---
title: Viviota Blog | Sensor Data
description: Sensor Data | 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

# sensor data

## [Viviota is partnering with Signal.X sharing a booth at NI Connect 2026](https://blog.viviota.com/viviota-is-partnering-with-signal.x-sharing-a-booth-at-ni-connect-2026)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on May 7, 2026 8:23:52 AM

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[![](https://blog.viviota.com/hubfs/Viviota_SignalX_NIConnect2026_Hero.png)](https://blog.viviota.com/viviota-is-partnering-with-signal.x-sharing-a-booth-at-ni-connect-2026)

It's a natural fit. Signal.X brings 20+ years of NVH and end-of-line test expertise — defining defect-revealing test targets, controlling test stands with precision, and archiving raw and processed data. Viviota provides the engineering data platform that scales it across the enterprise — ingesting and unifying sensor data, making it searchable, and powering a fast analysis workbench for your engineering teams.

Together, the integrated solution helps manufacturers:  
• Dramatically reduce time-to-insight  
• Cut test costs and eliminate redundant testing  
• Pinpoint root causes of failures and performance drift  
• Operationalize AI/ML for predictive quality and reliability

If you'll be at NI Connect, two ways to connect:

1) Catch Barry Hutts Tech Stage talk  
   "From Chaos to Clarity: Turning Test & Measurement Data into AI-Ready Pipelines"  
   Thursday, May 14  |  8:20–8:40 AM

2) Stop by our shared Viviota + Signal.X booth  
   We'll walk you through the integrated solution live, with real test data.

Not attending but curious? Send an email to Pete.Zogas@viviota.cpm

Looking forward to seeing you in Fort Worth.

[Read More](https://blog.viviota.com/viviota-is-partnering-with-signal.x-sharing-a-booth-at-ni-connect-2026)

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 Topics: [Big Data](https://blog.viviota.com/tag/big-data), [Analytics](https://blog.viviota.com/tag/analytics), [Sensors](https://blog.viviota.com/tag/sensors), [Electric Grid](https://blog.viviota.com/tag/electric-grid), [Real-time computing](https://blog.viviota.com/tag/real-time-computing), [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), [ADAS](https://blog.viviota.com/tag/adas), [NIWeek](https://blog.viviota.com/tag/niweek), [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), [Smart Factories](https://blog.viviota.com/tag/smart-factories), [Manufacturing](https://blog.viviota.com/tag/manufacturing), [Digital transformation](https://blog.viviota.com/tag/digital-transformation)

## [Engineering Data Challenges in High-Stakes Industries](https://blog.viviota.com/engineering-data-challenges-in-high-stakes-industries)

 Posted by [Pete Zogas](https://blog.viviota.com/author/pete-zogas) on Mar 30, 2026 12:30:12 PM

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[![](https://blog.viviota.com/hubfs/AI-Generated%20Media/Images/21%20and%20300175%20In%20a%20dimly%20lit%20office%20a%20weary%20woman%20named%20Sarah%20Thompson%20sits%20at%20a%20cluttered%20desk%20her%20tired%20eyes%20illuminated%20by%20the%20soft%20glow%20of%20her%20lap-1.png)](https://blog.viviota.com/engineering-data-challenges-in-high-stakes-industries)

Plan a Strategy to Accelerate Your Organization’s Performance

[Read More](https://blog.viviota.com/engineering-data-challenges-in-high-stakes-industries)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/engineering-data-challenges-in-high-stakes-industries#comments-listing)

 Topics: [Test](https://blog.viviota.com/tag/test), [IoT](https://blog.viviota.com/tag/iot), [Viviota](https://blog.viviota.com/tag/viviota), [SAP](https://blog.viviota.com/tag/sap), [Sensors](https://blog.viviota.com/tag/sensors), [automotive industry](https://blog.viviota.com/tag/automotive-industry), [Real-time computing](https://blog.viviota.com/tag/real-time-computing), [U.S. Grand Prix](https://blog.viviota.com/tag/u-s-grand-prix), [Sensor Data](https://blog.viviota.com/tag/sensor-data), [Machine Learning](https://blog.viviota.com/tag/machine-learning), [aerospace](https://blog.viviota.com/tag/aerospace), [ADAS](https://blog.viviota.com/tag/adas), [NIWeek](https://blog.viviota.com/tag/niweek), [ANC](https://blog.viviota.com/tag/anc), [Sensor Data Management](https://blog.viviota.com/tag/sensor-data-management), [data cleansing](https://blog.viviota.com/tag/data-cleansing), [simulation](https://blog.viviota.com/tag/simulation), [webinar](https://blog.viviota.com/tag/webinar), [Smart Factories](https://blog.viviota.com/tag/smart-factories), [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), [LabVIEW](https://blog.viviota.com/tag/labview)

