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Meeting 2027 TMS Annual Meeting & Exhibition
Symposium Accelerating Innovation in Materials and Manufacturing
Presentation Title Tensegrity-Inspired Lattices for Orientation-Invariant Impact Protection
Author(s) Audrey Christiansen, Marcus Madsen, Jinkwan Han, Jeff Hill, Sterling Baird
On-Site Speaker (Planned) Audrey Christiansen
Abstract Scope Planetary landers cannot dictate their impact orientation, yet conventional energy absorbers—honeycombs crushed in-plane, thin-walled crash tubes loaded obliquely, corrugated cores loaded transversely—degrade sharply off-axis. We present a closed-loop design-print-test framework using Bayesian optimization to design tensegrity-inspired lattices with orientation-insensitive energy absorption: hexagonal cells whose rigid PLA struts carry compression in a continuous TPU tension network, co-printed by multi-material fused deposition modeling (FDM). Nine design variables span strut diameter and length, tension-element cross-section, strut count, connectivity, tiling, and FDM processing (nozzle temperature, print speed). Candidates are drop-tested across orientations; peak transmitted acceleration, specific energy absorption, and cross-orientation variation update a noise-aware Gaussian-process surrogate selecting the next batch. The campaign comprises 25 batches of four designs (100 experiments), targeting energy absorption exceeding 0.34 J/cm³ (matched-density FDM TPU honeycombs; Bates et al., 2016) with minimal orientation-dependence of peak acceleration. This terrestrial demonstrator centers the optimization framework; future work targets flight-relevant materials.
Proceedings Inclusion? Planned:
Keywords Additive Manufacturing, Machine Learning, Mechanical Properties

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Asset Intelligence for Belt Conveyor Systems: Accelerating Reliability, Digital Maintenance, and Operational Resilience in Mining
Automated, Self-Driving Materials Microscopy and Characterization Workflows
Automotive Body-In-White Material Selection: Early Stage Architectural Strategy
Autonomous Machine for Accelerated Structural Alloys Discovery and Manufacturing
Bridging Art and Engineering Through AI-Assisted Design and Structural Analysis of Metal Sculptures
Catalyzing Market Disruption: How DARPA's Innovation Model is Shaping the Future of Materials and Manufacturing
From Discovery to Deployment: Accelerating the Commercialization of Advanced Materials
From Transferability to Prediction: The Error Geometry of Interatomic Potentials
Genomic Materials Design: Making CyberSteels Fly
LEFFF: Accelerating HALEU Fuel Fabrication from Pilot Scale to Deployment
Leveraging AI & Materials Innovations to Create World-Changing Businesses
Perspectives on building new manufacturing companies
Scaling high-temperature alloy innovation for next-generation aerospace, defense, energy, and electrification markets
Structure-Property Relationships in AA1050 Aluminum Processed by Accumulative Roll Bonding: Effect of Reduction Ratio and Number of Passes.
Tensegrity-Inspired Lattices for Orientation-Invariant Impact Protection
The Old Man and the Factory: Short Stories from the Plant Floor
Translation of Aerospace Materials Research into Commercial Production
Ultrasonic Welding of Aluminum to Silicon

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