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Innovations RT GPU et Rendu Différentiable Multi-physique

2026-08-17 · Zenodo (CERN European Organization for Nuclear Research)

One-line summary

An AI research paper on Innovations RT GPU et Rendu Différentiable Multi-physique.

Engineering notes

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Chinese explanation / 中文解读

中文解读待补充:本站会优先为大语言模型、生成式AI、ChatGPT相关技术、计算机视觉、深度学习等高价值论文补充中文说明。

Original abstract

Résumé FRCe document, produit avec l’assistance de ChatGPT 5.2 Thinking et Gemini 3 Raisonnement, est publié sous licence Apache 2.0. Il constitue une publication défensive (antériorité) et entre dans l’état de la technique dès sa mise en ligne, au sens des textes applicables : EPC Art. 54(2) (Convention sur le brevet européen), French IPC Art. L 611-11 (Code de la propriété intellectuelle), cf. 35 U.S.C. §102(a) (United States Patent Act), ainsi que des cadres chinois et japonais. Il décrit, de façon enabling, un portefeuille d’innovations RT GPU et rendu différentiable (RT cores, Monte Carlo, gradients, QA/benchmarks, interopérabilité, sécurité, durabilité) couvrant optique, RF, acoustique, sismologie, climat, nucléaire, robotique et biomédical. Chaque proposition est classée (IPC/CPC) et accompagnée d’éléments de preuve temporelle (RFC 3161 / FreeTSA). Abstract ENThis document, produced with the assistance of ChatGPT 5.2 Thinking and Gemini 3 Raisonnement, is released under the Apache 2.0 licence. It is a voluntary defensive publication (prior art) and therefore enters the prior art upon release under the applicable patent statutes: art. L 611-11 CPI / art. 54(2) CBE (and related frameworks internationally). It discloses, in an enabling manner, a portfolio of GPU ray tracing and differentiable rendering inventions (RT cores, Monte Carlo transport, gradient-based inversion, QA/benchmarks, interoperability standards, operational security, and sustainability engineering) spanning optics/photonics, RF/6G, acoustics, seismology, climate/ocean, nuclear transport/shielding, robotics/3D sensing, and biophotonics/medical imaging. Every proposal is described with reproducible components and workflows, classified with IPC and CPC codes, and accompanied by timestamp proof (RFC 3161 / FreeTSA) for defensive disclosure. Timestamp : 2026-08-17T14:13:02ZSHA-256 : 1416dacf25f78daca949831e86aaa0ec06722489844477ce9509888b9ebf110f Liste des innovations & classification (IPC ; CPC) :1. Scientific RT-core kernel — IPC G06T 15/50 ; CPC G06T 15/502. Unified multi-physics RT engine — IPC G06F 9/50 ; CPC G06F 9/503. Generic differentiable ray tracing — IPC G06N 20/00 ; CPC G06N 20/004. Adaptive variance control scheduler — IPC G06T 15/20 ; CPC G06T 15/205. Differentiable RF ray tracer — IPC H04B 7/26 ; CPC H04B 7/266. Multi-sensor co-design optimizer — IPC G01S 17/89 ; CPC G01S 17/897. Certified synthetic dataset pipeline — IPC G06T 7/73 ; CPC G06T 7/738. Gradient-guided sim-to-real adaptation — IPC G06N 20/00 ; CPC G06N 20/009. Real-time LiDAR re-simulation — IPC G01S 17/93 ; CPC G01S 17/9310. GPU aircraft IR signature — IPC G01J 5/00 ; CPC G01J 5/0011. GPU GR lensing tracer — IPC G06F 17/50 ; CPC G06F 17/5012. Differentiable seismic tomography — IPC G01V 1/28 ; CPC G01V 1/2813. Calibrated room impulse response — IPC G01H 3/00 ; CPC G01H 3/0014. Realistic ultrasound Monte Carlo — IPC A61B 8/00 ; CPC A61B 8/0015. GPU photoacoustic pipeline — IPC A61B 5/00 ; CPC A61B 5/0016. Polarized tissue photon MC — IPC G01N 21/45 ; CPC G01N 