MABSMABS
SERVICESCANSHOP

Licence otvorenog koda

Ova usluga oslanja se na sljedeće projekte otvorenog koda. Zahvalni smo njihovim autorima i zajednicama.

OrcaSlicer

OrcaSlicer je generator G-code-a za 3D pisače koji ova usluga koristi za rezanje učitanih modela i izračun parametara ispisa.

Gmsh

Gmsh je generator mreže konačnih elemenata koji se koristi za pretvorbu STEP/STP CAD datoteka u STL mreže za 3D ispis.

Three.js

Three.js je JavaScript 3D biblioteka koja se koristi za prikaz interaktivnog pregleda modela u Vašem pregledniku.

PrusaSlicer

PrusaSlicer is a G-code and SL1 generator for 3D printers, used by this service to slice resin (mSLA) models and extract layer data for quoting.

UVtools

UVtools is a tool for MSLA/DLP resin print file analysis, used by this service to validate sliced SL1 output and extract volume data.

Trimesh

Trimesh is a Python library for loading and processing triangular meshes, used by this service for geometric risk assessment and mesh analysis.

Next.js

Next.js is a React framework for server-rendered web applications, used to build the front-end of this service.

React

React is a JavaScript library for building user interfaces, used as the core UI framework for this service.

Fastify

Fastify is a high-performance Node.js web framework, used to power the mSLA slicing API.

Flask

Flask is a lightweight Python web framework, used to power the FDM slicing and risk assessment APIs.

NumPy

NumPy is a Python library for numerical computing, used for mesh geometry calculations in the slicing and risk assessment engines.

SciPy

SciPy is a Python library for scientific and technical computing, used for spatial analysis in the risk assessment engine.

Caddy

Caddy is a web server with automatic HTTPS, used as the reverse proxy and TLS termination layer for this service.

ClamAV

ClamAV is an open-source antivirus engine, used to scan uploaded files for malware before processing.

Grafana Loki

Grafana Loki is a log aggregation system (with Promtail as the log shipper), used for centralised logging and diagnostics.

Svi gore navedeni alati pozivaju se kao samostalni procesi ili klijentske biblioteke i nisu modificirani. Njihov izvorni kod dostupan je na gornjim poveznicama.

Bibliografija istraživanja

Naši automatizirani algoritmi za procjenu rizika temelje se na sljedećim recenziranim istraživanjima. Sa zahvalnošću ističemo autore čiji rad čini osnovu naših mehanizama za geometrijsku analizu.

SLS procjena rizika

Mogućnost uklanjanja praha, detekcija tankih stijenki, predviđanje deformacija i ocjena složenosti skeniranja za Selective Laser Sintering.

  1. Josupeit, S., Ordia, L., & Schmid, H.-J. (2016). “Modelling of Temperatures and Heat Flow within Laser Sintered Part Cakes.” Additive Manufacturing. doi:10.1016/j.addma.2016.06.002

    Korišteno za: warpage risk prediction — position-dependent thermal gradients and height-based cooling risk

  2. Li, J., Yuan, S., Zhu, J., Li, S., & Zhang, W. (2020). “Numerical Model and Experimental Validation for Laser Sinterable Semi-Crystalline Polymer: Shrinkage and Warping.” Polymers, 12, 1373. doi:10.3390/polym12061373

    Korišteno za: warpage risk prediction — cross-section analysis for PA12 shrinkage and crystallization-induced strain

  3. Häfele, T., Schneberger, J.-H., Buchholz, S., Vielhaber, M., & Griebsch, J. (2025). “Evaluation of Productivity in Laser Sintering by Measure and Assessment of Geometrical Complexity.” Rapid Prototyping Journal. doi:10.1108/RPJ-07-2024-0289

    Korišteno za: scan complexity scoring — SA/V ratio and topological genus as proxy for contour/hatch complexity

  4. Tedia, S., & Williams, C. B. (2016). “Manufacturability Analysis Tool for Additive Manufacturing Using Voxel-Based Geometric Modeling.” Proceedings of the 27th Annual International Solid Freeform Fabrication Symposium, Austin, TX. (no DOI assigned — SFF Symposium proceedings paper)

    Korišteno za: depowderability analysis — trapped powder detection via voxel void connectivity

mSLA procjena složenosti (AMCI)

Additive Manufacturing Complexity Index prilagođen za mSLA ispis smolom.

  1. Matoc, D. A., Maheta, N., Kanabar, B. K., & Sata, A. (2025). “Quantifying Manufacturability Complexity Index: A Case Study of VAT Photopolymerization Additive Manufacturing.” 3D Printing and Additive Manufacturing, 12(6), 670–685. doi:10.1089/3dp.2024.0059

    Korišteno za: AMCI complexity scoring — geometry, feature, and manufacturability sub-indices (0–100 scale)

FDM procjena rizika

Detekcija prepusta, analiza prianjanja na podlogu, predviđanje savijanja i ocjena krhkosti za Fused Deposition Modeling.

  1. Budinoff, H. D., & McMains, S. (2021). “Will It Print: a Manufacturability Toolbox for 3D Printing.” International Journal on Interactive Design and Manufacturing (IJIDeM), 15, 613–630. doi:10.1007/s12008-021-00786-w

    Korišteno za: overhang and warping methodology — face-normal dot product with build direction, cross-section area analysis

  2. Henn, J., Hauptmannl, A., & Gardi, H. A. A. (2025). “Evaluating the Printability of STL Files with ML.” arXiv preprint. doi:10.48550/arXiv.2509.12392

    Korišteno za: FDM risk scoring — ML-based printability evaluation of STL geometry (overhangs, thin walls, bridging, warping)

Opća AM proizvođačnost

Međutehnološki pregledi i meta-analize o automatiziranoj analizi ispisivosti.

  1. Parry, L. (software). “PySLM (Python Library for SLM/DMLS/SLS Toolpath Generation).” (no DOI assigned — cite as software/repository)

  2. Adam, G. A. O., & Zimmer, D. (2015). “On Design for Additive Manufacturing: Evaluating Geometrical Limitations.” Rapid Prototyping Journal, 21(6), 662–670. doi:10.1108/RPJ-06-2013-0060

    Korišteno za: design rule thresholds — minimum wall thickness, hole diameter, and overhang angle limits per technology

Licence otvorenog koda | Manifattura Additiva Bresciana