{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,17]],"date-time":"2025-10-17T05:11:03Z","timestamp":1760677863649,"version":"build-2065373602"},"reference-count":25,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,9,15]],"date-time":"2025-09-15T00:00:00Z","timestamp":1757894400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,9,15]],"date-time":"2025-09-15T00:00:00Z","timestamp":1757894400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,9,15]]},"DOI":"10.1109\/hpec67600.2025.11196267","type":"proceedings-article","created":{"date-parts":[[2025,10,16]],"date-time":"2025-10-16T17:35:37Z","timestamp":1760636137000},"page":"1-7","source":"Crossref","is-referenced-by-count":0,"title":["Exploring Neuromorphic Computing with Loihi-2 for High-Performance CFD Simulations"],"prefix":"10.1109","author":[{"given":"Talha","family":"Coskun","sequence":"first","affiliation":[{"name":"University of Illinois Urbana-Champaign"}]},{"given":"Hiruna","family":"Vishwamith","sequence":"additional","affiliation":[{"name":"University of Moratuwa"}]},{"given":"Murat","family":"Isik","sequence":"additional","affiliation":[{"name":"Stanford University"}]},{"given":"Jonathan","family":"Naoukin","sequence":"additional","affiliation":[{"name":"University of Texas,Austin"}]},{"given":"I. Can","family":"Dikmen","sequence":"additional","affiliation":[{"name":"Istinye University"}]}],"member":"263","reference":[{"key":"ref1","first-page":"105364","article-title":"High-performance computational fluid dynamics: Challenges and emerging solutions","volume":"240","author":"Xie","year":"2022","journal-title":"Computers and Fluids"},{"key":"ref2","first-page":"100743","article-title":"Computational aerodynamics and the role of high-performance computing","volume":"130","author":"Jameson","year":"2022","journal-title":"Progress in Aerospace Sciences"},{"issue":"2","key":"ref3","first-page":"291","article-title":"Adaptive grid refinement strategies for cfd in hpc environments","volume":"69","author":"Zhu","year":"2022","journal-title":"Computational Mechanics"},{"key":"ref4","first-page":"102705","article-title":"Scalable hpc algorithms for fluid-structure interaction in cfd simulations","volume":"64","author":"Sundar","year":"2022","journal-title":"Journal of Computational Science"},{"key":"ref5","first-page":"1","article-title":"Exploring loihi-2 for high-performance computing applications","volume-title":"IEEE International Symposium on High-Performance Computing","author":"Chakraborty"},{"key":"ref6","first-page":"173","article-title":"Turbulent flows and direct numerical simulations of the navier-stokes equations","volume":"52","author":"Pope","year":"2020","journal-title":"Annual Review of Fluid Mechanics"},{"key":"ref7","first-page":"101","article-title":"Direct numerical simulation of turbulent flows: Applications in aerospace and engineering","volume":"54","author":"Kim","year":"2022","journal-title":"Annual Review of Fluid Mechanics"},{"key":"ref8","first-page":"744","article-title":"Physics-informed machine learning for cfd applications","volume":"3","author":"Raissi","year":"2021","journal-title":"Nature Machine Intelligence"},{"key":"ref9","first-page":"112387","article-title":"Real-time cfd simulations using reduced-order models and neuromorphic computing","volume":"487","author":"Schmidt","year":"2023","journal-title":"Journal of Computational Physics"},{"key":"ref10","first-page":"112489","article-title":"Surrogate modeling of cfd simulations using machine learning and neural networks","volume":"489","author":"Duraisamy","year":"2023","journal-title":"Journal of Computational Physics"},{"key":"ref11","first-page":"111230","article-title":"Neuromorphic computing for fluid dynamics simulations: A review","volume":"463","author":"Zhang","year":"2022","journal-title":"Journal of Computational Physics"},{"issue":"9","key":"ref12","first-page":"1047","article-title":"Edge ai and neuromorphic computing for high-performance cfd simulations","volume":"33","author":"Chen","year":"2022","journal-title":"IEEE Transactions on Neural Networks"},{"issue":"8","key":"ref13","first-page":"1121","article-title":"Loihi 2: A scalable and energy-efficient neuromorphic asic for ai acceleration","volume":"31","author":"Davies","year":"2023","journal-title":"IEEE Transactions on VLSI Systems"},{"issue":"5","key":"ref14","first-page":"41","article-title":"Loihi 2: A neuromorphic architecture with on-chip learning","volume":"41","author":"Davies","year":"2021","journal-title":"IEEE Micro"},{"key":"ref15","first-page":"1","article-title":"Exploring loihi for real-time cfd processing","volume-title":"ACM\/IEEE Supercomputing Conference","author":"Reddy"},{"article-title":"Implementing spiking neural networks on neuromorphic architectures: A review","year":"2022","author":"Huynh","key":"ref16"},{"article-title":"A survey of spiking neural network accelerator on fpga","year":"2023","author":"Isik","key":"ref17"},{"article-title":"Exploring liquid neural networks on loihi-2","year":"2024","author":"Pawlak","key":"ref18"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/HPEC62836.2024.10938501"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/ICMI65310.2025.11141332"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ICMI65310.2025.11141074"},{"key":"ref22","first-page":"023107","article-title":"Spiking neural networks for turbulence modeling in computational fluid dynamics","volume":"35","author":"Gao","year":"2023","journal-title":"Physics of Fluids"},{"issue":"2","key":"ref23","first-page":"201","article-title":"Low-power neuromorphic computing for real-time cfd processing","volume":"9","author":"Verma","year":"2023","journal-title":"IEEE Transactions on Emerging Topics in Computing"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.5772\/intechopen.113050"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1007\/s11063-021-10562-2"}],"event":{"name":"2025 IEEE High Performance Extreme Computing Conference (HPEC)","start":{"date-parts":[[2025,9,15]]},"location":"Wakefield, MA, USA","end":{"date-parts":[[2025,9,19]]}},"container-title":["2025 IEEE High Performance Extreme Computing Conference (HPEC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11196085\/11196088\/11196267.pdf?arnumber=11196267","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,17]],"date-time":"2025-10-17T04:45:05Z","timestamp":1760676305000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11196267\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,9,15]]},"references-count":25,"URL":"https:\/\/doi.org\/10.1109\/hpec67600.2025.11196267","relation":{},"subject":[],"published":{"date-parts":[[2025,9,15]]}}}