Fujitsu Develops World’s Smallest Sensor Device Supporting LPWA Communication

Fujitsu Develops World's Smallest Sensor Device Supporting LPWA Communication

Fujitsu Develops World's Smallest Sensor Device Supporting LPWA Communication

Eliminates Need for Battery Replacement. On-site data can be directly transmitted to the cloud across several kilometers just by placing an 82x24x6 mm miniature sensor.

Fujitsu Laboratories Ltd. today announced development of the world’s smallest sensor that eliminates the need to replace batteries.

The new sensor supports Low Power Wide Area (LPWA) wireless transmission technology that can reach a broad area with low power.

As the spread of IoT systems gains momentum, expectations are rising for sensor devices that support LPWA technology, which can wirelessly transmit sensor information directly to the cloud. In order to create systems that employ this technology, there has been a demand for the development of easy-to-install miniature devices using solar cells to achieve both convenience and low cost, which dispense with the need to replace batteries.

Fujitsu Laboratories previously developed power control technology(1) that can operate a beacon with the power provided just by a solar cell. Conventionally, power output variation of solar cells due to temperature had been tolerated by enlarging the size of energy storage elements. Now, however, Fujitsu Laboratories has developed technology that achieves high power efficiency by controlling signal transmission timing based on the temperature variation measured by a temperature sensor, which makes it possible to reduce the required energy storage elements for signal transmission by half. This has enabled Fujitsu Laboratories to successfully miniaturize the device to a size of 82x24x6 mm, creating the world’s smallest sensor device supporting LPWA that does not need replacement batteries.

In a test of the sensor device using this technology, Fujitsu Laboratories confirmed that the collected temperature and humidity data can be transmitted to a Sigfox(2) base station over a distance of about 7 km. Since it is now possible to acquire measured data even from locations where it is difficult to secure power and install power cables just by placing these sensor devices, the maintenance-free deployment and management of IoT systems has become a reality, accelerating the process of on-site digitalization.

Development Background

The spread of IoT systems has progressed in recent years, and it is predicted that by 2020, several tens of billions of IoT devices will be connected to the cloud through networks. In IoT systems, information collected from multiple sensors installed in the field, need to be transmitted to and analyzed on the cloud, and LPWA has been gaining attention as a wireless technology that can directly transmit data to the cloud with low power consumption across a wide area. From a convenience and cost standpoint there are high hopes for miniaturization, which not only meets the LPWA standards, while utilizing solar cells that eliminate the need for replacement.

Issues

Fujitsu Laboratories has previously developed power control technology using miniature circuits that can transmit data over short distances wirelessly using Bluetooth Low Energy (BLE). This technology realizes sensor devices that support BLE without the need to exchange batteries, providing power with solar cells, and reliably activating a wireless circuit by monitoring and adjusting the balance between power generation and consumption.

Sensor devices using this previous technology, however, could not support LPWA. That’s because the time required for transmission with LPWA is significantly longer than with BLE. LPWA transmits small amounts of data slowly in order to ensure signal quality over long distances. In effect, this means that a single transmission can require significant power usage of up to about 1,500 times of BLE.

About the Newly Developed Technology

Now, Fujitsu Laboratories has developed new power control technology to ensure transmission power while minimizing circuit size. This technology’s advantages are as follows.

1. Power control technology that permits power variations with temperature

Fujitsu Laboratories has developed power control technology that can control the timing of LPWA signal transmissions in real time, based on temperature data collected from a temperature sensor. With this technology signal transmissions are only carried out at the time when the activation voltage, which varies with temperature, is maximized in order to prevent it from falling below the minimum operational voltage for LPWA module. By using power efficiently in this way, it is possible to tolerate variation in power consumed by the wireless circuit or power generated by solar cells due to temperature. This eliminates the need for the excess energy storage elements that were previously necessary to respond to power fluctuations, enabling miniaturization of the sensor device with the smallest power storage elements required.

2. Power monitoring technology that reliably activates the temperature sensor

In order for the power control technology to operate reliably, the device must be able to continually and reliably activate the temperature sensor with a small amount of power. To resolve this challenge, Fujitsu Laboratories has developed power monitoring technology that analyzes voltage changes in power source, and accurately judges whether or not sufficient power has been stored to operate the temperature sensor. This technology can prevent unnecessary shutdowns of the temperature sensor by using the minimum amount of power based on the temperature.

