Kautex-Textron Engineers Reduce Product Development Time and Costs with Monolith AI Software

Kautex-Textron Engineers Reduce Product Development Time and Costs with Monolith AI Software

Monolith – artificial intelligence (AI) software provider to the world’s leading automotive, aerospace and industrial engineering teams – has announced the results of its collaboration with Kautex, a Textron Inc. (NYSE: TXT) company and Top 100 automotive supplier to global OEMs. Monolith’s highly intelligent AI technology enabled the Kautex-Textron validation engineering team to solve one of their most complex engineering challenges with fuel ‘sloshing’ while reducing design iterations and prototyping and testing costs. Leveraging the power of AI to accurately predict sloshing noise generated when a vehicle decelerates, the ground-breaking work opens a world of opportunities for Kautex-Textron engineers to expand the application of AI to solve further engineering challenges in the era of electrification.

Dr. Bernhardt Lüddecke, Global Director of Validation, Kautex-Textron, said: “With Monolith’s machine learning method, we not only solved the challenge, we also reduced design iteration times and prototyping and testing costs. The software reduces design analysis time from days to minutes with improved accuracy. We are thrilled with the results, and we are confident we have found a way to improve future design solutions.”

The core of the Kautex engineers’ challenge was to reliably understand the relationship between the properties of the fuel tank, the test parameters and the resulting sloshing noise – an intractable physics procedure typically requiring multiple physical tests with prototype tank shapes filled at differing levels.

Dr. Alin Petcu, Global Lead, Virtual Validation Projects, Kautex Textron, said: “Predicting fuel sloshing noise during vehicle deceleration is one of the most complicated, multi-physics challenges for our engineering team to model and understand. Using Monolith AI software, we have now solved this most intractable, previously unsolvable physics problem. By combining our engineering expertise, acoustic data and Monolith AI software, we can quickly understand the relationship between the tank, test parameters and sloshing noise, and instantly and reliably predict the expected noise on new designs.”

Through the power of machine learning, Monolith’s highly sophisticated AI platform was able to combine existing valuable acoustic test data, 3D CAD tank shapes and different inner component set-ups to produce highly accurate models for fuel sloshing behaviour – removing the need to conduct a series of time- and cost-consuming tests and complex simulations under multiple parameters.

Dr. Richard Ahlfeld, CEO and Founder, Monolith AI, said: “This innovative application of machine learning allowed the visionary Kautex engineering team to significantly cut design time and testing costs, extensively streamlining what was a highly complicated process. The possibilities for applying AI technology to further use cases in their product design work is hugely exciting for us, and we look forward to producing more excellent results for Kautex and our automotive OEM customers.”

The powerful machine learning capabilities offered by Monolith’s AI platform can also be applied to electric vehicles. Kautex engineers are exploring the potential to use Monolith to help streamline the process for battery pack casing impact testing, thereby reducing development costs and enabling the business to bring cost- and performance-competitive EV solutions to new markets around the world.