## [TD Synnex and HPE](https://blog.viviota.com/td-synnex-and-hpe)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Feb 12, 2026 12:28:51 PM

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[![](https://blog.viviota.com/hubfs/Viviota_TDSYNEX_Partnership_Final_v4.jpg)](https://blog.viviota.com/td-synnex-and-hpe)

We’re proud to partner with **TD SYNNEX**, a global leader in technology distribution and solutions orchestration. TD SYNNEX brings together an extensive ecosystem of IT products, services, and innovative solutions that help technology providers and resellers accelerate growth and deliver value to their customers. With operations spanning more than 100 countries and decades of experience connecting world-class technology vendors with the partners who serve the market, TD SYNNEX simplifies complex technology challenges and unlocks new opportunities across enterprise IT, cloud, networking, security, and more. 

[Read More](https://blog.viviota.com/td-synnex-and-hpe)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/td-synnex-and-hpe#comments-listing)

 Topics: [IoT](https://blog.viviota.com/tag/iot), [Viviota](https://blog.viviota.com/tag/viviota), [Sensor Data](https://blog.viviota.com/tag/sensor-data), [Machine Learning](https://blog.viviota.com/tag/machine-learning), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Smart Factories](https://blog.viviota.com/tag/smart-factories), [Manufacturing](https://blog.viviota.com/tag/manufacturing)

## [CES 2026: The Line Between Science Fiction and Engineering Just Disappeared](https://blog.viviota.com/ces-2026-the-line-between-science-fiction-and-engineering-just-disappeared-1)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Jan 29, 2026 9:37:52 AM

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[![](https://blog.viviota.com/hubfs/s%20digital%20thread-1.jpg)](https://blog.viviota.com/ces-2026-the-line-between-science-fiction-and-engineering-just-disappeared-1) 

[AI Dog CES 2026](https://youtu.be/zwz_OH5peXs)

Part 3 — The AI Bottleneck Nobody Is Talking About

[Read More](https://blog.viviota.com/ces-2026-the-line-between-science-fiction-and-engineering-just-disappeared-1)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/ces-2026-the-line-between-science-fiction-and-engineering-just-disappeared-1#comments-listing)

 Topics: [Test](https://blog.viviota.com/tag/test), [Big Data](https://blog.viviota.com/tag/big-data), [Analytics](https://blog.viviota.com/tag/analytics), [Viviota](https://blog.viviota.com/tag/viviota), [SAP](https://blog.viviota.com/tag/sap), [Sensors](https://blog.viviota.com/tag/sensors), [automotive industry](https://blog.viviota.com/tag/automotive-industry), [Real-time computing](https://blog.viviota.com/tag/real-time-computing), [COTA](https://blog.viviota.com/tag/cota), [U.S. Grand Prix](https://blog.viviota.com/tag/u-s-grand-prix), [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), [aerospace](https://blog.viviota.com/tag/aerospace), [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), [NIWeek](https://blog.viviota.com/tag/niweek), [ESS](https://blog.viviota.com/tag/ess), [ANC](https://blog.viviota.com/tag/anc), [Sensor Data Management](https://blog.viviota.com/tag/sensor-data-management), [data cleansing](https://blog.viviota.com/tag/data-cleansing), [simulation](https://blog.viviota.com/tag/simulation), [webinar](https://blog.viviota.com/tag/webinar), [Smart Factories](https://blog.viviota.com/tag/smart-factories), [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), [LabVIEW](https://blog.viviota.com/tag/labview), [Build Back Better Act](https://blog.viviota.com/tag/build-back-better-act), [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)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/ces-2026-blog-series-mind-boggling-technology-observations#comments-listing)