Effects

This technology was implemented using Sigfox, an LPWA standard, creating the world’s smallest sensor device (82x24x6 mm) supporting LPWA communications without the need to replace batteries.

Fujitsu Laboratories verified that temperature and humidity data could be transmitted once every ten minutes, over seven days directly to a base station about 7 km away, in an environment with illumination of 4,000 lux. Fujitsu Laboratories also verified that the data could be visualized through the Fujitsu Cloud Service K5 IoT Platform, Fujitsu Limited’s IoT data utilization platform service, which has received Sigfox Ready Program for IoT PaaS certification as an IoT platform that connects to the Sigfox cloud.

This means that sensor data can easily be acquired in the cloud just by setting sensor devices, even in places where it is difficult to secure power or install power cables. This will enable maintenance-free installation and management of IoT systems, accelerating the process of digitalization in the field.

Future Plans

Fujitsu Laboratories will continue to conduct field trials aimed at the real-world use of these sensor devices, incorporating this technology into the Fujitsu Cloud Service K5 IoT Platform and Fujitsu Frontech Limited’s sensor solutions as connected devices, with the goal of commercialization in fiscal 2018. Furthermore, we will continue to develop technologies to miniaturize sensor devices.

Comment from Yoshihito Kurose, President, KYOCERA Communication Systems Co., Ltd. (KCCS):

“As the utilization of IoT is expected to continually increase, KCCS predicts that solutions utilizing the low power consumption feature of the Sigfox network will be developed in a variety of industries.”

“KCCS believes that Fujitsu Laboratories Ltd.’s development of a sensor device, which does not require battery charging by way that device operation is enabled by a solar battery, will promote the use of Sigfox not only in Japan but around the world.”

“As the Sigfox Operator in Japan, KCCS is working with Fujitsu Laboratories Ltd. and other partners to enable everything to be connected to the Sigfox network and is contributing to the creation of a safe and pleasant society.”

[1] Developed power control technology Fujitsu Develops Industry’s First Flexible IoT-Supporting Beacon That Needs No Battery Replacement (press release, March 25, 2015) http://www.fujitsu.com/global/about/resources/news/press-releases/2015/0325-02.html
[2] Sigfox A global IoT network using LPWA provided by Sigfox, a company established in France in 2009. KYOCERA Communication Systems Co., Ltd. is the sole network service provider in Japan.

The post Fujitsu Develops World’s Smallest Sensor Device Supporting LPWA Communication appeared first on IoT Business News.

IoT Business News

Berg Insight says 16.5 million Europeans will use connected care solutions in 2022

Berg Insight says 16.5 million Europeans will use connected care solutions in 2022

Berg Insight says 16.5 million Europeans will use connected care solutions in 2022

According to a new research report from the IoT analyst firm Berg Insight, around 5.9 million people in Europe were using connected care solutions at the end of 2016.

The figure refers to users of traditional telecare, next-generation telecare and telehealth solutions in the EU28+2 countries.

Until 2022, Berg Insight forecasts that the number of connected care users will grow at a compound annual growth rate (CAGR) of 18.7 percent to reach 16.5 million.

Traditional telecare is currently the largest and most mature of the three market segments, but the next-generation telecare and telehealth market segments are expected to have a higher growth rate while traditional telecare is being phased out. Berg Insight expects that traditional telecare will be overtaken by next-generation telecare as the largest segment of the connected care market with a forecasted 8.1 million users in 2022. However, traditional telecare will follow with 6.2 million us ers and telehealth with 4.0 million users at the end of the forecast period.

The European connected care industry is facing major changes that will reshape the competitive environment for solution vendors and service providers during the coming years. One of the main developments is the digitalization of telephone networks that already has started in several countries. Massive replacements of telecare equipment will be needed due to that analogue devices no longer function reliably when the PSTN infrastructure is modernized. At the same time, the market is opening up to new types of solutions that can advance the delivery of care to the next level. This includes next-generation telecare systems that support functionalities such as remote visits and video communication.

chart: connected care systems in use Europe 2016-2022Anders Frick, Senior Analyst, Berg Insight, said:

“There is a strong need for solutions that enable social care and healthcare services to be delivered more cost-efficiently without compromising the quality of care”.

He adds that this need will only grow stronger in the future as the European population structure ages and the prevalence of chronic diseases increases.

The post Berg Insight says 16.5 million Europeans will use connected care solutions in 2022 appeared first on IoT Business News.

