Using Machine Learning and Optimization to Develop e-Motor

1. FEA Explicit Dynamic for Drop Impact Simulation Using Altair Radioss　 2. Multi parameter Sensitivity Analysis & Deterministic Design Optimization on A/C Outdoor Unit. 3. Uncertainty Quantification & Reliability Based Design Optimization 2D CFD Case Study

Digital Twin is enjoying a breakthrough, fueled by advances in the sophisticated use of physics-based simulation models of varying fidelities. Connected and informed by data from the field with the help of artificial intelligence, Leonardo S.p.A. validates the performance of product systems virtually in the early stages of design to accelerate the development of their next generation of products.

Dactem (a DAM group company), developer of specialist test, measurement and assembly solutions for the aerospace industries, presents an overview of the optimization of a thrust balance used for accurate measurements in electrical thruster qualification endurance testing. The presentation will provide details on how a Multiphysics simulation approach was used to find the optimum design taking mechanical, thermal and electromagnetic performance into account. Speakers: Emmanuel Pouleau, CEO, Dactem (a DAM Group company) Pierre Moutet, Engineer, Dactem (a DAM Group company) Duration: 15 minutes

Electrification is everywhere! It brings energy efficiency into systems and also helps add new smart functionalities to products. The electric motor is a key element of such systems, converting electricity into mechanical power. It is multiphysics by nature. Electric machine engineers need to take into account various constraints from the early stage of the design, looking at electromechanical performance, as well as respecting thermal and NVH constraints. Simulations need to integrate these multiple physics and also coupling effects. Dedicated tools and streamlined multiphysics workflows are developed in order to reduce complexity and speed up the design. Speakers: Limin Huang, Electromechanical Engineer, Altair Samia Saaidi, Senior Technical Specialist - Electromechanical Solutions, Altair Duration: 20 minutes

In an ADAS, high-performance CPUs are the central core for decision-making and other high-level system management. To enable various self-driving capabilities, highly powerful accelerators (DLA, GPUs etc) are used. In this talk, we will first focus on the various AI/ML-based ADAS tasks and the underlying hardware used to execute those tasks. The talk will also focus on the fault tolerance and robustness aspects of these systems. Finally, a brief discussion on how commercial software like Altair EMBED and KnowledgeStudio can be used in the domain.

On an international stage, confidence in your design is the bridge to success. Engineering principles have been cultivated to satisfy design requirements and help analyze more and more accurately. For Team Albatross, as analysis of aircraft design holds crucial, Altair strikes to be the first choice. This integrated system houses major products such as Simlab, SImSolid, and Hypermesh which have helped us introduce new design validation analyses for the team. With Altair, we achieved greater computational power even on the simplest of laptop configurations. Altair Hypermesh has allowed dealing with complex geometries that come with our design with utmost ease, giving precise results. Powerful products of Altair such as SimSolid help us perform a plethora of analyses in a short span of time and completely eliminate the barrier of computing limitations. Such unique analysis tools of Altair have enabled Team Albatross to secure ranks in the top 3 for the past 2 years on an international level, and this year, Team Albatross also stood 1st nationwide. Seeing this, it is certain that with what Altair has to offer, Team Albatross is more than ready to advance in technological standards and bring laurels this year too!

This presentation is an overview of Rizel Automotive’s R&D journey towards developing an efficient and cost-effective Motor Platform with optimum characteristics for the automotive EV Space using Altair’s tools to solve electromagnetic, structural, NVH, and Thermal challenges and validate the Digital Designs and through Physical Testing. All the way through the design process, Altair tools helped us in solving the complex problems which solve the core electric motor problems; like inductances calculation, cogging torque optimization, D axis conditioning, model analysis, transient thermal analysis which helped us in understanding and validating our analytical design and research. With the help of Altair tools, we were able to implement and validate our novel ideas related to thermal design and come up with a unique motor architecture without compromising on electromagnetics. In this process, we have designed one of the lightest and compact radial flux motors in the industry. Easy to use software from Altair, with a simple interface and automation tools; helped us to iterate, fine-tune our motors with high accuracy and a much quicker pace. And helped us to engineer a powerful yet silent and cooler but efficient motor. From our recent dyno testing at ARAI, we were able to match the simulated data to dyno test results with a deviance of less than 5%, giving us great confidence in our Simulation Techniques and Altair’s tools, helping us decrease the Time to Enter the Market.

