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Overview of each product included in Altair HyperWorks. Modeling and Visualization Integrated user environment for modeling and visualization. Solvers Suite of finite element and multibody dynamics solvers for design and optimization. Product Description Altair OptiStruct Optimization-enabled structural analysis solver for linear and nonlinear simulation under static and dynamic loadings Altair Radioss Crash, safety, and impact solver for highly nonlinear problems under dynamic loadings Altair MotionSolve Multi-body system simulation Altair HyperXtrude A suite of solvers for manufacturing process simulation Altair Manufacturing Solver A state-of-the-art solver suite for manufacturing applications that is built on a parallel, modular and extensible framework that is suitable for simulations of manufacturing processes Altair AcuSolve General, all-purpose finite element computational fluid dynamics (CFD) solver Altair Feko + WinProp Comprehensive computational electromagnetics (CEM) code used widely in the telecommunications, automobile, space and defense industries Altair Flux Electromagnetic and thermal simulations of electromotors, actuators, sensors, cables, induction heating, and much more Altair FluxMotor Electric rotating motor design Altair nanoFluidX Particle-based (SPH) fluid dynamics simulation to predict fluid flow around complex geometries under complicated motion Altair ultraFluidX Ultra-fast solver to predict aerodynamic properties of vehicles, buildings, environmental and motorsport applications Altair Multiscale Designer Used for seamless integration of modeling, simulation, testing, uncertainty quantification and optimization of composite materials and structures at multiple spatial and temporal scales Altair Seam Provides high frequency vibro-acoustic solutions to the automotive, aerospace, naval and heavy equipment industries Altair ConnectMe Allows users to conveniently start and update HyperWorks and Partner Alliance products from one GUI Manufacturing

Abstract In this article, we describe how romAITM can help to generate an efficient and accurate Reduced-Order Model (ROM) of a linear actuator. For the purpose, we start from few transient electromagnetic simulations performed with Altair® Flux®. In the study we also compare 3 different modeling approaches: Look-up tables (LuTs), romAI and FE analyses. Introduction ROMs are models which allow to drastically reduce the simulation run time while keeping a good accuracy on the results under interest. Nowadays, ROMs are widely used in many domains: Digital Twins, Optimizations, Real-Time Simulators just to mention a few. The romAI application allows the creation of dynamic or static ROMs either linear or non-linear. In this study, we model the behavior of a linear actuator system during the closing phase. We will compare different approaches: look-up tables, romAI and FE model in terms of current in the coil and plunger movement (displacement and velocity). Below, the figure shows the 3 approaches reported in order of increased accuracy going from the top to the bottom. The look-up tables approach uses magneto-static tables exported by Flux through static analyses. This approach provides accurate results during static or quasi-static scenarios (low velocity of the plunger) but it doesn’t take into account the effect of the eddy currents and so could be not suited in transient situations where the plunger moves with higher velocities. romAI approach instead, is generated from transient analyses in Flux and considers the non-linearities due to the eddy currents, hence, it is suited for transient scenarios. Results from Flux simulations provide the most detailed output and represent our reference in the comparison. Initial data set for the training We want to explore the behavior of the linear actuator when we apply in input different voltages (different operative conditions) and we have different spring stiffness (different design). As we deal with a non-linear system, it is convenient to vary these quantities on at least 3 levels. The below image shows the 9 transient simulations (marked with a x symbol) performed to generate the needed data. In addition, we ran also 3 extra simulations to test the generalization capabilities of romAI within and outside the training domain. Each simulation generates thousands of valid training instances that can be used during the training process. All the 9 simulations are appended in the same csv file used by the romAI application. The video shows how in the romAI GUI we can pre-process the data, build the non-linear dynamic ROM and evaluate its accuracy without any coding. It also shows how we can easily reuse the generated ROM into a system simulation environment (Altair® Activate®). Input for the ROM are: Voltage, displacement and velocity of the plunger. The output is the current in the coil and the electromagnetic force acting on the plunger. The state of the system is the current in the coil (defined also as output). First Results Results on training data Below, we report a comparison in terms of coil current, displacement and velocity of the

