---
title: Viviota Blog | Electric Cars
description: Electric Cars | Viviota Blog
---

[![](https://blog.viviota.com/hs-fs/hubfs/Viviota_October2019%20Theme/images/Logo/cropped-Viviota-1-4.jpg?width=150&height=50&name=cropped-Viviota-1-4.jpg)](https://viviota.com/)

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# Viviota Blog

# electric cars

## [Engineering Data Value Chain: Why Preparation Wins](https://blog.viviota.com/engineering-data-value-chain-why-preparation-wins)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Mar 6, 2026 1:40:11 PM

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[![](https://blog.viviota.com/hubfs/hs-generated-images/Photorealistic%20technology%20photography%20a%20modern%20engineering%20lab%20with%20an%20autonomous%20vehicle%20chassis%20on%20a%20dynamometer%20and%20edge%20server%20racks%20Focused%20engin.png)](https://blog.viviota.com/engineering-data-value-chain-why-preparation-wins)

## Why engineering data preparation is the hidden ROI driver

**Engineering data preparation** is the systematic process of cleansing, structuring, enriching, and tagging raw test and sensor data so engineers can find, trust, and use it quickly for analytics and AI. Done well, it turns chaotic files and logs into a reusable asset that cuts time-to-insight from days to seconds and unlocks predictive models.

[Read More](https://blog.viviota.com/engineering-data-value-chain-why-preparation-wins)

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 Topics: [Big Data](https://blog.viviota.com/tag/big-data), [Analytics](https://blog.viviota.com/tag/analytics), [IIoT](https://blog.viviota.com/tag/iiot), [Electric Grid](https://blog.viviota.com/tag/electric-grid), [F1](https://blog.viviota.com/tag/f1), [COTA](https://blog.viviota.com/tag/cota), [Autonomous Vehicles](https://blog.viviota.com/tag/autonomous-vehicles), [Analog Data](https://blog.viviota.com/tag/analog-data), [ADAS](https://blog.viviota.com/tag/adas), [Hybrid Cars](https://blog.viviota.com/tag/hybrid-cars), [Electric Cars](https://blog.viviota.com/tag/electric-cars), [ESS](https://blog.viviota.com/tag/ess), [ANC](https://blog.viviota.com/tag/anc), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Factory 4.0](https://blog.viviota.com/tag/factory-4-0), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling), [Build Back Better Act](https://blog.viviota.com/tag/build-back-better-act), [EV](https://blog.viviota.com/tag/ev), [Digital transformation](https://blog.viviota.com/tag/digital-transformation)

## [Where Real-World Engineering Data Meets Synthetic Intelligence](https://blog.viviota.com/where-real-world-engineering-data-meets-synthetic-intelligence)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Jan 27, 2026 11:20:13 AM

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[![Real World engineering data meets Synthetic data for ML and AI](https://blog.viviota.com/hubfs/AI-Generated%20Media/Images/In%20a%20vibrant%20modern%20engineering%20workspace%20a%20diverse%20team%20of%20engineers%20collaborates%20intently%20around%20a%20large%20touchscreen%20display%20their%20faces%20illuminated.png)](https://blog.viviota.com/where-real-world-engineering-data-meets-synthetic-intelligence)

**Viviota and Rockfish Partner to Accelerate AI-Driven Engineering with Real and Synthetic Data**

[Read More](https://blog.viviota.com/where-real-world-engineering-data-meets-synthetic-intelligence)

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 Topics: [Engineering Data](https://blog.viviota.com/tag/engineering-data), [Big Data](https://blog.viviota.com/tag/big-data), [Analytics](https://blog.viviota.com/tag/analytics), [automotive industry](https://blog.viviota.com/tag/automotive-industry), [Electric Grid](https://blog.viviota.com/tag/electric-grid), [Autonomous Vehicles](https://blog.viviota.com/tag/autonomous-vehicles), [Machine Learning](https://blog.viviota.com/tag/machine-learning), [aerospace](https://blog.viviota.com/tag/aerospace), [Hybrid Cars](https://blog.viviota.com/tag/hybrid-cars), [Electric Cars](https://blog.viviota.com/tag/electric-cars), [Sensor Data Management](https://blog.viviota.com/tag/sensor-data-management), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Factory 4.0](https://blog.viviota.com/tag/factory-4-0), [Manufacturing](https://blog.viviota.com/tag/manufacturing), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling), [Software](https://blog.viviota.com/tag/software), [Digital transformation](https://blog.viviota.com/tag/digital-transformation)

## [CES 2026 Blog Series: Mind-boggling technology observations](https://blog.viviota.com/ces-2026-blog-series-mind-boggling-technology-observations)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Jan 15, 2026 10:33:13 AM

