Over the last years booming of cloud technologies created a lot of opportunities for business and together with IoT expansion established new niche: Edge Computing. Since it's one of the first speech within the UA community we will go through main points about the origin, business use cases, main frameworks, and challenges. Why DevOps people should start learning embedded programming aspects and why we shouldn't allow to register a cloud node after reboot? That's the questions what we'll also review with professional part of the audience.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2021/08/iot-and-vision-why-its-a-security-minefield-and-how-to-navigate-it-a-presentation-from-arm/
Dr. Lyndon Fawcett, Principal Software Security Architect at Arm, presents the “IoT and Vision: Why It’s a Security Minefield and How to Navigate It" tutorial at the May 2021 Embedded Vision Summit.
Recent advancements in machine learning have enabled market innovators to build insights from IoT sensors in the wild. These insights can be used to solve complex real-world challenges. The lack of security in typical vision-based IoT solutions is especially concerning, as they are typically responsible for managing sensitive data (PID, CCTV) or critical systems (cars, machinery). Security is rarely the first thought for developers of new types of solutions, but making systems secure after the fact is difficult since a holistic approach is required.
Exacerbating this challenge of achieving end-to-end security, the development and deployment of IoT systems often involves multiple handovers of responsibility, which can make achieving end-to-end security difficult. And, due to the complexity and diversity of these systems, security bodies have been unable to prescribe “silver bullet” solutions. Based on first-hand experience, this presentation provides insights to help decision-makers better understand key challenges and potential solutions for providing secure vision-based IoT systems.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2021/10/10-things-you-must-know-before-designing-your-own-camera-a-presentation-from-panopteo/
Alex Fink, consultant at Panopteo, presents the “10 Things You Must Know Before Designing Your Own Camera” tutorial at the May 2021 Embedded Vision Summit.
Computer vision requires vision. This is why companies that use computer vision often decide they need to create a custom camera module (and perhaps other custom sensors) that meets the specific needs of their unique application. This presentation will help you understand how cameras are different from other types of electronic products; what mistakes companies often make when attempting to design their own cameras; and what you can do to end up with cameras that are built on spec, on schedule and on budget.
The PGplant solution provides the Industrial Internet with an attractive facade, which is based on the advanced Digital Twin concept.Process Genius unique multi-layered 3D user interface product, called PGplant, integrates the data from various sources and thus replaces multiple UIs of current IT systems.
AllbeSmart - E robotic midih-presentation-oc2_demo_dayMIDIH_EU
Design, develop and validate an Augmented Reality (AR) application for training-on-the-job and maintenance assist operations- An AllbeSmart experiment based on MIDIH Open Platform Architecture
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2021/08/iot-and-vision-why-its-a-security-minefield-and-how-to-navigate-it-a-presentation-from-arm/
Dr. Lyndon Fawcett, Principal Software Security Architect at Arm, presents the “IoT and Vision: Why It’s a Security Minefield and How to Navigate It" tutorial at the May 2021 Embedded Vision Summit.
Recent advancements in machine learning have enabled market innovators to build insights from IoT sensors in the wild. These insights can be used to solve complex real-world challenges. The lack of security in typical vision-based IoT solutions is especially concerning, as they are typically responsible for managing sensitive data (PID, CCTV) or critical systems (cars, machinery). Security is rarely the first thought for developers of new types of solutions, but making systems secure after the fact is difficult since a holistic approach is required.
Exacerbating this challenge of achieving end-to-end security, the development and deployment of IoT systems often involves multiple handovers of responsibility, which can make achieving end-to-end security difficult. And, due to the complexity and diversity of these systems, security bodies have been unable to prescribe “silver bullet” solutions. Based on first-hand experience, this presentation provides insights to help decision-makers better understand key challenges and potential solutions for providing secure vision-based IoT systems.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2021/10/10-things-you-must-know-before-designing-your-own-camera-a-presentation-from-panopteo/
Alex Fink, consultant at Panopteo, presents the “10 Things You Must Know Before Designing Your Own Camera” tutorial at the May 2021 Embedded Vision Summit.
Computer vision requires vision. This is why companies that use computer vision often decide they need to create a custom camera module (and perhaps other custom sensors) that meets the specific needs of their unique application. This presentation will help you understand how cameras are different from other types of electronic products; what mistakes companies often make when attempting to design their own cameras; and what you can do to end up with cameras that are built on spec, on schedule and on budget.