IoT Business News

IT/OT Integration Starts at the Edge, Consolidates in the Cloud

IT/OT Integration Starts at the Edge, Consolidates in the Cloud

IT/OT Integration Starts at the Edge, Consolidates in the Cloud

ABI Research has identified best practices for integrating IT and OT in enterprises and explains them in detail in its new report.

Some of the key findings include:

  • Integration of IT & OT needs to be driven from the bottom of the organization with IT liaisons as well as pushed from the top by responsible executives.
  • Enterprises should find the balance of distributed and consolidated computing that suits their cost structure and systems architecture.
  • IT and IIoT executives should experiment with open, interoperable platforms at the edge that connect to a single open, interoperable IT architecture in the cloud.

“IT and OT started converging several years ago with the emergence of M2M technologies,” says Pierce Owen, Principal Analyst at ABI Research, a market-foresight advisory firm providing strategic guidance on the most compelling transformative technologies.

“Only now though do we see comprehensive IIoT platforms open enough to continue to take advantage of the rapidly evolving IIoT apps market. This will eventually help consolidate the market, drive IIoT adoption and empower enterprises to scale their solutions.”

IT/OT integration means using IT systems for OT purposes, consolidating data streams to support decision making and augment intelligence across multiple parties. All industries face the convergence of IT and OT and the opportunity to take advantage of the benefits, such as improvements in data management and increases in agility and innovation.

IT/OT integration includes many types of vendors and services, such as connectivity management, device management, edge analytics, fog computing, application enablement platforms, and software applications. ABI Research sees Cisco as a leader in connectivity management and fog computing (with its Edge Fog Fabric, Intent-Based Network, and Cisco Kinetic) and SAP as a leader in IIoT software and apps (with SAP Leonardo). ABI Research also identifies several key vendors with application enablement platforms, but all have issues in either positioning or openness.

The popular idea of IT/OT integration is fixated on the cloud, but now leading companies are trying to balance distributed computing at the edge with consolidated computing in the cloud. Each of the key vendors outlined in the report has acknowledged the importance of edge computing.

“The monetization of IIoT data will take off soon. When it does, improved communication and access to that data will maximize ROI. Increased access to shared information leads to new ideas and innovation. Innovation leads to new products for new customers and therefore growth,” concludes Owen.

These findings are from ABI Research’s IT/OT Convergence in Smart Manufacturing and Enterprise Report.

The post IT/OT Integration Starts at the Edge, Consolidates in the Cloud appeared first on IoT Business News.

IoT Business News

Semtech Announces Industry’s First Disposable LoRa-enabled Nano-tag for Internet of Things Applications

RF tags

RF tags

New, ultra-low power LoRa-based tag features printed battery technology, enabling real-time, long range tag connectivity for numerous smart IoT applications.

Semtech announced its new nano-tag reference design, a disposable, ultrathin and low-cost tag that can be integrated into disposable systems or attached to assets to communicate a specific trigger of an event.

The LoRa-based nano-tag can be deployed across numerous Internet of Things (IoT) verticals that utilize the event data to enable smarter decision making.

The nano-tag is equipped with an ultra-thin printed battery and is designed to be integrated into products or systems that send messages to the Cloud when a simple event is detected. The LoRa-enabled reference design will work with existing LoRaWAN™ networks and enable the proliferation of completely new types of IoT applications, requiring real-time, reliable feedback including logistics/shipping applications, healthcare and pharmaceutical applications, asset tracking applications, and general-purpose compliance applications.

MachineQ™, a Comcast enterprise IoT service, is the first company to pilot the LoRa-enabled nano-tag with interested third parties on its IoT network in Philadelphia.

“As we continue to work with customers across a wide range of use cases, the innovative service made possible by coupling Semtech’s new nano-tag on machineQ’s dense IoT network opens a whole new set of use cases, across multiple industries, that were not commercially or technically viable using existing technologies,” said Alex Khorram, General Manager of machineQ.

Marc Pegulu, Vice President and General Manager for Semtech’s Wireless and Sensing Products Group, said:

“By offering a lower cost, disposable LoRa-enabled tag, we can expand the current landscape of use cases for Semtech’s LoRa devices and wireless radio frequency technology and allow companies to integrate the technology to drive many more diverse IoT use cases. We believe the number of use cases should expand rapidly as our connectivity and Cloud partners start to leverage the disruptive nature of the LoRa-enabled tag.”