 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)

## [Stop Losing Time: How Engineering Data Can Save Millions](https://blog.viviota.com/stop-losing-time-how-engineering-data-can-save-millions)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Mar 31, 2025 3:27:15 PM

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[![Value Chain of Data](https://blog.viviota.com/hubfs/Slide1.png)](https://blog.viviota.com/stop-losing-time-how-engineering-data-can-save-millions)

Engineering teams possess an underutilized goldmine in today’s fast-paced industrial landscape: their data. From sensor readings and vibration logs to video, sound, and test metadata, engineering data holds critical insights that can accelerate innovation, reduce costs, and safeguard operations against failure. Yet, a significant portion of engineering time is wasted merely searching for, organizing and wrangling data to make it usable.

[Read More](https://blog.viviota.com/stop-losing-time-how-engineering-data-can-save-millions)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/stop-losing-time-how-engineering-data-can-save-millions#comments-listing)

 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), [Viviota](https://blog.viviota.com/tag/viviota), [IIoT](https://blog.viviota.com/tag/iiot), [automotive industry](https://blog.viviota.com/tag/automotive-industry), [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), [aerospace](https://blog.viviota.com/tag/aerospace), [Analog Data](https://blog.viviota.com/tag/analog-data), [Sensor Data Management](https://blog.viviota.com/tag/sensor-data-management), [data cleansing](https://blog.viviota.com/tag/data-cleansing), [simulation](https://blog.viviota.com/tag/simulation), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Manufacturing](https://blog.viviota.com/tag/manufacturing), [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)

## [Accelerating AI & ML Analysis with TTI’s Data Cleansing Technology](https://blog.viviota.com/accelerating-ai-ml-analysis-with-ttis-data-cleansing-technology)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Sep 23, 2024 6:45:00 AM

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[![](https://blog.viviota.com/hubfs/_Viviota_ASAM_diagram-1.png)](https://blog.viviota.com/accelerating-ai-ml-analysis-with-ttis-data-cleansing-technology)

 

Accelerating AI & ML Analysis with TTI’s Data Cleansing Technology

4:37

 

<https://go.viviota.com/viviota-at-dataday-registration-2024>

 

The importance of data preparation has grown exponentially with the rise of AI. Data comes in many forms and formats, including homegrown applications, SQL databases, files, sensors, video, and physics-driven analog data. Traditionally, data cleansing is defined as detecting and correcting (or removing) corrupt or inaccurate records from a dataset, table, or database. The data challenge presented is identifying the data's incomplete, incorrect, inaccurate, or irrelevant parts and then replacing, modifying, or deleting the [dirty](https://en.wikipedia.org/wiki/Dirty_data) or coarse data.

[Read More](https://blog.viviota.com/accelerating-ai-ml-analysis-with-ttis-data-cleansing-technology)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/accelerating-ai-ml-analysis-with-ttis-data-cleansing-technology#comments-listing)

 Topics: [Sensor Data](https://blog.viviota.com/tag/sensor-data), [Sensor Data Management](https://blog.viviota.com/tag/sensor-data-management), [data cleansing](https://blog.viviota.com/tag/data-cleansing)

## [Reducing Technical debt and increasing the Value of Data](https://blog.viviota.com/reducing-technical-debt-and-increasing-the-value-of-data)

 Posted by [Barry Hutt](https://blog.viviota.com/author/barry-hutt) on Sep 10, 2024 1:00:00 AM

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[![](https://blog.viviota.com/hubfs/AI%26ML%20EIS_x900.png)](https://blog.viviota.com/reducing-technical-debt-and-increasing-the-value-of-data)

[Please make sure to sign up for this exclusive summit in Novi, MI!](https://go.viviota.com/viviota-at-dataday-registration-2024)

 

Since our company's inception, we have had the privilege of engaging with a diverse range of customers, all grappling with a common challenge-the management of their data. Whether a small business or a large enterprise, the issue of technical debt, a result of short-term thinking about data, is a consistent theme. Technical debt, in this context, refers to the cost that accumulates when short-term solutions are implemented to address immediate needs, leading to a complex, inefficient, and duplicate data infrastructure over time.

