https://urgentcomm.com/wp-content/themes/ucm_child/assets/images/logo/footer-new-logo.png
  • Home
  • News
  • Multimedia
    • Back
    • Multimedia
    • Video
    • Podcasts
    • Galleries
    • IWCE’s Video Showcase
    • IWCE 2022 Winter Showcase
    • IWCE 2023 Pre-event Guide
  • Commentary
    • Back
    • Commentary
    • Urgent Matters
    • View From The Top
    • All Things IWCE
    • Legal Matters
  • Resources
    • Back
    • Resources
    • Webinars
    • White Papers
    • Reprints & Reuse
  • IWCE
    • Back
    • IWCE
    • Conference
    • Special Events
    • Exhibitor Listings
    • Premier Partners
    • Floor Plan
    • Exhibiting Information
    • Register for IWCE
  • About Us
    • Back
    • About Us
    • Contact Us
    • Advertise
    • Terms of Service
    • Privacy Statement
    • Cookie Policy
  • Related Sites
    • Back
    • American City & County
    • IWCE
    • Light Reading
    • IOT World Today
    • Mission Critical Technologies
    • TU-Auto
  • In the field
    • Back
    • In the field
    • Broadband Push-to-X
    • Internet of Things
    • Project 25
    • Public-Safety Broadband/FirstNet
    • Virtual/Augmented Reality
    • Land Mobile Radio
    • Long Term Evolution (LTE)
    • Applications
    • Drones/Robots
    • IoT/Smart X
    • Software
    • Subscriber Devices
    • Video
  • Call Center/Command
    • Back
    • Call Center/Command
    • Artificial Intelligence
    • NG911
    • Alerting Systems
    • Analytics
    • Dispatch/Call-taking
    • Incident Command/Situational Awareness
    • Tracking, Monitoring & Control
  • Network Tech
    • Back
    • Network Tech
    • Interoperability
    • LMR 100
    • LMR 200
    • Backhaul
    • Deployables
    • Power
    • Tower & Site
    • Wireless Networks
    • Coverage/Interference
    • Security
    • System Design
    • System Installation
    • System Operation
    • Test & Measurement
  • Operations
    • Back
    • Operations
    • Critical Infrastructure
    • Enterprise
    • Federal Government/Military
    • Public Safety
    • State & Local Government
    • Training
  • Regulations
    • Back
    • Regulations
    • Narrowbanding
    • T-Band
    • Rebanding
    • TV White Spaces
    • None
    • Funding
    • Policy
    • Regional Coordination
    • Standards
  • Organizations
    • Back
    • Organizations
    • AASHTO
    • APCO
    • DHS
    • DMR Association
    • ETA
    • EWA
    • FCC
    • IWCE
    • NASEMSO
    • NATE
    • NXDN Forum
    • NENA
    • NIST/PSCR
    • NPSTC
    • NTIA/FirstNet
    • P25 TIG
    • TETRA + CCA
    • UTC
Urgent Communications
  • NEWSLETTER
  • Home
  • News
  • Multimedia
    • Back
    • Video
    • Podcasts
    • Omdia Crit Comms Circle Podcast
    • Galleries
    • IWCE’s Video Showcase
    • IWCE 2023 Pre-event Guide
    • IWCE 2022 Winter Showcase
  • Commentary
    • Back
    • All Things IWCE
    • Urgent Matters
    • View From The Top
    • Legal Matters
  • Resources
    • Back
    • Webinars
    • White Papers
    • Reprints & Reuse
    • UC eZines
    • Sponsored content
  • IWCE
    • Back
    • Conference
    • Why Attend
    • Exhibitor Listing
    • Floor Plan
    • Exhibiting Information
    • Join the Event Mailing List
  • About Us
    • Back
    • About Us
    • Contact Us
    • Advertise
    • Cookie Policy
    • Terms of Service
    • Privacy Statement
  • Related Sites
    • Back
    • American City & County
    • IWCE
    • Light Reading
    • IOT World Today
    • TU-Auto
  • newsletter
  • In the field
    • Back
    • Internet of Things
    • Broadband Push-to-X
    • Project 25
    • Public-Safety Broadband/FirstNet
    • Virtual/Augmented Reality
    • Land Mobile Radio
    • Long Term Evolution (LTE)
    • Applications
    • Drones/Robots
    • IoT/Smart X
    • Software
    • Subscriber Devices
    • Video
  • Call Center/Command
    • Back
    • Artificial Intelligence
    • NG911
    • Alerting Systems
    • Analytics
    • Dispatch/Call-taking
    • Incident Command/Situational Awareness
    • Tracking, Monitoring & Control
  • Network Tech
    • Back
    • Cybersecurity
    • Interoperability
    • LMR 100
    • LMR 200
    • Backhaul
    • Deployables
    • Power
    • Tower & Site
    • Wireless Networks
    • Coverage/Interference
    • Security
    • System Design
    • System Installation
    • System Operation
    • Test & Measurement
  • Operations
    • Back
    • Critical Infrastructure
    • Enterprise
    • Federal Government/Military
    • Public Safety
    • State & Local Government
    • Training
  • Regulations
    • Back
    • Narrowbanding
    • T-Band
    • Rebanding
    • TV White Spaces
    • None
    • Funding
    • Policy
    • Regional Coordination
    • Standards
  • Organizations
    • Back
    • AASHTO
    • APCO
    • DHS
    • DMR Association
    • ETA
    • EWA
    • FCC
    • IWCE
    • NASEMSO
    • NATE
    • NXDN Forum
    • NENA
    • NIST/PSCR
    • NPSTC
    • NTIA/FirstNet
    • P25 TIG
    • TETRA + CCA
    • UTC
acc.com