The PGplant solution provides the Industrial Internet with an attractive facade, which is based on the advanced Digital Twin concept.Process Genius unique multi-layered 3D user interface product, called PGplant, integrates the data from various sources and thus replaces multiple UIs of current IT systems.
AllbeSmart - E robotic midih-presentation-oc2_demo_dayMIDIH_EU
Design, develop and validate an Augmented Reality (AR) application for training-on-the-job and maintenance assist operations- An AllbeSmart experiment based on MIDIH Open Platform Architecture
finCODE US 2018 - En route to CI/CD nirvanaRémi Vichery
En route to CI/CD nirvana with the Nuage Networks Technical Marketing Team. This presentation goes over the challenges we faced building an ecosystem of technology partner with a small team. From building a self-service demonstration platform for employees, partners & customers to automating various aspects of our day to day job.
Innovation Begins With Great People
Join our team and unleash your creative genius! At Xilinx, we make the impossible possible. Together we can shape the future and enable great technology that changes the way people live and work.
SFO15-100K1: Welcome Keynote: George Grey, Linaro CEOLinaro
SFO15-100K1: Welcome Keynote: George Grey, Linaro CEO
Speaker: George Grey
Date: September 21, 2015
★ Session Summary ★
Welcome Keynote
★ Resources ★
Google Event to Watch Live: https://plus.google.com/u/1/events/c08doi39pdhb5j7p2cro4l1c1c0
Pathable: https://sfo15.pathable.com/meetings/302600
Video: https://www.youtube.com/watch?v=5viiqYeOATI
Etherpad: pad.linaro.org/p/sfo15-100k1
Video on server (if unable to view on YouTube):
Presentation on server (if unable to view on Slideshare): N/A
★ Event Details ★
Linaro Connect San Francisco 2015 - #SFO15
September 21-25, 2015
Hyatt Regency Hotel
http://www.linaro.org
http://connect.linaro.org
Case Study: Fujitsu Ensures a Reliable Customer Experience with Modern Wi-Fi ...CA Technologies
Case Study: Fujitsu Ensures a Reliable Customer Experience with Modern Wi-Fi Monitoring
For more information on DevOps: Agile Operations, please visit: http://ow.ly/nJd450g61PN
2017-05-31 Praxiswerkstatt Agilität und digitale TransformationAlexander Much
This is a slide-set shown during a presentation on the event "2. Praxiswerkstatt
Agilität und Digitale Transformation –
Vom Hype zur nutzbringenden Realisierung" on May 31st 2017.
A talk presented at IEEE ComSoc workshop on Evolution of Data-centers in the context of 5G.
Discuss about what is edge computing and management issues in Edge Computing
finCODE US 2018 - En route to CI/CD nirvanaRémi Vichery
En route to CI/CD nirvana with the Nuage Networks Technical Marketing Team. This presentation goes over the challenges we faced building an ecosystem of technology partner with a small team. From building a self-service demonstration platform for employees, partners & customers to automating various aspects of our day to day job.
Innovation Begins With Great People
Join our team and unleash your creative genius! At Xilinx, we make the impossible possible. Together we can shape the future and enable great technology that changes the way people live and work.
SFO15-100K1: Welcome Keynote: George Grey, Linaro CEOLinaro
SFO15-100K1: Welcome Keynote: George Grey, Linaro CEO
Speaker: George Grey
Date: September 21, 2015
★ Session Summary ★
Welcome Keynote
★ Resources ★
Google Event to Watch Live: https://plus.google.com/u/1/events/c08doi39pdhb5j7p2cro4l1c1c0
Pathable: https://sfo15.pathable.com/meetings/302600
Video: https://www.youtube.com/watch?v=5viiqYeOATI
Etherpad: pad.linaro.org/p/sfo15-100k1
Video on server (if unable to view on YouTube):
Presentation on server (if unable to view on Slideshare): N/A
★ Event Details ★
Linaro Connect San Francisco 2015 - #SFO15
September 21-25, 2015
Hyatt Regency Hotel
http://www.linaro.org
http://connect.linaro.org
Case Study: Fujitsu Ensures a Reliable Customer Experience with Modern Wi-Fi ...CA Technologies
Case Study: Fujitsu Ensures a Reliable Customer Experience with Modern Wi-Fi Monitoring
For more information on DevOps: Agile Operations, please visit: http://ow.ly/nJd450g61PN
2017-05-31 Praxiswerkstatt Agilität und digitale TransformationAlexander Much
This is a slide-set shown during a presentation on the event "2. Praxiswerkstatt
Agilität und Digitale Transformation –
Vom Hype zur nutzbringenden Realisierung" on May 31st 2017.