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[![Consumer Electronic Show 2026](https://blog.viviota.com/hubfs/AI-Generated%20Media/Images/Generate%20an%20image%20that%20can%20be%20posted%20on%20all%20sociel%20media%20with%20the%20correct%20ratios%20The%20image%20showcases%20a%20bustling%20exhibition%20hall%20at%20CES%202026%20filled%20wit.png)](https://blog.viviota.com/ces-2026-blog-series-mind-boggling-technology-observations)

Over the next few weeks, I’ll be sharing a short series of observations from CES 2026 across three themes:

[Read More](https://blog.viviota.com/ces-2026-blog-series-mind-boggling-technology-observations)

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 Topics: [Engineering Data](https://blog.viviota.com/tag/engineering-data), [Big Data](https://blog.viviota.com/tag/big-data), [Analytics](https://blog.viviota.com/tag/analytics), [IIoT](https://blog.viviota.com/tag/iiot), [Autonomous Vehicles](https://blog.viviota.com/tag/autonomous-vehicles), [Sensor Data](https://blog.viviota.com/tag/sensor-data), [Machine Learning](https://blog.viviota.com/tag/machine-learning), [Analog Data](https://blog.viviota.com/tag/analog-data), [Electric Cars](https://blog.viviota.com/tag/electric-cars), [ANC](https://blog.viviota.com/tag/anc), [Sensor Data Management](https://blog.viviota.com/tag/sensor-data-management), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Factory 4.0](https://blog.viviota.com/tag/factory-4-0), [Manufacturing](https://blog.viviota.com/tag/manufacturing), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling), [LabVIEW](https://blog.viviota.com/tag/labview), [Digital transformation](https://blog.viviota.com/tag/digital-transformation)

## [Is Machine Learning a Battery Test Engineer's New Best Friend?](https://blog.viviota.com/ev-analytics)

 Posted by [Darren Schmidt](https://blog.viviota.com/author/darren-schmidt) on Oct 25, 2023 12:50:05 PM

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[![](https://blog.viviota.com/hubfs/shutterstock_1489717847.jpg)](https://blog.viviota.com/ev-analytics)

 

Is Machine Learning a Battery Test Engineer's New Best Friend?

4:18

Existing testing approaches are time consuming taking several months to run 1000s of tests on 100s of samples. The tests are destructive meaning the batteries tested are not usable when testing is complete. Data collected from testing is only valid for the batch of batteries testes (i.e., they are tied to battery chemistry). As battery consumption increases, the length of time to test batteries becomes critical. If supplies are depleted before testing is completed, the testing results are worthless.

[Read More](https://blog.viviota.com/ev-analytics)

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 Topics: [Analytics](https://blog.viviota.com/tag/analytics), [Electric Cars](https://blog.viviota.com/tag/electric-cars), [EV](https://blog.viviota.com/tag/ev)

## [Making Sense of the Pending Electric Vehicle Legislation](https://blog.viviota.com/making-sense-of-the-pending-electric-vehicle-legislation)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Oct 27, 2021 6:00:00 AM

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[![](https://blog.viviota.com/hubfs/shutterstock_1559715365.jpg)](https://blog.viviota.com/making-sense-of-the-pending-electric-vehicle-legislation)

Many of us that follow EV trends know that the US is substantially behind both the EU and China in terms of both the number of EVs on the road and the infrastructure that is in place to support growth of the EV footprint in the US. For months we’ve been hearing about ambitious goals from the current administration that Congress has been working towards legislating with new bills that would improve all types of infrastructure, including the push to expand sales of zero-emissions vehicles. Nothing has been signed into law yet, but with the Senate passage of the bipartisan infrastructure bill (also called the Infrastructure Investment and Jobs Act), we know what that bill currently looks like.  Then there is the separate bill referred to by several names: the American Families Plan, the Build Back Better bill, the human infrastructure bill, and the $3.5T social spending bill (although it probably won’t be $3.5T when negotiations run their course). Even the latter bill will likely have some EV-centric content based on what we’ve heard from lawmakers, especially those from Michigan. So, with everything subject to change—where are we?

[Read More](https://blog.viviota.com/making-sense-of-the-pending-electric-vehicle-legislation)

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 Topics: [Electric Cars](https://blog.viviota.com/tag/electric-cars), [Build Back Better Act](https://blog.viviota.com/tag/build-back-better-act), [EV](https://blog.viviota.com/tag/ev)

## [Product Verification Accelerating Innovation - Webinar](https://blog.viviota.com/product-verification-accelerating-innovation-webinar)

 Posted by [Patricia Friar](https://blog.viviota.com/author/patricia-friar) on Feb 18, 2020 3:34:52 PM

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[![](https://blog.viviota.com/hubfs/shutterstock_589267616.jpg)](https://blog.viviota.com/product-verification-accelerating-innovation-webinar)

There’s a rumble in the Automotive Industry. A survey of automotive industries stakeholders, conducted by Jabil, showed that automotive companies are shortening product development timelines to meet new market requirements. The automotive industry has undergone a number of industry-shifting developments over the past several years. The introduction of electric vehicles and the continued development of ADAS technologies are leading these transformations. We’ve seen new challengers in the automotive industry popping up, and rapid innovation within leading automotive companies.

