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TZOFFSETFROM:-0800
TZOFFSETTO:-0700
TZNAME:PDT
DTSTART:19700308T020000
RRULE:FREQ=YEARLY;BYMONTH=3;BYDAY=2SU
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DTSTART:19701101T020000
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DTSTAMP:20260417T190157Z
LOCATION:West Building\, Rooms 211-214
DTSTART;TZID=America/Los_Angeles:20250813T155500
DTEND;TZID=America/Los_Angeles:20250813T160500
UID:siggraph_SIGGRAPH 2025_sess124_papers_1122@linklings.com
SUMMARY:Neural Co-Optimization of Structural Topology, Manufacturable Laye
 rs, and Path Orientations for Fiber-Reinforced Composites
DESCRIPTION:Tao Liu, Tianyu Zhang, Yongxue Chen, Weiming Wang, Yu Jiang, Y
 uming Huang, and Charlie C.L. Wang (University of Manchester)\n\nWe presen
 t a computational framework that co-optimizes structural topology, curved 
 layers, and fiber orientations for manufacturable, high-strength composite
 s. Using implicit neural fields, our method integrates design and fabricat
 ion objectives into a unified optimization process, achieving up to 33.1% 
 improvement in failure load for multi-axis 3D printed fiber-reinforced the
 rmoplastics.\n\nInterest Area: Research & Education\n\nRecording: Livestre
 amed, Not Livestreamed, Recorded, Not Recorded\n\nRegistration Category: F
 ull Conference, Virtual Access, Wednesday\n\nSession Chair: Steve Marschne
 r (Cornell University, NVIDIA)\n\n
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