A talk presented at IEEE ComSoc workshop on Evolution of Data-centers in the context of 5G.
Discuss about what is edge computing and management issues in Edge Computing
Connectivity is here (5 g, swarm,...). now, let's build interplanetary apps! (1)Samy Fodil
Webinar recording: https://youtu.be/t30Aa-mq93Q
Do you need to build scalable 5G and IoT applications? Or, maybe distribute the computing required by AR/VR throughout the data path? Perhaps you need to implement Digital Twins? Well you've come to the right place.
Edge Computing is a paradigm that distributes computing and data storage between the Cloud and the users. In fact, the data center infrastructure that sits between you and the Cloud is actually larger than all the Cloud data centers combined. For over two decades, thanks to that Edge infrastructure you've been able to watch videos and smoothly surf the web. Today the "Edge" is powering all the automation around you; for example, smart cities, smart cars, smart factories, etc.
Application developers are key to the success of an edge compute strategy. They are the backbone for any digital ecosystem and their requirements drive the platform architecture. Edge computing is no different. In this talk, we will focus on some key requirements, challenges and possible solutions for a developer centric architecture for multi-access edge computing including abstraction of the service provider’s network complexity, low footprint cloud native builder models, micro-services, hardware abstractions, intelligence layers and massive monitoring of application instances.
About the speaker: Shamik Mishra is currently Assistant Vice President (AVP), Technology and Innovation at Aricent. He is a practice leader for new product architectures. He has extensive experience and contributions in software development in cloud, wireless technologies, edge computing and platform software. His research interests are Network Function Virtualization (NFV), Cloud and edge computing and Machine Learning (ML). He has spoken in several conferences and his work is regularly covered in the media. Shamik has a bachelor’s and a master’s degree from Indian Institute of Technology (IIT) Kharagpur, India.
FIWARE Global Summit - Building Production Grade IoT Platform Leveraging FIWAREFIWARE
Presentation by Parwinder Singh (Technical Specialist, NEC Technologies India Pvt Ltd.) and Satinder Jeet Singh (Group Project Manager, NEC Technologies India Pvt Ltd.)
FIWARE Global Summit
23-24 October 2019 - Berlin, Germany
Deploy and Manage Your Industrial IoT Edge Solutions In Weeks With EdgeOpsTredence Inc
EdgeOps frameworks are helping scale deployments across sites within weeks,
while streamlining governance, reducing solution support requirements by 60%. Learn more- https://www.tredence.com/solutions/edge-ai
What Is Edge Computing? Everything You Need to KnowDigital Carbon
Edge computing is transforming the way we process and utilize data in the era of 5G. This groundbreaking technology is redefining the rules for businesses by bringing computing resources closer to the data source, reducing latency, and enabling real-time decision-making.
Reinventing DDC in the Age of Data AnalyticsMemoori
Reinventing DDC in the Age of Data Analytics! Memoori Talks to Jim Lee, CEO Cimetrics, Anto Budiardjo, CEO Anka Labs & Alper Üzmezler, CTO Anka Labs. Can we rethink the DDC to become data-centric, able to perform analytics and capable of sending data to cloud systems?
Vertex perspectives ai optimized chipsets (part i)Yanai Oron
Businesses are increasingly adopting AI to create new applications to transform existing operations, driving big data with the growth of IoT and 5G networks and increasing future process complexities for human operators. In this new environment, AI will be needed to write algorithms dynamically to automate the entire programming process. Fortunately, algorithms associated with deep learning are able to achieve enhanced performance with increasing data, unlike the rest associated with machine learning.
Vertex Perspectives | AI-optimized Chipsets | Part IVertex Holdings
Businesses are increasingly adopting AI to create new applications to transform existing operations, driving big data with the growth of IoT and 5G networks and increasing future process complexities for human operators. In this new environment, AI will be needed to write algorithms dynamically to automate the entire programming process. Fortunately, algorithms associated with deep learning are able to achieve enhanced performance with increasing data, unlike the rest associated with machine learning. To date, deep learning technology has primarily been a software play. Existing processors were not originally designed for these new applications. Hence the need to develop AI-optimized hardware.
