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	<title>Engineering &amp; Manufacturing | Axiotech Technical Library - Axiotech Automation Ltd</title>
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	<description>TwinCAT, industrial automation, OEM machine engineering, Autodesk Inventor development, AI and GAMP 5-aligned validation support.</description>
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		<title>HPC Simulation and Engineering AI for Manufacturing</title>
		<link>https://axiotech.co.uk/hyperion-technical-library/article/engineering-manufacturing-simulation-ai/</link>
		
		<dc:creator><![CDATA[axiomatrix]]></dc:creator>
		<pubDate>Sat, 29 Aug 2026 10:24:52 +0000</pubDate>
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					<description><![CDATA[CFD, FEA and design-of-experiments in production, with surrogate-model AI trained from simulation output.]]></description>
										<content:encoded><![CDATA[<p>Engineering compute is valuable when it shortens a design loop or increases the number of alternatives that can be evaluated. The fastest individual solve is not always the highest business throughput: a scheduler running many independent cases may finish a design-of-experiments campaign sooner. Determine whether the code is memory-bound, sparse-linear-algebra dominated, license-limited…</p>
<p><a href="https://axiotech.co.uk/hyperion-technical-library/article/engineering-manufacturing-simulation-ai/" rel="nofollow">Source</a></p>]]></content:encoded>
					
		
		
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		<title>Application Note: Hybrid CFD/FEA Campaigns and Surrogate Models</title>
		<link>https://axiotech.co.uk/hyperion-technical-library/article/application-note-hybrid-cfd-fea-surrogate-model/</link>
		
		<dc:creator><![CDATA[axiomatrix]]></dc:creator>
		<pubDate>Sat, 29 Aug 2026 10:24:52 +0000</pubDate>
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					<description><![CDATA[Run validated physics at scale, then train bounded surrogate models to screen designs and shorten engineering iteration.]]></description>
										<content:encoded><![CDATA[<p>This workflow uses high-fidelity CFD or FEA to generate a design space, then trains a surrogate to make rapid estimates inside a documented validity envelope. The surrogate accelerates screening; it does not replace engineering sign-off. Choose reference cases with measured or accepted outputs. Validate mesh, material/boundary conditions, solver tolerances and convergence on AxiKeystone.</p>
<p><a href="https://axiotech.co.uk/hyperion-technical-library/article/application-note-hybrid-cfd-fea-surrogate-model/" rel="nofollow">Source</a></p>]]></content:encoded>
					
		
		
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		<title>Product Use Brief: Hyperion X1140-C AxiKeystone</title>
		<link>https://axiotech.co.uk/hyperion-technical-library/article/product-use-brief-hyperion-x1140c-axikeystone/</link>
		
		<dc:creator><![CDATA[axiomatrix]]></dc:creator>
		<pubDate>Sat, 29 Aug 2026 10:24:52 +0000</pubDate>
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					<description><![CDATA[A CPU- and memory-led HPC platform for simulation, genomics, analytics, compilation and workloads with large in-memory working sets.]]></description>
										<content:encoded><![CDATA[<p>A CPU- and memory-led HPC platform for simulation, genomics, analytics, compilation and workloads with large in-memory working sets. This brief explains where the baseline fits, the software and operating model it supports, and the evidence Axiotech should use to validate a final configuration. Indicative specifications remain subject to component availability, export compliance and formal…</p>
<p><a href="https://axiotech.co.uk/hyperion-technical-library/article/product-use-brief-hyperion-x1140c-axikeystone/" rel="nofollow">Source</a></p>]]></content:encoded>
					
		
		
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		<title>Product Use Brief: Hyperion X2160 AxiVector</title>
		<link>https://axiotech.co.uk/hyperion-technical-library/article/product-use-brief-hyperion-x2160-axivector/</link>
		
		<dc:creator><![CDATA[axiomatrix]]></dc:creator>
		<pubDate>Sat, 29 Aug 2026 10:24:52 +0000</pubDate>
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					<description><![CDATA[A tightly coupled two-node simulation and mathematical-computing platform for MPI, CFD, FEA and optimisation.]]></description>
										<content:encoded><![CDATA[<p>A tightly coupled two-node simulation and mathematical-computing platform for MPI, CFD, FEA and optimisation. This brief explains where the baseline fits, the software and operating model it supports, and the evidence Axiotech should use to validate a final configuration. Indicative specifications remain subject to component availability, export compliance and formal quotation. Two 4U nodes…</p>
<p><a href="https://axiotech.co.uk/hyperion-technical-library/article/product-use-brief-hyperion-x2160-axivector/" rel="nofollow">Source</a></p>]]></content:encoded>
					
		
		
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		<title>Product Use Brief: Hyperion X3140 AxiLattice</title>
		<link>https://axiotech.co.uk/hyperion-technical-library/article/product-use-brief-hyperion-x3140-axilattice/</link>
		
		<dc:creator><![CDATA[axiomatrix]]></dc:creator>
		<pubDate>Sat, 29 Aug 2026 10:24:52 +0000</pubDate>
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					<description><![CDATA[A shared departmental CPU-compute facility for research pipelines, simulation, genomics and queued multi-user work.]]></description>
										<content:encoded><![CDATA[<p>A shared departmental CPU-compute facility for research pipelines, simulation, genomics and queued multi-user work. This brief explains where the baseline fits, the software and operating model it supports, and the evidence Axiotech should use to validate a final configuration. Indicative specifications remain subject to component availability, export compliance and formal quotation.</p>
<p><a href="https://axiotech.co.uk/hyperion-technical-library/article/product-use-brief-hyperion-x3140-axilattice/" rel="nofollow">Source</a></p>]]></content:encoded>
					
		
		
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