This technical debt spawns from a patchwork of applying technologies one by one, reacting to a current need. A prime example is when companies opt for a do-it-yourself plan because they don't have to engage procurement or IT and currently have resources available. Aside from the expanding technical debt, this strategy ignores the ongoing service support issues that cost 10x what an off-the-shelf product when looking at the total cost of ownership.  I have observed extreme examples of this behavior at companies that have been around for many years. The decision to patch things and solve a short-term pain is very tempting. Leaders convince themselves they can do it cheaper and better because it is custom-built for them versus the pain of trying to convince stakeholders to procure a product.

It's clear that addressing and reducing technical debt is not a simple task. It requires a structured methodology for identifying, justifying, and funding new projects. This funding is not just about acquiring technology; it's about generating the emotional momentum needed to overcome the inertia that has built up over many years in replacing outdated technology.

[Read More](https://blog.viviota.com/reducing-technical-debt-and-increasing-the-value-of-data)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/reducing-technical-debt-and-increasing-the-value-of-data#comments-listing)

 Topics: [Sensor Data](https://blog.viviota.com/tag/sensor-data), [Sensor Data Management](https://blog.viviota.com/tag/sensor-data-management), [data cleansing](https://blog.viviota.com/tag/data-cleansing)

## [Accelerating Big Data Analysis with TTI’s Data Cleansing Strategy](https://blog.viviota.com/accelerating-big-data-analysis-with-ttis-data-cleansing-strategy)

 Posted by [Dr. Fanqi Meng](https://blog.viviota.com/author/dr-fanqi-meng) on Mar 1, 2023 5:11:23 PM

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[![Brain Image](https://blog.viviota.com/hubfs/Brain%20Image.jpg)](https://blog.viviota.com/accelerating-big-data-analysis-with-ttis-data-cleansing-strategy)

Traditionally, the data cleansing is defined as the process of detecting and correcting (or removing) corrupt or inaccurate [records](https://en.wikipedia.org/wiki/Storage_record) from a record set, [table](https://en.wikipedia.org/wiki/Table_(database)), or [database](https://en.wikipedia.org/wiki/Database) and refers to identifying incomplete, incorrect, inaccurate or irrelevant parts of the data and then replacing, modifying, or deleting the [dirty](https://en.wikipedia.org/wiki/Dirty_data) or coarse data.

[Read More](https://blog.viviota.com/accelerating-big-data-analysis-with-ttis-data-cleansing-strategy)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/accelerating-big-data-analysis-with-ttis-data-cleansing-strategy#comments-listing)

 Topics: [Sensor Data](https://blog.viviota.com/tag/sensor-data), [Sensor Data Management](https://blog.viviota.com/tag/sensor-data-management), [data cleansing](https://blog.viviota.com/tag/data-cleansing)

## [Ghostwalk Your Automotive Data - Making Sense of Sensor Data](https://blog.viviota.com/ghost-video)

 Posted by [Patricia Friar](https://blog.viviota.com/author/patricia-friar) on Sep 20, 2021 7:00:00 AM

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[![Viviota Makes Sense of sensor data, watch Cole explain in this short video](https://blog.viviota.com/hubfs/Photo%20Sep%2009%2c%2010%2052%2028%20AM.png)](https://blog.viviota.com/ghost-video)

[Read More](https://blog.viviota.com/ghost-video)

 0 Comments [Click here to read/write comments](https://blog.viviota.com/ghost-video#comments-listing)

 Topics: [Engineering Data](https://blog.viviota.com/tag/engineering-data), [Analytics](https://blog.viviota.com/tag/analytics), [Autonomous Vehicles](https://blog.viviota.com/tag/autonomous-vehicles), [Sensor Data](https://blog.viviota.com/tag/sensor-data), [Analog Data](https://blog.viviota.com/tag/analog-data), [data cleansing](https://blog.viviota.com/tag/data-cleansing), [Edge Computing](https://blog.viviota.com/tag/edge-computing), [Intelligent Data handling](https://blog.viviota.com/tag/intelligent-data-handling)

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