[Read More](https://blog.viviota.com/product-verification-accelerating-innovation-webinar)

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 Topics: [Analytics](https://blog.viviota.com/tag/analytics), [automotive industry](https://blog.viviota.com/tag/automotive-industry), [ADAS](https://blog.viviota.com/tag/adas), [Hybrid Cars](https://blog.viviota.com/tag/hybrid-cars), [Electric Cars](https://blog.viviota.com/tag/electric-cars), [simulation](https://blog.viviota.com/tag/simulation), [webinar](https://blog.viviota.com/tag/webinar)

## [Electronic Sound Synthesis & Active Noise Cancellation in Automobiles](https://blog.viviota.com/electronic-sound-synthesis-active-noise-cancellation-in-automobiles)

 Posted by [Patricia Friar](https://blog.viviota.com/author/patricia-friar) on Apr 2, 2019 7:00:00 AM

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[![Screen Shot 2019-04-01 at 1.35.32 PM](https://blog.viviota.com/hubfs/Screen%20Shot%202019-04-01%20at%201.35.32%20PM.png)](https://blog.viviota.com/electronic-sound-synthesis-active-noise-cancellation-in-automobiles)

Car & Driver's March 2019 issue includes an article on sound Active Noise Cancellation (ANC) and Electronic Sound Synthesis (ESS). With the September 2019 deadline looming for auto manufacturers to meet [PEDESTRIAN SAFETY ENHANCEMENT ACT OF 2010](https://www.congress.gov/111/plaws/publ373/PLAW-111publ373.pdf) (PSEA), which governs EV & HEV sound emissions, there is opportunity for new automotive products that detect and emit sound at low speeds in these vehicles (< 18.6 mph). There is also the opportunity for the reverse, removing annoying sounds. Innovative sound creation and sound reduction systems are relying on sensor data to determine what sounds to synthesize and what sound to deaden.

[Read More](https://blog.viviota.com/electronic-sound-synthesis-active-noise-cancellation-in-automobiles)

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 Topics: [Sensor Data](https://blog.viviota.com/tag/sensor-data), [Hybrid Cars](https://blog.viviota.com/tag/hybrid-cars), [Electric Cars](https://blog.viviota.com/tag/electric-cars), [ESS](https://blog.viviota.com/tag/ess), [ANC](https://blog.viviota.com/tag/anc)

## [Electric & Hybrid Vehicles Low Speed Alert Systems - Music to Our Ears?](https://blog.viviota.com/electric-hybrid-vehicles-low-speed-alert-systems-music-to-our-ears)

 Posted by [Patricia Friar](https://blog.viviota.com/author/patricia-friar) on Jan 24, 2019 4:59:00 PM

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[![Screen Shot 2019-01-23 at 10.50.17 PM](https://blog.viviota.com/hubfs/Screen%20Shot%202019-01-23%20at%2010.50.17%20PM.png)](https://blog.viviota.com/electric-hybrid-vehicles-low-speed-alert-systems-music-to-our-ears)

I was reminded yesterday of how cars play a role in our identity, and separately how new auto safety regulations for electric and hybrid vehicles create an opportunity for auto manufacturers to be creative. I was picking up my 2011 Kia Optima Hybrid from a car stereo retailer in Austin, and while I waited, I glanced at the stacks of sub woofers waiting for owners. They ranged in price from $149 to over $1000. Admittedly, my family has installed high-end stereos with sub-woofers in cars ranging from a 1992 5.0 Mustang GT to a Toyota Sienna mini-van, however a low-rider in the showroom brought to mind low-decibel vibrations at intersections when, by chance, I was sitting at a red light alongside a low-rider. The car and the sub-woofer are an expression of the driver and their identity.

[Read More](https://blog.viviota.com/electric-hybrid-vehicles-low-speed-alert-systems-music-to-our-ears)

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 Topics: [Autonomous Vehicles](https://blog.viviota.com/tag/autonomous-vehicles), [ADAS](https://blog.viviota.com/tag/adas), [Hybrid Cars](https://blog.viviota.com/tag/hybrid-cars), [Electric Cars](https://blog.viviota.com/tag/electric-cars)

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