21/4517. Differentiable BRDF estimation — IPC G01N 21/88 ; CPC G01N 21/8818. Hybrid metasurface RT design — IPC G02B 1/00 ; CPC G02B 1/0019. Climate adjoint radiative transfer — IPC G01W 1/00 ; CPC G01W 1/0020. Ocean optical inversion — IPC G01N 21/47 ; CPC G01N 21/4721. Safety-grade GPU neutron MC — IPC G21C 17/00 ; CPC G21C 17/0022. Multi-objective shielding optimizer — IPC G21F 3/00 ; CPC G21F 3/0023. RT-guided phototherapy planning — IPC A61N 5/06 ; CPC A61N 5/0624. Closed-loop phototherapy device — IPC A61N 5/06 ; CPC A61N 5/0625. Multi-parameter optimized PDT — IPC A61K 31/00 ; CPC A61K 31/0026. 3D-printed optical phantom — IPC G01N 21/00 ; CPC G01N 21/0027. Integrated opto-acoustic phantom — IPC A61B 8/00 ; CPC A61B 8/0028. Multi-physics scene file standard — IPC G06F 16/00 ; CPC G06F 16/0029. Cryptographic simulation provenance — IPC G06F 21/60 ; CPC G06F 21/6030. Federated private RT inversion — IPC G06N 20/00 ; CPC G06F 21/6231. Carbon-aware RT job orchestrator — IPC G06Q 10/063 ; CPC Y02D 10/7032. Calibration-as-a-Service suite — IPC G06Q 50/10 ; CPC G06Q 50/1033. Incremental BVH for dynamics — IPC G06T 15/50 ; CPC G06T 15/5034. Deterministic multi-GPU execution — IPC G06F 9/50 ; CPC G06F 9/5035. Certified mixed-precision MC — IPC G06T 15/20 ; CPC G06T 15/2036. Anytime simulation with budget — IPC G06T 15/20 ; CPC G06T 15/2037. Universal time-of-flight tracing — IPC G01S 17/93 ; CPC G01S 17/9338. Scene and material compression — IPC G06F 16/00 ; CPC G06F 16/0039. Out-of-core GPU streaming — IPC G06F 12/00 ; CPC G06F 12/0040. Multi-domain reference benchmarks — IPC G06F 11/22 ; CPC G06F 11/2241. Physics-aware sim2real scorecard — IPC G06T 7/73 ; CPC G06T 7/7342. Watermarked synthetic datasets — IPC G06F 21/60 ; CPC G06F 21/6043. Uncertainty-driven active learning — IPC G06N 20/00 ; CPC G06N 20/0044. GPU sandbox for untrusted scenes — IPC G06F 21/57 ; CPC G06F 21/5745. Microservice RT API stack — IPC G06F 9/50 ; CPC G06F 9/5046. Ontology for materials and laws — IPC G06F 16/00 ; CPC G06F 16/0047. End-of-line test for sensors — IPC G01N 21/00 ; CPC G01N 21/0048. Portable calibration kit suitcase — IPC G01N 21/00 ; CPC G01N 21/0049. Traceable phantom logistics chain — IPC B65D 85/38 ; CPC B65D 85/3850. Per-run carbon passport — IPC G06Q 10/063 ; CPC Y02D 10/7051. Confidential multi-site digital twin — IPC G06F 21/62 ; CPC G06F 21/6252. Secure Blender-to-HPC workflow — IPC G06T 19/00 ; CPC G06T 19/0053. Polarimetric imaging full stack — IPC G01N 21/45 ; CPC G01N 21/4554. Multi-modal inverse reconstruction — IPC G06T 7/73 ; CPC G06T 7/7355. Universal dose/flux interlocks — IPC G06F 21/57 ; CPC G06F 21/5756. Sparse compressed volumetric RT — IPC G06T 15/20 ; CPC G06T 15/2057. Bounded neural surrogate integrator — IPC G06N 20/00 ; CPC G06N 20/0058. Hybrid diffraction module on GPU — IPC H04B 7/26 ; CPC H04B 7/2659. Multispectral dispersive RT — IPC G01J 3/00 ; CPC G01J 3/0060. Edge RT for in-field calibration — IPC G06F 21/62 ; CPC G06F 21/6261. Units and scale validator — IPC G06F 8/30 ; CPC G06F 8/3062. RT run data lake — IPC G06F 16/00 ; CPC G06F 16/0063. Differentiable sensor model — IPC G06T 7/73 ; CPC G06T 7/7364. Fisher-optimal experiment design — IPC G01N 21/00 ; CPC G01N 21/0065. Inline metasurface QA inversion — IPC G01N 21/88 ; CPC G01N 21/8866. Durable BRDF/IR calibration panels — IPC C09D 5/00 ; CPC C09D 5/0067. 