Open Source Possibilities for 5G Edge Computing DeploymentIgnacio Verona
Session delivered together with my colleague Hyde Sugiyama during ONS Amsterdam 2018. We discussed about how open source and edge computing will enable a new B2B2X market for CSPs.
Overcoming the AIoT Obstacles through Smart Component IntegrationInnodisk Corporation
Enterprises in every industry are gearing up for AI’s integration with IoT at the edge. Analytics and cloud-based applications are crucial foundations for the AIoT infrastructure. But even more importantly, AIoT requires complete, real-time access to the data in fulfill the needs of highly responsive edge computing applications.
In our experience, many customers are facing the same difficulties with regards to cyber level and physical level device integration in the new AI era. As the world's leading industrial storage and memory provider, Innodisk has a solid track record with more than 2000 customers, and expertise built on more than a decade of integration of hardware, firmware and software solutions.
Attend this webinar to learn about:
- Preparing your business for the new Internet of Things (IoT) an AI era
- How do we Overcome the Current Architectural Issues?
- Increasing process efficiency and delivering a better customer experience
- Facilitating new platforms that enable rapid development of next generation intelligent IoT systems
- Trends and technology in AIoT intelligent storage/ data optimization
DevOps Fest 2020. Сергій Калінець. Building Data Streaming Platform with Apac...DevOps_Fest
Apache Kafka зараз на хайпі. Все більше компаній починають використовувати її, як message bus. Проте Kafka може набагато більше, аніж бути просто транспортом. Її реальна міць і краса розкриваються, коли Kafka стає центральною нервовою системою вашої архітектури. Вона швидка, надійна і доволі гнучка для різних сценаріїв використання.
На цій доповіді Сергій поділитися досвідом побудови data streaming платформи. Ми поговоримо про те, як Kafka працює, як її потрібно конфігурувати і в які халепи можна потрапити, якщо Kafka використовується неоптимально.
DevOps Fest 2020. Kohsuke Kawaguchi. GitOps, Jenkins X & the Future of CI/CDDevOps_Fest
CI/CD process has been something your DevOps engineer purpose-built for your team. But with Kubernetes & cloud-native, that’s becoming “legacy.” The rising level of platform abstraction allows all the good practices that the industry has developed over time to be integrated, hidden, and simplified behind just one practice called “GitOps.” That simplified world is what Jenkins X enables.
We will discuss GitOps, Jenkins X, and how that combination drastically simplifies cloud-native web app development. You’ll understand why traditional DevOps is not suitable in a Kubernetes and cloud-native world, explore GitOps principles and discover how they facilitate high-velocity app development.
And finally, Kohsuke will make a fool of himself by talking about the future — now that Jenkins X simplifies the CD process, where is the next frontier?
DevOps Fest 2020. Барух Садогурский и Леонид Игольник. Устраиваем DevOps без ...DevOps_Fest
Казалось бы, доклад про устроение DevOps должен быть про настройку Дженкинса, но нет! Этот доклад для тех, кто понимает, что DevOps — это история про культуру, коллаборацию и общение, но не очень представляет, как будучи скромным исполнителем или тимлидом, повлиять на целый энтерпрайз, и сдвинуть организацию в сторону DevOps. Барух расскажет какими методами можно воспользоваться для влияния на stake–holder-ов, что кому говорить, как мотивировать, и как работать с возражениями. Пожалуй, за исключением парапсихологических практик и гипноза (которые не стоит раскрывать неокрепшим умам), на этом докладе будут обозрены все способы влиять, не имея полномочий на благо наступления повсеместного DevOps в индустрии.
DevOps Fest 2020. James Spiteri. Advanced Security Operations with Elastic Se...DevOps_Fest
How does your organization detect and respond to cyber threats?
Learn how the latest security capabilities in the Elastic Stack enable interactive exploration and automated analysis, an endpoint protection product to fully combine prevention, detection, and response into a single autonomous agent and unsupervised machine learning to reduce false positives and spot anomalies — all at the speed and scale your security practitioners need to defend your organization.