“We continue to introduce leading edge solutions based on Semtech’s LoRa Technology to fully leverage the differentiated capabilities and advantages of the technology’s long-range, low-power and low-cost connectivity.”

The low-cost disposable LoRa-enabled tag will be commercially available in both flexible tape and paper substrates in 2018 and are currently in trials by a number of LoRa Alliance™ members.

The post Semtech Announces Industry’s First Disposable LoRa-enabled Nano-tag for Internet of Things Applications appeared first on IoT Business News.

IoT Business News

Amazon Web Services Announces a Slew of New IoT Services; Brings Machine Learning to the Edge

Amazon Web Services Announces a Slew of New IoT Services; Brings Machine Learning to the Edge

Amazon Web Services Announces a Slew of New IoT Services; Brings Machine Learning to the Edge

Today at AWS re:Invent, Amazon Web Services, Inc. (AWS), an Amazon.com company, announced six significant services and capabilities for connected devices at the edge.

AWS IoT 1-Click, AWS IoT Device Management, AWS IoT Device Defender, AWS IoT Analytics, Amazon FreeRTOS, and AWS Greengrass ML Inference make getting started with IoT as easy as one click, enable customers to rapidly onboard and easily manage large fleets of devices, audit and enforce consistent security policies, and analyze IoT device data at scale.

Amazon FreeRTOS is an operating system that extends the rich functionality of AWS IoT to devices with very low computing power, such as lightbulbs, smoke detectors, and conveyor belts. And, AWS Greengrass ML Inference is a new capability for AWS Greengrass that allows machine learning models to be deployed directly to devices, where they can run machine learning inference to make decisions quickly, even when devices are not connected to the cloud.

“The explosive growth in the number and diversity of connected devices has led to equally explosive growth in the number and scale of IoT applications. Today, many of the world’s largest IoT implementations run on AWS, and the next phase of IoT is all about scale as we’ll see customers exponentially expand their fleet of connected devices,” said Dirk Didascalou, VP IoT, AWS.

“These new AWS IoT services will allow customers to simply and quickly operationalize, secure, and scale entire fleets of devices, and then act on the large volumes of data they generate with new analytics capabilities specifically designed for IoT.”

“With Amazon FreeRTOS, we’re making it easy for customers to bring AWS IoT functionality to countless numbers of small, microcontroller-based devices. And, customers have also told us they want to execute machine learning models on the connected devices themselves, so we’re excited to deliver that with AWS Greengrass ML Inference.”

+

AWS IoT 1-Click: the easiest way to get started with AWS IoT (available in preview)

When considering IoT, many customers just want an easy way to get started by enabling devices to perform simple functions. These are functions like single-button devices that call technical support, reorder goods and services, or track asset locations. With AWS IoT 1-Click, enabling a device with an AWS Lambda function is as easy as downloading the mobile app, registering and selecting an AWS IoT 1-Click enabled device, and – with a single click – associating an AWS Lambda function. AWS IoT 1-Click comes with pre-built AWS Lambda code for common actions like sending an SMS or email. Customers can also easily author and upload any other Lambda function.

iRemedy is a healthcare e-commerce marketplace where healthcare consumers can buy medical supplies, drugs, devices, and technologies. “Back in August, we announced our plan to deploy 500 iRemedy NOW Internet of Things (IoT) buttons to our healthcare providers’ clients. Our customers simply click the button to order medical supplies and drug samples, or to request a call back from our service center,” said Tony Paquin, Co-Founder, President and CEO, iRemedy.

“The buttons are easy to use and drive down supply chain costs for our customers. AWS IoT 1-Click provides a fast and easy way to deploy more buttons, expand the types of actions we perform when the button is triggered, and also create simple reports.”

+

New AWS IoT services for managing, securing, and analyzing the data generated by large fleets of devices

Big DataAt scale, IoT solutions can grow to billions of connected devices. Today, this requires customers to spend time onboarding and organizing devices, and even more time integrating multiple systems to manage tasks like monitoring, security, auditing, and updates. Building solutions for such tasks is time consuming and easy to get wrong, and integrating third party solutions is complex and may introduce hard-to-detect gaps in security and compliance. Once a device fleet is operationalized, analytics is often the next challenge customers face. IoT data isn’t the highly structured information that most existing analytics tools are designed to process. Real-world IoT data frequently has significant gaps, corrupted messages, and false readings, resulting in the need for customers to either build custom IoT analytics solutions, or integrate solutions from third parties. AWS IoT Device Management and AWS IoT Device Defender simplify onboarding, managing, and securing fleets of IoT devices, while AWS IoT Analytics makes it easy to run sophisticated analytics on the data generated by devices.