3D-printed graded-Z shielding — IPC G21F 3/00 ; CPC G21F 3/0068. Closed-loop reconfigurable RF — IPC H04B 7/06 ; CPC H04B 7/0669. Auto-tuned active acoustics — IPC H04R 3/00 ; CPC H04R 3/0070. Personalized LED therapy patch — IPC A61N 5/06 ; CPC A61N 5/0671. Implantable multi-sensor dosimeter — IPC A61B 5/00 ; CPC A61B 5/0072. Confidential enclave simulation — IPC G06F 21/62 ; CPC G06F 21/6273. Usage-metered licensing logs — IPC G06Q 30/00 ; CPC G06Q 30/0274. Multi-backend differential QA — IPC G06F 11/22 ; CPC G06F 11/2275. Multi-tenant GPU isolation — IPC G06F 21/57 ; CPC G06F 21/5776. Wave-ray hybrid solver — IPC H04B 7/26 ; CPC H04B 7/2677. Calibrated polarimetric targets — IPC G01N 21/45 ; CPC G01N 21/4578. Stable IR target coating process — IPC C09D 5/00 ; CPC C09D 5/0079. Metasurface mask correction — IPC G02B 1/00 ; CPC G02B 1/0080. Phototherapy dosimetry film — IPC A61N 5/06 ; CPC A61N 5/0681. Optimized thermal patch stack — IPC A61N 5/06 ; CPC A61N 5/0682. 3D-printed neutron phantom — IPC G21C 17/00 ; CPC G21C 17/0083. Borated shielding composite — IPC G21F 1/00 ; CPC G21F 1/0084. Digital-twin EOL QA — IPC G01N 21/00 ; CPC G01N 21/0085. Cross-domain gradient benchmarks — IPC G06F 11/22 ; CPC G06F 11/2286. Formal verification of RT kernels — IPC G06F 11/22 ; CPC G06F 11/2287. Signed plugin marketplace — IPC G06F 21/57 ; CPC G06F 21/5788. Unified edge-cloud provenance — IPC G06F 21/60 ; CPC G06F 21/6089. Multi-sensor reconstruction fusion — IPC G06T 7/73 ; CPC G06T 7/7390. RL variance-minimizing sampler — IPC G06N 20/00 ; CPC G06N 20/0091. Portfolio carbon budgeting — IPC G06Q 10/063 ; CPC Y02D 10/7092. Certified synthetic data marketplace — IPC G06Q 30/06 ; CPC G06Q 30/0693. Differential-privacy outputs — IPC G06F 21/62 ; CPC G06F 21/6294. DICOM export of synthetic imaging — IPC G16H 30/40 ; CPC G16H 30/4095. NetCDF-CF export for climate RT — IPC G06F 16/00 ; CPC G06F 16/0096. STEP enriched material metadata — IPC G06F 16/00 ; CPC G06F 16/0097. Anti-drift packaging for standards — IPC B65D 85/38 ; CPC B65D 85/3898. VR calibration operator training — IPC G06T 19/00 ; CPC G06T 19/0099. Compliance dossier generator — IPC G06Q 10/06 ; CPC G06Q 10/063100. Universal safety interlocks — IPC G06F 21/57 ; CPC G06F 21/57101. Traceable metasurface process recipe — IPC G02B 1/00 ; CPC G02B 1/00102. Roll-to-roll nanoimprint metasurface — IPC B29C 59/02 ; CPC B29C 59/02103. Auto alignment metasurface optics — IPC G02B 7/18 ; CPC G02B 7/18104. Wafer-level packaging for sensors — IPC H01L 23/00 ; CPC H01L 23/00105. Actively stabilized IR target — IPC G01J 5/00 ; CPC G01J 5/00106. Differentiable RIS tile — IPC H01Q 21/00 ; CPC H01Q 21/00107. Factory calibration for RIS tiles — IPC G01R 29/08 ; CPC G01R 29/08108. Safe model-based beamforming — IPC H04B 7/06 ; CPC H04B 7/06109. Inverse drone drive-test mapping — IPC H04W 16/00 ; CPC H04W 16/00110. Multi-band radar scene generator — IPC G01S 13/90 ; CPC G01S 13/90111. Cold-chain for optical phantoms — IPC B65D 81/18 ; CPC B65D 81/18112. Phantom aging prediction model — IPC G01N 21/00 ; CPC G01N 21/00113. Usage-log auto replenishment — IPC G06Q 10/08 ; CPC G06Q 10/08114. EU sovereign-cloud deployment — IPC G06F 9/50 ; CPC G06F 9/50115. Reproducible multi-cloud failover — IPC G06F 11/14 ; CPC G06F 11/14116. Fine-grain access control materials — IPC G06F 21/62 ; CPC G06F 21/62117. Standards mapping service — IPC G06F 16/00 ; CPC G06F 16/00118. Calibrated sensor fleet ops — IPC G06Q 10/06 ; CPC G06Q 10/063119. Robotic calibration station — IPC G0

5.0Engineering value
7.0Research novelty
4.0Business relevance

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