The usability of a headset is largely determined by a comfortable fit and its resistance to everyday use. Learn from Alice Lin, Manager of Mechanics at GN Audio R&D how she introduced FEM simulation capabilities at Jabra. The presentation shows how product design benefits from structural analysis, design for comfort, and drop test simulation. A future extension of simulation capabilities intends to address more areas and improve the simulation-driven design process efficiency. Speaker: Alice Lin, Manager of Mechanics, GN Audio Duration: 22 minutes Click the AD icon to select alternative audio translations - French, German, Portuguese and Spanish.

Serba Dinamik turbines power all critical systems on oil rigs, including safety systems and pumps. The equipment must be consistently reliable with no unplanned downtime. Traditional preventative maintenance schedules are time-consuming and resource-intensive. Learn how they developed a predictive maintenance system, to take preventative action only when needed.

In a world where everything is becoming more and more connected, Mabe, a leader in home appliances, is using product connectivity to fuel a digitization strategy that delivers consumers the best experience through their solutions and services. Learn how they are using big data, AI, and analytics to uncover insights, create new business opportunities, and inform product development. The presentation by Martin Ortega, Senior Design Engineer at Mabe, aired at Future.AI in June 2021, and is a little over 17 minutes long. Learn what it takes to build a smart product – and where to begin. Download our free eGuide. View all Future.AI 2021 Presentations

AAM has been providing mechanical drivelines to automotive customers for more than 25 years. As the automobile transitions to electrification, so too must the driveline. AAM has developed a suite of innovative, lightweight, compact and cost-optimized electric drive units and electric beam axles to meet the growing global technology demand as electric vehicles continue to expand over the next decade. Engineering simulation, optimization and validation tools were significant enablers to increase the validation confidence and reduce the time to market for these new products.

Sustainable designs last longer. David Yáñez from Vortex Bladeless, a Spanish start-up, shares his vision of the technology, the strategies used for the integration of the different physical phenomena involved in the simulation-driven design, and the development of their resonating structures having minimal parts susceptible to wear by friction. The simulation results from CFD, with fluid-structure interaction, and electromagnetic field simulation are compared with experimental wind tunnel results and from in-service environments.

AI-powered real-time melt-pool analytics for accelerated product development and production.

The costs of unscheduled downtime in manufacturing environments can be detrimental to operations. Altair makes it easy to monitor equipment health in real-time and predict failures. See how you can gain the insights your organization needs to avoid machine failures and unplanned downtime, increase equipment utilization and production line productivity, and reduce maintenance costs.

In this session we will highlight how Altair HyperWorks supports efficient data processing and visualization, thereby helping users to make decisions faster. From the simulation-driven design workflow, fully integrated with HyperWorks’ model build functionalities, to the high-performance visualization and reporting of simulation results, HyperWorks provides the best framework to visualize, process, and report data

With lightweighting at the forefront of the sustainability discussion, Altair HyperWorks has introduced a targeted environment to rapidly create models for topology optimization. The complete HyperWorks Design Space environment includes an automotive-only non-design space library, collision detection, and a fast and efficient voxel Boolean mesh engine. It facilitates the creation of new model variants in seconds without the need to go back to CAD. In addition to automotive BIW architecture studies, it supports design space local and global modeling for generic sub-systems throughout different industries. The concept adhesive workflow is also available to identify location of structural adhesive.

The ever-advancing digitization is being driven by the convergence of simulation, data, and HPC. While virtual methods, interoperable tools, and standardized interfaces become state of the art, the engineers and their management will play a significant role to break down silos and benefit from a Digital Thread. In this fireside chat, we will discuss the importance of people to unleash the potential of Digital Twins, how they can combine the different fields of product development and what is still missing to make the connection.

Gaining insights into a product’s performances has never been easier. With the HyperWorks Design Explorer, users can easily set up and execute the design of experiments (DOE) and optimization studies, learning which attributes contribute the most to the different performances, review, plot, and compare results from multiple runs, and ultimately identify optimal designs. The quick and easy setup process is solver independent, yet fully integrated with Altair’s structural analysis solutions. On the other hand, many design specifications are quantifiable and can be confirmed by physics but optimizing a design for subjective design requirements such as the look and feel of a product requires a different approach. This is when expertAI can help. It uses machine learning to enable you to include criteria that have traditionally been considered purely subjective or expert-driven in design optimization. The AI algorithms cluster your designs with respect to their subjective behaviors allowing them to be labeled to train a model aligned with your preferences.

Altair products are quickly evolving into AI-driven products. Starting from the modeling and visualization products, the latest release of Altair HyperWorks includes features like shapeAI, which quickly finds and classifies parts “by shape” inside geometry files or finite element meshes - when you want to locate all of the bolts, shafts, and gears in a complex assembly - by applying machine learning.

