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
    • Product Guides
  • 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
    • Product Guides
  • 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

Artificial Intelligence


Partner content

AI at the edge for enterprises

AI at the edge for enterprises

  • Written by Callum Cyrus / IoT World Today
  • 18th October 2021

Enterprises are eager to use intelligent artificial intelligence (AI) chips to bring data analytics workloads down to the edge of IoT networks.

In four years, the size of the market for edge AI chips is set to surpass the equivalent for cloud architectures, reaching $12.2 billion against $11.1 billion for the cloud, according to ABI Research.

During the COVID-19 pandemic, enterprise IoT deployment has accelerated as a means to overcoming the specific operational challenges encountered by organizations throughout the crisis.

This increased demand for enterprise IoT comes as the capabilities of connected things at the edge has expanded. With intelligent technologies that derive insights with fewer round trips to the cloud, the number of potential applications increases. In addition, the cost of bandwidth expended on cloud connectivity is reduced.

This matters to businesses because there’s a limit to what existing sensor networks can achieve, even in sectors where IoT adoption has been strong, such as in the industrial sector or the supply chain.

According to a study from University of Brescia, the typical industrial IoT device, using lightweight protocols sends messages to the cloud with roundtrip latency in the region of 300 milliseconds, when using “free-access” cloud servers. To unlock applications that will truly redefine industry 4.0 (computer vision, robotics or predictive maintenance in real time), there’s a need for AI enriched chips in IoT endpoints to catalyze data as it arrives.

As the size of data inputs from the edge increases, so does the strain on network infrastructure, which makes existing data highways to the cloud more fragile.

Machine learning at the edge will help assuage these pressures, but it must also cater for highly distributed infrastructures, containing hundreds or potentially thousands of sensors. Crucially, in many cases, AI in IoT will also be expected to disperse computing resources, switching between the connected edge and public or private cloud servers as needed.

Intelligence for All and Sundry

Intelligent edge chips now cover all ends of the spectrum. Capabilities vary from generalized and entry-level machine learning cores from market leader Arm, to digital signal processing units built for audio and video intelligence, or dedicated neural networks that pair to external microcontrollers.

As such, vendors are pushing architecture designs to their limits to find designs that not only provide immediate machine learning inference with limited energy consumption but also sufficient customization options for each enterprise’s specific requirements.

A gamut of integrated AI options exist to complement IoT microprocessors, targeting “smart tiny devices” for audio, voice and health monitoring, along with industrial machine vision, autonomous drones or intelligent surveillance cameras.

To read the complete article, visit IoT World Today.

 

Tags: Analytics Applications Artificial Intelligence Companies Coverage/Interference Critical Infrastructure Drones/Robots Enterprise Federal Government/Military Incident Command/Situational Awareness Internet of Things Internet of Things Interoperability IoT/Smart X News Policy Public Safety Software State & Local Government Subscriber Devices System Operation Tracking, Monitoring & Control Partner content

Most Recent


  • How 5G is making cities safer, smarter, and more efficient
    It’s a scenario we’ve all experienced: an ambulance with a blaring siren racing against time to get a person in medical distress to a hospital through traffic. What we don’t see is 5G connectivity enabling paramedics to communicate with hospital staff via video conference and coordinate care in real-time before arriving at the emergency room. […]
  • MCPTT interworking for critical communications
    The goal of mission-critical communication systems is to minimize the response time of first responders in emergency situations across several agencies. A dedicated push-to-talk button offers an efficient mechanism that simplifies the speaker-to-listener process to a minimum. This feature is useful when coordinating large group activities and to enable the instant flow of tactical status […]
  • Self-driving cars present terrorism risk, FBI director says
    The rollout of self-driving cars could mean an increased threat of terrorist attacks. That was the alarming warning delivered during a discussion on national security at the World Economic Forum at Davos in Switzerland. While the safety benefits of autonomous vehicles (AVs) have long been touted, the need for caution was highlighted by Federal Bureau […]
  • UK Home Office officially cuts ESN ties with Motorola Solutions, but transition work still needed
    United Kingdom (UK) Home Office and Motorola Solutions officially agreed to terminate their working relationship regarding the Emergency Services Network (ESN), although Motorola Solutions will continue to provide “termination-assistance services” for the project at least through December. Information about the termination agreement was published on the Home Office website on Jan. 13, almost a month […]

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

  • Samsung, Intel intro new IoT chips
  • AI at the edge for enterprises
    Newscan: Montana area pilots AI for wildfire defense
  • Russia ramps up biometrics in transportation
  • IoT's role in wildfire detection

Commentary


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

26th January 2023

3GPP moves Release 18 freeze date to March 2024

18th January 2023

Do smart cities make safer cities?

  • 1
6th January 2023
view all

Events


UC Ezines


IWCE 2019 Wrap Up

13th May 2019
view all

Twitter


UrgentComm

How 5G is making cities safer, smarter, and more efficient dlvr.it/ShVS1h

26th January 2023
UrgentComm

MCPTT interworking for critical communications dlvr.it/ShTm3P

26th January 2023
UrgentComm

Self-driving cars present terrorism risk, FBI director says dlvr.it/ShTTHx

26th January 2023
UrgentComm

UK Home Office officially will cut ESN ties with Motorola Solutions in December dlvr.it/ShNjfN

24th January 2023
UrgentComm

Newscan: Police software vendor breach exposes personal data, raid plans dlvr.it/ShN0q2

24th January 2023
UrgentComm

RT @IWCEexpo: We're so excited about our awesome list of speakers! Today we highlight Budge Currier, a 9-1-1 Branch Manager at CAL OES, res…

24th January 2023
UrgentComm

Ransomware profits decline as victims dig in, refuse to pay dlvr.it/ShLS15

24th January 2023
UrgentComm

Critical manufacturing sector in the bullseye dlvr.it/ShKrSS

23rd January 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.