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Wall mounting. The following sections describe the proper installation for various GALAXY GX2 configurations: - Connect Units in a Bank (Test Stands and Cylinder Holders) [ chapter 3.1] - Connect a Test Gas Source Without a Cylinder Holder (optional) [ chapter 3.2] - Network Test Stands (optional) [ chapter 3.3] - Removing Gas Seal for Certain ALTAIR and ALTAIR Pro Instruments [ chapter 3.4] - Desktop Mounting [ chapter 3.5] - Wall Mounting [ chapter 3.6] - SD or SDHC Memory Card Option [ chapter 3.7]3.1 Connect Units in a Bank (1) On the left-hand side of the Test Stand, ensure all five barb fittings are in place and straight- ened before connecting a Cylinder Holder or another Test Stand. (2) Once the barb fittings and connectors are fully aligned, firmly push the two units together until the screw holes in the flange align. (3) Insert one of the supplied screws into the front and two screws into the back of the flange. US GALAXY GX2 Automated Test System 19Installation MSA (4) If connecting multiple Test Stands, remove the white gas plugs [ Fig. 3] from all units ex- cept the farthest right Test Stand. If using ammonia or chlorine test gas, read the restriction found under chapter 2.8 “Special Conditions for Use with Reactive Gases” regarding the white plugs. (5) Continue adding Test Stands to the right and Cylinder Holders to the left [ Fig. 10]. When connecting two or more Test Stands ensure the white plugs are secured on the right side of the farthest right unit to prevent gas leakage.3.2 Connect a Test Gas Source Without a Cylinder Holder If high-pressure, high-capacity test gas cylinders are preferred, an optional demand regulator (p\n 710289) is available for cylinders with pressure less than (MSA AUER Installation 1 3 2 Fig. 11 Test Stand Ethernet connections 1 Master Test Stand 3 Test Stand to Test Stand port 2 MSA Link Pro port (2) If connecting the bank to a computer with the MSA Link Pro software, use a customer- supplied Ethernet cable and connect via the Master Test Stand Ethernet port #1 shown above. (3) If not connecting to either a network connection or a PC the interconnecting Ethernet cable must be inserted into port 1 on the Master Test Stand.3.4 Removing Gas Seal for Certain ALTAIR and ALTAIR Pro Instruments All ALTAIR/ALTAIR Pro Test Stands will be shipped with a black rubber base seal and a green rubber gas seal. The green seal is used only for ALTAIR H2S and ALTAIR CO instruments. The seal should be removed and stored for ALTAIR O2 and all ALTAIR Pro instruments. Fig. 12 Altair and Altair Pro Inlet Seals US GALAXY GX2

Skip to content FLUX.1-dev is an advanced model developed by Black Forest Labs for generating high-quality images. By leveraging the capabilities of DiffusionBee, you can easily install and run this model on your Mac to create stunning visuals. DiffusionBee is known as the fastest and easiest toolbox to run AI apps locally, making it an ideal choice for image generation. Guide to Install FLUX.1-dev on Mac1. Download DiffusionBee:To start, you need to download DiffusionBee, which is the application that will allow you to run the FLUX.1-dev model on your Mac.Visit the DiffusionBee release page.Look for the latest .dmg file that matches your Mac’s architecture (e.g., arm64). Ensure it is compatible with your macOS version.2. Install DiffusionBee:Once the download is complete, locate the .dmg file in your Downloads folder or the directory where your downloads are saved.Double-click on the .dmg file to open it. A new window will appear, showing the DiffusionBee application icon and the Applications folder icon.Drag the DiffusionBee icon into the Applications folder. This will install the application on your Mac.3. Run DiffusionBee: Open your Applications folder and double-click on the DiffusionBee app to launch it.The first time you run it, you may need to bypass macOS security settings by right-clicking the app icon and selecting “Open,” then confirming you want to open the app.4. Load the FLUX.1-dev Model:Inside DiffusionBee, you will need to load the FLUX.1-dev model to start generating images.To do this, click on the “Models” option in the left menu of the DiffusionBee app, as shown in the screenshot below.Scroll down the list of available models until you find “FLUX.1-dev”. Click on the “Download” button next to the FLUX.1-dev model. This will download and install the model for you to use. 5. Create High-Quality Images:Once the FLUX.1-dev model is installed, you can begin creating images.Follow these steps, as shown in the screenshot below:Click on the “Text to Image” option in the left menu (Arrow 1).Select the “FLUX.1-dev” model from the “Model” dropdown menu (Arrow 2).Enter your prompt in the text box to describe the image you want to generate (Arrow 3).Click on the “Generate” button to create your image (Arrow 4).NotesCompatibility: The FLUX.1-dev model and DiffusionBee are optimized for devices with arm64 architecture running macOS 13 or later.Support: For more information about FLUX.1-dev and other models, visit the Black Forest Labs website.By following these steps, you can harness the power of FLUX.1-dev through DiffusionBee on