IoT/Smart X


Partner content

AI, edge-computing architecture drive embedded IoT development

AI, edge-computing architecture drive embedded IoT development

  • Written by Donny Jackson
  • 2nd July 2020

Cloud systems have entered the realm of AI and machine learning, changing the nature of embedded IoT development, which already required an ample mix of skill sets.

As AI work moves to the edge in many Internet of Things deployments, this trend could accelerate, setting the stage for greater development in platform diversity.

Still, all roads continue to go through embedded development. Today, programming embedded devices at the edge of vast global systems remains an art form. Power and memory constraints persist, and latency demands are stringent — measured in milliseconds.

To overcome such hurdles, embedded IoT developers employ simulators, emulators, test beds, software development kits and cloud platforms from both mainline cloud providers or specialists. And their embedded developer ranks still include individuals adept with a soldering iron.

The C language remains a mainstay on embedded microcontrollers, microprocessors, and systems on chip, modules on chips and board-level systems they power. But in the cloud, where compute and storage are almost limitless, the high-level language of Python has encountered success in machine learning development.

When Worlds Collide

Cloud and embedded development styles diverge today. But that could change, according to Chris Shore, director of product marketing at Arm Semiconductors, the design house behind the Arm processor. Shore has a tenure of more than 30 years in embedded development and was one of the first to port Linux to ARM.

“There are two worlds colliding. It involves changes in expertise and changes to working practices,” Shore said. “If you run an analytical machine learning job using microservices on the cloud, you don’t have to care about how much energy it uses, or how much memory you need. But if you put such analytics on an embedded widget, you do have to worry.”

Communications trips between the edge and the cloud are a developer concern as well. Data analyzed at the point of collection can be acted on more quickly; a system need not wait for data to make a round trip to the cloud and back. So AI processing on IoT device modules has garnered attention, he said.

Several semiconductor firms are moving quickly to link AI and machine learning design to embedded systems. Earlier this year Arm, for instance, launched an Ethos-U55 neural processing unit for machine learning processing on the edge.

Much of what falls under IoT development is familiar to the ranks of embedded developers; device measurements need to be taken, levels need to be judged — these and similar system events kick off other processes, and so on.

And connecting these embedded systems to networks is familiar, too. That is why more than a few veteran embedded developers were unsettled by the publicity generated by the Internet of Things. Count among these Jack Gansalle, independent embedded systems engineer, author and editor of The Embedded Muse newsletter.

“Devices have been connected to the network since the day I started. When IoT emerged, we had been already doing it for 20 years,” Gansalle said.

Yet, the field of embedded IoT is evolving rapidly, and few engineers know the nuances needed for globally networked distributed sensor data processing and analytics. Building from scratch is not an option.

To read the complete article, visit IoT World Today.

