PulseExploreJournal ClubDebatesTrendingResearchersJournals
Instagram
HomeExploreJournal ClubTrending
Synapse
⌘+K
Synapse
May 6, 2026Machines0 citationsOpen Access

A Verifiable Steady-State Frequency–Velocity Mapping for Desktop FDM Printers Based on an Electromechanical Coupling Framework

View Full Paper
XZXinfeng ZouHMHaiyan MiaoBHBaoshan Huang

Key Points

  • This research aims to establish a framework for monitoring operational quality in FDM printers using a frequency–velocity mapping.
  • Developed an electromechanical coupling framework for FDM printers.
  • Conducted numerical calculations to define frequency-velocity mapping for steady printing segments.
  • Validated findings through vibration measurements using an accelerometer on the x-axis beam.
  • Dominant frequency in drive-side vibration matched theoretical drive frequency with relative error below 3%.
  • Introduced two constant printing velocities (40 mm/s and 80 mm/s) for comparative analysis.
  • Observers noted proportional changes in vibration frequency with doubled printing velocity.

Abstract

To monitor online the operational condition and quality of a desktop fused deposition modeling (FDM) printer, the dynamics of vibro-acoustics must be accurately understood. In this paper, an electromechanical coupling (EMT) framework is established to relate the dynamics of stepper actuation, the transmission chain, and machine motion, deriving a steady-state frequency–velocity mapping for steady or near steady printing segments. The mapping is evaluated by numerical calculation to obtain a theoretical drive frequency for different toolpath directions and commanded printing velocities. Validation is performed on the experiment platform I. Drive-side vibration is measured by an accelerometer mounted on the x-axis beam near the motor end. An acoustic channel is recorded as an auxiliary qualitative cross-check rather than for quantitative error evaluation. For steady printing segments, the dominant frequency in drive-side vibration is compared with the theoretical drive frequency. In the tested steady segments and toolpath directions, the relative error remained below 3%. In a further case study, the G-code is modified to introduce two constant printing velocity segments (40 mm/s and 80 mm/s) within the same continuous record, enabling a direct comparison of dominant frequencies between two steady segments. The results show that, under open-loop stepper drive and within the steady/near steady scope adopted here, a drive-related dominant frequency can be observed stably in the x-axis beam vibration response and matches the theoretical drive frequency. When the commanded constant printing velocity is doubled, the dominant frequency in drive-side vibration in the corresponding steady segment changes by approximately a proportional factor. This study provides a verifiable drive referenced frequency–velocity mapping for steady segments under the tested configuration and a traceable frequency reference for steady segment comparisons within the same print record in subsequent case studies.

Ask AI
Helpful
Bookmark
Share
View Full Paper

Cite This Study

Zou et al. (2026) studied this question.

synapsesocial.com/papers/69faa28f04f884e66b533213https://doi.org/10.3390/machines14050508
Ask AI
Helpful
Bookmark
Share
View Full Paper