts Materials 2019 12 2574 10.3390/ma12162574
  48. Kantaros A. Petrescu F.I.T. Brachos K. Ganetsos T. Petrescu N. Evaluating Benchtop Additive Manufacturing Processes Considering Latest Enhancements in Operational Factors Processes 2024 12 2334 10.3390/pr12112334
  49. Kantaros A. Ganetsos T. Piromalis D. 3D and 4D Printing as Integrated Manufacturing Methods of Industry 4.0 Am. J. Eng. Appl. Sci. 2023 16 12 22 10.3844/ajeassp.2023.12.22
  50. Chohan J.S. Kumar R. Yadav A. Chauhan P. Singh S. Sharma S. Li C. Dwivedi S.P. Rajkumar S. Optimization of FDM printing process parameters on surface finish, thickness, and outer dimension with ABS polymer specimens using Taguchi orthogonal array and genetic algorithms Math. Probl. Eng. 2022 2022 1 13 10.1155/2022/2698845
  51. Jabbar M.A. A Design of Experiment Analysis Approach to Improve Part Quality in 3D Printing Manuf. Technol. 2023 23 290 297 10.21062/mft.2023.034
  52. Kantaros A. Petrescu F.I.T. Brachos K. Ganetsos T. Petrescu N. Leveraging 3D Printing for Resilient Disaster Management in Smart Cities Smart Cities 2024 7 3705 3726 10.3390/smartcities7060143
  53. Li N. Qiao D. Zhao S. Lin Q. Zhang B. Xie F. 3D printing to innovate biopolymer materials for demanding applications: A review Mater. Today Chem. 2021 20 100459 10.1016/j.mtchem.2021.100459
  54. Kantaros A. Ganetsos T. From Static to Dynamic: Smart Materials Pioneering Additive Manufacturing in Regenerative Medicine Int. J. Mol. Sci. 2023 24 15748 10.3390/ijms242115748
  55. Petousis M. Vidakis N. Mountakis N. Karapidakis E. Moutsopoulou A. Functionality Versus Sustainability for PLA in MEX 3D Printing: The Impact of Generic Process Control Factors on Flexural Response and Energy Efficiency Polymers 2023 15 1232 10.3390/polym15051232
  56. Jandyal A. Chaturvedi I. Wazir I. Raina A. Haq M.I.U. 3D printing—A review of processes, materials and applications in industry 4.0 Sustain. Oper. Comput. 2022 3 33 42 10.1016/j.susoc.2021.09.004
  57. Kantaros A. Soulis E. Ganetsos T. Petrescu F.I.T. Applying a Combination of Cutting-Edge Industry 4.0 Processes towards Fabricating a Customized Component Processes 2023 11 1385 10.3390/pr11051385
  58. Mateev V. Applications: Energy harvesting and storage 3D Printed Smart Sensors and Energy Harvesting Devices: Concepts, Fabrication and Applications IOP Publishing Bristol, UK 2024 1 11

Issue

Electronics (Switzerland), vol. 14, 2025, Albania, https://doi.org/10.3390/electronics14040688

Вид: статия в списание, публикация в издание с импакт фактор, публикация в реферирано издание, индексирана в Scopus и Web of Science