Safety and reliability are paramount objectives of the aero-engine development work. Comprehensive dynamic simulation and testing ensure safe and reliable products. However, new design architectures with increasing demand for power density need to be developed in even shorter time scales. Robust structural dynamics are one key objective that needs to be addressed very early in the concept design. Today’s analysis tools need to make accurate dynamic predictions at the system level which takes a long time due to very large design iterations and robustness assessments. An approach to resolve this dilemma by combining Altair SimSolid with frequency-based coupling and data science thinking is presented. The presentation by Carsten Buchholz, Project Engineer for Hybrid Electric Flight Demonstrator at Rolls-Royce, aired at Future.AI in June 2021, and is almost 13 minutes long. Ready to see how your company can drive innovation with AI-powered design? Contact our solutions experts today. View all Future.AI 2021 Presentations

Explore how mortgage lending, operations, and servicing groups leverage data analytics solutions to automate processes, apply predictive and prescriptive analytics, and monitor assets visually. Join us to see demonstrations on data extraction, content management, predicting credit defaults, and visual analytics. The presentation, by Senior Solutions Specialist Alyson Kelley, and Subject Matter Expert Joe Lovati from Altair, aired at Future.AI in June 2021, and is almost 44 minutes long. Ready to explore predictive analytics and process automation? Contact us! View all Future.AI 2021 Presentations

With the increasing adoption of telehealth and retailers expanding into healthcare delivery, patient demands for access and convenience continue to grow. Many organizations still rely on spreadsheets for key reporting and data management functions, but the manual processes required to manage healthcare data using spreadsheets are cumbersome and prone to error. Turning data into insight quickly is no longer optional and healthcare providers must respond with more efficient data handling workflows. In this session, we will explain how healthcare organizations can optimize their operations, improve patient experience, and reduce their costs using Monarch and advanced data transformation software in conjunction with spreadsheets. The presentation by Solutions Specialist John Strazdins, and Director of Healthcare Vertical at Altair Paige Jankowski, aired at Future.AI in June 2021, and is over 28 minutes long. Explore Altair Data Analytics for Healthcare View all Future.AI 2021 Presentations

What makes artificial intelligence a game changer is not what movies depict with the loud destructive powers of artificially intelligent robots. It’s the opposite, it is the silent creative destruction that it brings as apps in our phones or features in the tools that we use such as spam filters, fraud detectors, and recommendation engines. When combined, these tools make our lives more enjoyable, safe, and productive. In a similar spirit, at Altair, we have been working on powering product design and development with AI to make your work lives more enjoyable, and productive. Our focus has been improving processes and outcomes by reducing repetitive, labor-intensive, non-value-added tasks as well as emulating experts and enriching performance predictions with real-time field predictions. What makes these offerings unique is their no-code integration to the tools that you are already familiar with and hence not requiring you to have to leave your own working environment. In this presentation, examples of such AI-Powered product design processes will be demonstrated. The presentation by Dr. Fatma Kocer, VP of Engineering Data Science at Altair, aired at Future.AI in June 2021, and is almost 30 minutes long. Ready to see how your company can drive innovation with AI-powered design? Contact our solutions experts today. View all Future.AI 2021 Presentations

One of the challenges for CIOs and CFOs in managing IT spend is to get accurate data that can help to optimize spend. At Altair, we understand the need and we want to be your partner every step of the way. Learn how we delivered a most comprehensive data analytics solution for the IT finance team at Aptiv that helped to reduce operational time and automate the process of calculating the global IT spend accurately for managerial reporting. The presentation by Ripan Barot, Director of Professional Services and Customer Support at Altair, aired at Future.AI in June 2021, and is over 22 minutes long. See how Altair's predictive analytics solutions support calculating accurate IT spend. Contact us. View all Future.AI 2021 Presentations

Data scientists and business analysts across the retail industry use Altair to generate actionable insight from their data. In this session, we will explore how easy-to-use machine learning and predictive analytics tools empower you to rapidly analyze data and quickly produce explainable results - without requiring a single line of code. The presentation by Solutions Specialist Jack Lynch, and Director of State, Local & Education Vertical at Altair Mark Burns, aired at Future.AI in June 2021, and is over 21 minutes long. View all Future.AI 2021 Presentations

Several OEMs currently face the challenge of information silos due to poor integration of models across the product life cycle. Furthermore, there is limited reuse of models between programs and the variation of modeling maturity across various Engineering disciplines results in lack of traceability. In this short presentation, we will look at solutions and workflows that leverages a systems model as a common language of communication while facilitating various types of real time dashboards and visualization to help understand and optimize the entire Mechatronic system performance.