Tags: Alerting Systems Analytics Artificial Intelligence Critical Infrastructure Cybersecurity Enterprise Incident Command/Situational Awareness Internet of Things IoT/Smart X News Security Standards State & Local Government Subscriber Devices System Design System Installation System Operation Test & Measurement Tracking, Monitoring & Control Wireless Networks Partner content

Most Recent


  • Verizon officials highlight role of 5G tech for responders during IWCE keynote
    LAS VEGAS—As the public-safety sector continues to expand its use of data-intensive applications, developments in 5G can provide the low-latency, high-bandwidth connectivity to meet these needs, Verizon officials said yesterday during a keynote address at IWCE 2023. Bryan Schromsky, managing partner for Verizon’s public-sector unit, noted that the carrier plans to complete its deployment of […]
  • Day 3 of IWCE 2023 features the opening of the Expo Hall
    A small crowd gathered around a four-legged robot that shifted with lifelike movements, running forward onto the show floor of the 2023 IWCE exposition in Las Vegas, Nev. “It’s meant for public safety and inspection of infrastructure,” said Charlie Robb, chief revenue officer for Common Objects, which had outfitted the Boston Dynamics robot, Spot, with […]
  • Rescue 42 launches miniCRD deployable for FirstNet
    Rescue 42 yesterday announced the launch of its miniCRD (mCRD) for FirstNet, which provides much of the functionality of the company’s Compact Rapid Deployable at a much lower cost.and in an even more portable form factor—two ruggedized cases that are about the size of checked luggage. Rescue 42 CEO Tim O’Connell said the mCRD (pictured […]
  • IWCE 2023
    Safer Buildings Coalition conducts annual event at IWCE 2023
    A common theme ran through the Safer Buildings Coalition’s annual meeting Monday night during IWCE 2023 at the Las Vegas Convention Center—strength through collaboration. “The perception is that the challenge is ‘out there,’ and someday, maybe the challenge will come here,” said Billy Bob Brown Jr., executive assistant director for emergency communications within the Cybersecurity […]

Leave a comment Cancel reply

To leave a comment login with your Urgent Comms account:

Log in with your Urgent Comms account

Or alternatively provide your name, email address below:

Your email address will not be published. Required fields are marked *

Related Content

  • Open-source tools for the IoT ecosystem
  • New Orleans-area 911 center inks multiyear APEX deal with Carbyne to replace call-handling system
  • Cyber is the new Cold War, and AI is the arms race
  • Private wireless networks in the US start going public

Commentary


Updated: How ‘sidelink’ peer-to-peer communications can enhance public-safety operations

  • 1
27th February 2023

NG911 needed to secure our communities and nation

24th February 2023

How 5G is making cities safer, smarter, and more efficient

26th January 2023
view all

Events


UC Ezines


IWCE 2019 Wrap Up

13th May 2019
view all

Twitter


UrgentComm

Gallery: The last day of IWCE 2023 dlvr.it/SllQKJ

30th March 2023
UrgentComm

Video: Opening of the Expo Hall on day three of IWCE 2023 dlvr.it/SlkyNy

30th March 2023
UrgentComm

Verizon officials highlight role of 5G tech for responders during IWCE keynote dlvr.it/Slkh9n

30th March 2023
UrgentComm

Day three of IWCE 2023 features the opening of the Expo Hall dlvr.it/Slhgvr

30th March 2023
UrgentComm

Gallery: The Expo Hall opens on day three of IWCE 2023 dlvr.it/SlhfPT

29th March 2023
UrgentComm

Rescue 42 launches miniCRD deployable for FirstNet dlvr.it/SlgdtY

29th March 2023
UrgentComm

RT @IWCEexpo: 📽️ More sights from Day 2 at #IWCE23. It's been a fantastic start so far... Thanks to you! Tomorrow is another awesome spea…

29th March 2023
UrgentComm

RT @IWCEexpo: Ildefonso De La Cruz Morales, Principal Analyst-Critical Communications @OmdiaHQ takes the stage and kicks off tonight’s Keyn…

29th March 2023

Newsletter

Sign up for UrgentComm’s newsletters to receive regular news and information updates about Communications and Technology.

Expert Commentary

Learn from experts about the latest technology in automation, machine-learning, big data and cybersecurity.

Business Media

Find the latest videos and media from the market leaders.

Media Kit and Advertising

Want to reach our digital and print audiences? Learn more here.

DISCOVER MORE FROM INFORMA TECH

  • American City & County
  • IWCE
  • Light Reading
  • IOT World Today
  • Mission Critical Technologies
  • TU-Auto

WORKING WITH US

  • About Us
  • Contact Us
  • Events
  • Careers

FOLLOW Urgent Comms ON SOCIAL

  • Privacy
  • CCPA: “Do Not Sell My Data”
  • Cookie Policy
  • Terms
Copyright © 2023 Informa PLC. Informa PLC is registered in England and Wales with company number 8860726 whose registered and Head office is 5 Howick Place, London, SW1P 1WG.