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Typically thought of as being an easy to clean area of the home, hard floors have risen in popularity in recent decades. Globally, hard floors are the most common floor type,2 and research released today by Dyson has uncovered poor cleaning habits that mean hard floors are likely to be harbouring an array of hidden nasties.     This comes as 32% of Brits – equating to 21.6 million people in the UK – will use the same dirty mop head for six months or more before replacing it. What’s more, one in 20 also admit to keeping the same mop for a year or longer, and one in 10 think it is acceptable to use the same mop 100 times, spreading dirt around their floors every time they use it.   Cross contamination is a primary issue for most common and traditional mopping methods with germs and bacteria further being unknowingly spread around homes as Brits use dirty water to clean floors.3 45% only change the water to new water between rooms, whereas 41% wait even longer until it looks dirty. This could mean that floors are being washed with dirty water, adding more dirt rather than taking it away. Surprisingly, almost one in 10 (9%) even admit to not changing the dirty water at all when mopping.   Over a quarter (28%) admit to mopping their floors once a fortnight or less while over half (53%) admit they don’t regularly clean behind appliances and leave dirt to build up for as long as six months at a time.   image002.jpg   On how to achieve a perfect barefoot clean feel after mopping, Geli Lee, Dyson Engineer and Home Cleaning Expert offers their top tips for eliminating dirt around the home:   1.     Create a cleaning schedule to stay on top of dirt build-up. In the last year, there has been a 15% global reduction in the number of people who maintain regular cleaning schedules. 47% of the British public admitted to only being motivated to clean when they spot visible dirt or dust.4 Regular floor cleaning with a wet hard floor cleaner like the Dyson WashG1™ removes more stubborn dirt than vacuuming alone.    It is important to have a debris free surface, clear any clutter from the floor or other surfaces.      Choose the right machine: Different vacuums are designed for different floor types and home sizes. Some machines will be engineered with hard floors in mind and will struggle on thick pile carpets, for example. Choosing the right machine for your home will make a big difference to the ease and speed with which you’re able to clean your home.      Clean your floors ‘little and often’. Washing your floors frequently in areas that receive more foot fall will help to stop dirt building up and getting trodden into your floor. Using a dedicated wet floor cleaner on hard flooring such as the Dyson WashG1 is helpful for this, as the versatile format means it vacuums and washes the floor simultaneously.   Cleaning schedules have also become less regimented. In recent years only 41% of people claim to have a regular cleaning schedule, and 60% admit to cleaning reactively; being motivated to clean only when there is visible dirt or dust5. It’s perhaps not surprising, that a fifth of people are still concerned their floors are dirty after they’ve mopped them (22%) and one in four6 feel extremely worried about indoor dust at home.  Geli Lee, Dyson Engineer and Home Cleaning Expert reveals why it is important to change the way we mop: “Cleaning your hard floors properly and regularly is important for maintaining a healthy environment around your home. Without a proper cleaning routine, dirt may unknowingly build up and spread around your home. It is evident from our research that current mopping habits mean British households aren’t cleaning their floors as effectively as they should.   “From ignoring problem areas where dust and debris build up, cross contamination with dirty water to not replacing mop heads or inconsistent cleaning, current mopping behaviours may be making floors dirtier as opposed to cleaner. Moving away from traditional methods, wet floor cleaners like the Dyson WashG1 simplify the floor cleaning experience and provide a modern efficient and hygienic solution”  To help take the guesswork out of mopping, the brand new WashG1 is Dyson’s first dedicated wet floor cleaner that tackles wet and dry debris in one go. Engineered for hygienic cleaning and maintenance, the WashG1 is revolutionising wet floor cleaning, removing the need for multi-products and multi-steps to achieve a barefoot clean feel around the home.   To put the product to the test, Dyson have cleaned one of London’s most iconic landmarks The Victoria and Albert Museum. From cleaning the grand marble floors housing the most prestigious exhibits, to cleaning up leftover food in the Gamble Room Cafe, the WashG1 had a dirt busting tour of the museum leaving it spotless. Images can be found here.    The WashG1 introduces Dyson’s engineering expertise to cleaning hard floors. With a 1 litre clean-water tank to cover flooring up to 290m2, the Dyson WashG1 uses a combination of hydration, absorption, and extraction technologies to remove wet and dry spills and stains simultaneously.   The Dyson WashG1 is available to purchase now from Dyson.co.uk, retailing at £599.99.

