{
  "id": 10846335,
  "title": "Neural topology optimization of ship structures under propulsion machinery vibrations",
  "url": "https://urgent.news/2026/09/29/neural-topology-optimization-of-ship-structures-under-propulsion",
  "topic": "ai",
  "section": "AI",
  "published": "2026-09-29T17:41:08.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2609.38089v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "Ship structural vibrations contribute to noise, fatigue, and equipment damage, while dynamic-compliance topology optimization can produce pathological designs near resonance. This study extends neural-reparameterized topology optimization using a convolutional Kolmogorov-Arnold network (KATO) to forced-vibration design with active input power (AIP) as the objective. Applications include a 100 Hz…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}