  • AWS IoT Device Management (available today) makes it easy to securely onboard, organize, monitor, and remotely manage IoT devices at scale throughout their lifecycle—from initial setup, through software updates, to retirement. Getting started is easy; customers simply log into the AWS IoT Console to register devices, individually or in bulk, and then upload attributes, certificates, and access policies. Once devices are in service, AWS IoT Device Management allows customers to easily group and track devices, quickly find any device in near real-time, troubleshoot device functionality, remotely update device software, and remotely reboot, reset, patch, and restore devices to factory settings, reducing the cost and effort of managing large IoT device deployments.
  • AWS IoT Device Defender (coming in the first half of 2018) continuously audits security policies associated with devices to make sure that they aren’t deviating from security best practices, and alerting customers when non-compliant devices are detected. AWS IoT Device Defender also monitors the activities of fleets of devices, identifying abnormal behavior that might indicate a potential security issue. For example, a customer can use AWS IoT Device Defender to define which ports should be open on a device, where the device should connect from, and how much data the device should send or receive. AWS IoT Device Defender then monitors device traffic and alerts customers when anomalies are detected, like traffic from a device to an unknown IP address.
  • AWS IoT Analytics (available in preview) is a fully managed analytics service that cleans, processes, stores, and analyzes IoT device data at scale. Getting started is easy: customers simply identify the device data they wish to analyze, and they can optionally choose to enrich the device data with IoT-specific metadata, such as device type and location, by using the AWS IoT Device Registry and other public data sources. AWS IoT Analytics also has features for more sophisticated analytics, like statistical inference, enabling customers to understand the performance of devices, predict device failure, and perform time-series analysis. And, by using Amazon QuickSight in conjunction with IoT Analytics, it is easy for customers to surface insights in easy-to-build visualizations and dashboards.

At Philips Healthcare, the focus is to look beyond technology to the experiences of consumers, patients, providers, and caregivers across the health continuum. “We’re launching new health IoT services that we believe will dramatically improve our scale and capabilities. Part of the Philips solution involves managing connected devices that doctors and hospitals will rely on so they can deliver first class healthcare services,” said Dale Wiggins, Vice President and General Manager, Philips HealthSuite Digital Platform.

“We chose AWS IoT services to ensure we can meet our customers’ scale and reliability requirements. We have expanded these services to ensure that data from these devices is appropriately routed, devices are updated to the latest firmware, and are monitored to ensure they function properly in the field. Using AWS IoT Device Management, we were able to quickly develop the capabilities we need in the market.”

Best known for its GPS technology, Trimble integrates a wide range of positioning technologies including GPS, laser, optical, and inertial technologies with application software, wireless communications, and services to provide complete commercial solutions. “Trimble’s commercial solutions are used in over 150 countries around the world, and we use AWS IoT as a gateway for our next-gen IoT devices,” said Jim Coleman, Senior Engineer, Trimble.

“AWS IoT Device Management has helped streamline our device onboarding, which has enabled us to meet our planned production throughput for connected devices. With AWS doing the undifferentiated heavy lifting for our IoT platform, we can spend more time on our customers than on our infrastructure.”

iDevices is making IoT accessible to everyone in the smart home industry with its line of Wi-Fi and Bluetooth-enabled products. “The IoT analytics game is a race from raw data to actionable insights. Everyone has data, but it’s the insights from that data that are of real value to our customers,” said Eric Ferguson, Chief Software Architect, iDevices.

“The tools provided by AWS IoT Analytics to ingest, filter, transform, and analyze our data sources cut out a lot of the undifferentiated heavy lifting for our team, enabling them to focus on the enrichment activities in the pipeline and the downstream machine learning models, rather than the mechanics of the pipeline itself. This gets us to the insights we need with much less effort and allows us to really focus on market differentiation.”

iRobot is a global consumer robotics company that designs and builds robots for use inside and outside the home. “At iRobot, we rely on IoT services because connecting robots to the Internet to help them do more and better things is key to how we innovate,” said Ben Kehoe, Cloud Robotics Research Scientist, iRobot.

“With AWS IoT Analytics, we gain insights into our IoT data about device performance and usage patterns so we can empower our customers to do more both inside and outside of the home.”