Typically thought of as being an easy to clean area of the home, hard floors have risen in popularity in recent decades. Globally, hard floors are the most common floor type,2 and research released today by Dyson has uncovered poor cleaning habits that mean hard floors are likely to be harbouring an array of hidden nasties. This comes as 32% of Brits – equating to 21.6 million people in the UK – will use the same dirty mop head for six months or more before replacing it. What’s more, one in 20 also admit to keeping the same mop for a year or longer, and one in 10 think it is acceptable to use the same mop 100 times, spreading dirt around their floors every time they use it. Cross contamination is a primary issue for most common and traditional mopping methods with germs and bacteria further being unknowingly spread around homes as Brits use dirty water to clean floors.3 45% only change the water to new water between rooms, whereas 41% wait even longer until it looks dirty. This could mean that floors are being washed with dirty water, adding more dirt rather than taking it away. Surprisingly, almost one in 10 (9%) even admit to not changing the dirty water at all when mopping. Over a quarter (28%) admit to mopping their floors once a fortnight or less while over half (53%) admit they don’t regularly clean behind appliances and leave dirt to build up for as long as six months at a time. image002.jpg On how to achieve a perfect barefoot clean feel after mopping, Geli Lee, Dyson Engineer and Home Cleaning Expert offers their top tips for eliminating dirt around the home: 1. Create a cleaning schedule to stay on top of dirt build-up. In the last year, there has been a 15% global reduction in the number of people who maintain regular cleaning schedules. 47% of the British public admitted to only being motivated to clean when they spot visible dirt or dust.4 Regular floor cleaning with a wet hard floor cleaner like the Dyson WashG1™ removes more stubborn dirt than vacuuming alone. It is important to have a debris free surface, clear any clutter from the floor or other surfaces. Choose the right machine: Different vacuums are designed for different floor types and home sizes. Some machines will be engineered with hard floors in mind and will struggle on thick pile carpets, for example. Choosing the right machine for your home will make a big difference to the ease and speed with which you’re able to clean your home. Clean your floors ‘little and often’. Washing your floors frequently in areas that receive more foot fall will help to stop dirt building up and getting trodden into your floor. Using a dedicated wet floor cleaner on hard flooring such as the Dyson WashG1 is helpful for this, as the versatile format means it vacuums and washes the floor simultaneously. Cleaning schedules have also become less regimented. In recent years only 41% of people claim to have a regular cleaning schedule, and 60% admit to cleaning reactively; being motivated to clean only when there is visible dirt or dust5. It’s perhaps not surprising, that a fifth of people are still concerned their floors are dirty after they’ve mopped them (22%) and one in four6 feel extremely worried about indoor dust at home. Geli Lee, Dyson Engineer and Home Cleaning Expert reveals why it is important to change the way we mop: “Cleaning your hard floors properly and regularly is important for maintaining a healthy environment around your home. Without a proper cleaning routine, dirt may unknowingly build up and spread around your home. It is evident from our research that current mopping habits mean British households aren’t cleaning their floors as effectively as they should. “From ignoring problem areas where dust and debris build up, cross contamination with dirty water to not replacing mop heads or inconsistent cleaning, current mopping behaviours may be making floors dirtier as opposed to cleaner. Moving away from traditional methods, wet floor cleaners like the Dyson WashG1 simplify the floor cleaning experience and provide a modern efficient and hygienic solution” To help take the guesswork out of mopping, the brand new WashG1 is Dyson’s first dedicated wet floor cleaner that tackles wet and dry debris in one go. Engineered for hygienic cleaning and maintenance, the WashG1 is revolutionising wet floor cleaning, removing the need for multi-products and multi-steps to achieve a barefoot clean feel around the home. To put the product to the test, Dyson have cleaned one of London’s most iconic landmarks The Victoria and Albert Museum. From cleaning the grand marble floors housing the most prestigious exhibits, to cleaning up leftover food in the Gamble Room Cafe, the WashG1 had a dirt busting tour of the museum leaving it spotless. Images can be found here. The WashG1 introduces Dyson’s engineering expertise to cleaning hard floors. With a 1 litre clean-water tank to cover flooring up to 290m2, the Dyson WashG1 uses a combination of hydration, absorption, and extraction technologies to remove wet and dry spills and stains simultaneously. The Dyson WashG1 is available to purchase now from Dyson.co.uk, retailing at £599.99.