Presented at the ATCx Heavy Equipment in May 2021.

Speaker: Keshav Sundaresh, Global Director – Smart Systems & Mechatronics, Altair

Duration: 20 minutes

Marco Fliesser Technical Director Data Analytics EMEA presents "The Value of Data Analytics in the Smart Factory ".

Dr. Fatma Kocer VP, Engineering Data Science at Altair showcases the impact of AI in development environments. In particular on how CAE tools will evolve and Design Exploration is taken to the next level.

Anthony Mc Loughlin VP Sales Data Analytics, EMEA presents how to empower engineering to make data & AI work.

Benoit Pelourdeau presents how Stanley Robotics SAS drives the design process with simulation, to develop the world's first robotic car storage service. Learn from him how the interdisciplinary mechatronic product development team succeeds with accurate virtual prototypes.

Simon Zwingert, Technical Consultant, gives a Demo Sessions on Altair Simulation Solutions for faster evaluation of real-world machines, explaining how, to improve the design with studies and the design exploration on the complete assembly to perform weld line optimization.

Mayer & Cie. GmbH & Co. KG sets simulation as a central element of the digital development strategy and leverages virtual product development for more efficient machine generations. Marcel Wohlleb presents simulation applications and illustrates how customers of the world market leader in circular knitting benefit.

Indradev Babu, Managing Director, UCAM PVT LTD, explains how he developed a CNC Jobshop to the largest manufacturer of CNC Rotary tables—presenting different development examples, he explains how Simulation Driven Design helps him to differentiate and what simulation Strategies he implements in the customer-centric development for the following generation Machine Tools at UCAM.

A recording of the electric motor development panel discussion as part of the ATCx Electric Powertrain virtual event in March 2021. The panel features insight from Cleef Thackwell, Lead Motor Design Engineer at Jaguar Land Rover; Dr. Lars Fredriksson, VP Global Automotive at Altair; James Eves, Team Manager at Altair; Jonathan Stevens, Senior Development Engineer at Equipmake; Andy Jones, Innovation Program Manager at HiETA Technologies; Sergi Riba, Design Engineer at Safran Ventilation Systems; and Vincent Leconte, Senior Director of Global Business Development, Electromechanical Solutions at Altair.

James Eves, Team Manager at Altair, Jonathan Stevens, Senior Development Engineer at Equipmake and Andy Jones, Innovation Program Manager at HiETA Technologies, discuss AMPERE, a joint project to produce an extremely lightweight, efficient but low-cost electric motor with an extremely high continuous power density. The consortium will present some of the engineering challenges that designing such a high performance motor has posed, and how these challenges have been overcome through advanced manufacturing technology and simulation driven design.

Dr. Richard Boyd, Technical Specialist at Altair take us through his presentation, Simulation Technology Facilitating Battery Pack Range Optimization. Richard will take the battery module presented in Part 2 and create a full 3D model of the module - the duty cycle, event and optimization is repeated in this environment. This is performed efficiently in a Finite Element environment. In addition, a link to a 3D Computational Fluid Dynamics solver is highlighted if additional verification is required.

Dr. Lars Fredriksson, VP - Simulation Driven Innovation at Altair, presents the multi-physics design of e-motors with a particular focus on optimising performance including efforts to maximize torque and power under defined driving conditions while keeping rotor stresses, motor vibrations and motor temperature within certain limits. We’ll also see some specific examples of this process as applied to e-motor development at both Porsche and AMG.

Sergi Riba, Design Engineer at Safran Ventilation Systems, with a brief introduction by Vincent Leconte, Senior Director of Global Business Development - EM Solution at Altair. Together they discuss the development of electric machines for the aerospace sector.

Andrew Lawton, Principal Research Engineer at Smart Manufacturing Technology. Andrew has worked at SMT for almost 10 years with a focus on the dynamic analysis of drivetrains, including the effect of excitation forces from the electric machine as well as the gears. Andrew’s presentation will cover NVH analysis of an EV drivetrain, specifically with regard to response to electric machine forces generated by Altair Flux.  He will illustrate this by looking at how the presence of unbalanced magnetic pull can affect the NVH response by importing the forces from Flux into MASTA.

Dr. Royston Jones, CTO and Dr. Anthony Hahnel, Technical Director, give their keynote presentation during the ATCx Driving Innovation in Electric Powertrain 2021.