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Research

From load-bearing structures to responsive materials.

ACM Lab investigates how structure, surface modification, and environmental conditions shape material performance—and uses experimental evidence to guide the next design iteration.

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Project Narratives

Previous semester to current semester.

01Previous Semester

Structural–Material Coupled Lattice Bridge Optimization

Investigating how lattice topology, infill ratio, and chitosan bio-coatings jointly affect the load capacity, load efficiency, deformation, and failure behavior of 3D-printed bridge structures.

The goal is not simply to maximize load capacity, but to improve structural efficiency through coupled optimization of geometry and material modification.

  • triangular lattice
  • honeycomb lattice
  • square lattice
  • infill ratio
  • chitosan bio-coating
  • maximum load
  • mass
  • load-to-mass efficiency
  • deformation
  • failure mode
  • structure–coating interaction
02Current Semester

ACM-X AgroRelease

Environment-Responsive Controlled-Release Biomaterials

Developing low-cost bio-based composite materials whose release behavior changes under simulated environmental conditions, supported by standardized release testing, simulated soil-column validation, and desktop AI models that predict release behavior and recommend the next experiment.

Experimental data are used to train computer-based models that predict release behavior and help prioritize the next material design to test.

  • bio-based responsive materials
  • controlled release
  • environmental responsiveness
  • release curves
  • burst release
  • controlled-release duration
  • simulated soil-column leaching
  • material stability
  • cost-performance
  • desktop AI prediction
  • experiment recommendation
  • closed-loop experimentation

Featured Research

Six connected research directions.

01Previous Semester

Lattice Bridge Optimization

Coupled optimization of lattice topology, infill ratio, and chitosan coating for structural efficiency.

02Current Semester

ACM-X AgroRelease

Environment-responsive controlled-release biomaterials with standardized simulated-environment validation.

03

Gradient Lattice Structures

Studying how topology, geometry, and infill ratio influence structural performance and material efficiency.

04

Chitosan Bio-Coatings

Investigating bio-based surface modification, coating quality, and structure–material interactions.

05

Structural Load Testing

Comparing material designs through standardized loading, mass, deformation, load efficiency, and failure observations.

06

AI-Guided Materials Optimization

Using experimental data to predict release behavior and recommend material designs for the next validation cycle.