Valmet is a leading global developer and supplier of technologies, automation, and services for the pulp, paper, and energy industries. “Valmet is building industry leading Industrial Internet solutions for pulp, paper, and energy customers, and we are using the AWS cloud environment as part of our platform,” said Juha-Pekka Helminen, Director, Valmet Digital Ecosystem.

“AWS is continuously improving and adding tools into their portfolio. We look forward to utilizing the new AWS IoT Analytics service for our customers’ benefit.”

+

Amazon FreeRTOS lets customers easily and securely connect small, low-power devices to the cloud

Today, countless devices are already capable of connecting to the cloud, and the number continues to grow dramatically. Many of these devices contain enough onboard computing power (CPU) to take advantage of AWS IoT services. However, a large number of other devices—from lightbulbs and conveyer belts to motion detectors—aren’t big enough to house a CPU and possess a microcontroller (MCU) instead. The most popular operating system used for these devices is FreeRTOS, an open source operating system for microcontrollers that allows them to perform simple tasks. FreeRTOS wasn’t designed specifically for IoT, so it lacks functionality to help devices connect securely to the cloud.

Amazon FreeRTOS extends FreeRTOS with software libraries that make it easy to securely connect small, low-power devices to AWS cloud services like AWS IoT Core, or to more powerful edge devices and gateways running AWS Greengrass (a software module that resides inside devices and gives customers the same Lambda programming model as exists within the AWS Cloud).

With Amazon FreeRTOS, developers can easily build devices with common IoT capabilities, including networking, over-the-air software updates, encryption, and certificate handling. Developers can use the Amazon FreeRTOS console to configure and download Amazon FreeRTOS, or go to FreeRTOS.org or GitHub. Several microcontroller manufacturers and AWS Partner Network (APN) Partners support Amazon FreeRTOS, including Microchip, NXP Semiconductors, STMicroelectronics, Texas Instruments, Arm, IAR, Percepio, and WITTENSTEIN.

Arm defines the pervasive computing shaping today’s connected world. Realized in more than 100 billion silicon chips, Arm architecture is the de-facto standard for embedded applications. “As we’ve seen the Arm-based microcontroller ecosystem grow over recent years, FreeRTOS has played a key role in enabling embedded developers,” said Rene Haas, EVP and President, IP Products Group (IPG), Arm.

“We are pleased to see AWS extend the FreeRTOS kernel with increased connectivity, while adding additional security features. Amazon FreeRTOS running on Arm-based processors is an important milestone toward improving hardware, software, and networking security for the industry.”

Allegion is a provider of security products for homes and businesses. “Amazon FreeRTOS makes it easier for Allegion to rapidly innovate new features for our connected products, such as our Schlage electronic locks, and to move easily between hardware platforms,” said Todd Graves, Senior Vice President of Engineering and Technology, Allegion.

“We can focus on our core strengths, developing innovative safety and security products, knowing that Amazon FreeRTOS will make integration reliable and predictable.”

Hive (Centrica Connected Home) is a market leader in connected home products that helps its customers manage their energy usage in the UK, Ireland, and North America. “Amazon FreeRTOS is an exciting leap forward for our business and our customers,” said Seb Chakraborty, CTO, Hive (Centrica Connected Home).

“Dev teams can now focus their energy on the application and not the plumbing, messaging or security. Instead, they choose the board, the chip, and connect to AWS IoT seamlessly.”

+

New AWS Greengrass feature brings machine learning to the edge (available in preview)

Machine LearningAWS Greengrass ML Inference is a new feature of AWS Greengrass that lets application developers add machine learning to their devices, without requiring special machine learning skills. IoT devices frequently collect and forward large quantities of data, which can be used to automate real-time decision making through machine learning. To do this, customers build, train, and run machine learning on their IoT data in the cloud. However, some applications are highly latency sensitive and require the ability to make decisions without relying on always-on network connectivity.

With AWS Greengrass ML Inference, devices can run machine learning models to perform inference locally, get results, and then make smart decisions quickly, even when they’re not connected. Using Amazon SageMaker, or any machine learning framework, customers build and train their machine learning models in the cloud and then – with just a few clicks – use the AWS Greengrass console to transfer the models to devices they select.

More details available at https://aws.amazon.com/iot

The post Amazon Web Services Announces a Slew of New IoT Services; Brings Machine Learning to the Edge appeared first on IoT Business News.

IoT Business News