It doesn’t stop there - this session will also cover how security teams use Canvas, Maps, and other Kibana elements to triage events and perform initial investigations.
DevOps Fest 2020. Максим Безуглый. DevOps - как архитектура в процессе. Две к...DevOps_Fest
Сотни вопросов о структуре и процессах, которые ставят и решают архитекторы и практики DevOps на примере решений в своем проекте.
Взаимоопределяющие вопросы архитектуры, DevOps, бизнеса и разработки.
Взрыв сложности - представьте, что вместо простого gmail подобного почтового SPA вам нужно построить и развивать новый sendmail на сервере + thunderbird для клиентов (desktop, мобильную и веб версию) по SAAS multi tenant модели.
DevOps Fest 2020. Павел Жданов та Никора Никита. Построение процесса CI\CD дл...DevOps_Fest
Хотя на первый взгляд кажется, что нет никакой разницы, в действительности проприетарные и opensource проекты имеют большое отличие в реализации CI\CD process. Разные команды к которым добавляются неучтенные котрибьютеры работают в разных временных зонах, разработка ведется в условиях недостаточной коммуникации. За добавление новых изменений отвечает не один или несколько человек, а консорциум. В результате, процесс внесения изменений слишком затягивается, увеличивая потенциальные конфликты не только в файлах но и бизнес логике. Все эти особенности вносят свое влияние на устройство CI\CD для open source project. Как он устроен мы и расскажем в нашем докладе.
DevOps Fest 2020. Станислав Коленкин. How to connect non-connectible: tips, t...DevOps_Fest
Сегодня сложно не использовать облачные решение и их возможности в цифровом мире. Конкуренция между облачными провайдерами приводит к высокому качеству и большому выбору услуг, а GCP и AWS являются одними из лидеров на рынке облачных услуг. Они имеют огромные различия в услугах и возможностях, что очень затрудняет ответ на вопрос "Какой же клауд провайдер выбрать?"
Бизнес решения не редко сходится на том, чтобы не выбирать преимущества среди обоих провайдеров, а использовать преимущества обеих (или более) провайдеров с необходимыми сервисами. Так же не стоит забывать про необходимость в bare-metal решениях. Все эти потребности создают огромное количество новых проблем и сложностей для инженеров и архитекторов.
А сегодня мы поговорим с вами о том какие проблемы возникают при деплойменте приложений нашего стека в разные клауды.
DevOps Fest 2020. Андрій Шабалін. Distributed Tracing for microservices with ...DevOps_Fest
Зараз, в 2020 році, певно немає таких людей, які не використовують чи не чули про мікросервіси. Складність таких системам полягає не лише в правильному проектуванні на етапі створення і розробки, але і самій експлуатації. У роботі в таких розподілених системах команді неодмінно доведеться зіткнутися з челенджами пошуку “bottlenecks” і відсутністю повної картини комунікації сервісів.
У розподілених системах метрики та логи не завжди дають достатньо інформації для пошуку проблем, оскільки вони продукують дані що відносяться до конкретних компонент системи та не покриває їх взаємодії в цілому. Ця доповідь буде присвячена вирішенню проблем з “observability” та “application performance monitoring” за допомогою підходу “distributed tracing” з Jaeger.
DevOps Fest 2020. Дмитрий Кудрявцев. Реализация GitOps на Kubernetes. ArgoCDDevOps_Fest
Kubernetes став стандартом для обчислювальних платформ і багато хто вже адаптував цю платформу як основну. Особливістю цієї платформи є нетипова система управління конфігураціями.
На презентації ми розглянемо що являє собою декларативний конфігураційний менеджмент. Чому Kustomize для нас є найкращим інструментом. І як за допомогою ArgoCD розгорнути Kubeflow на Kubernetes кластері.
DevOps Fest 2020. Роман Орлов. Инфраструктура тестирования в KubernetesDevOps_Fest
Сегодня многие сервисы, которые два года назад жили в Docker контейнерах, переезжают в Kubernetes. И инфраструктура тестирования не исключение. В своем докладе я хочу рассказать чем Kubernetes может быть полезен для внутренней инфраструктуры, и как мы используем Kubernetes для организации Selenium-тестирования. Вы узнаете как мы прошли путь от «голого» железа до «кубера», что это дало и какую можно получить экономию. На реальных примерах вы увидите как мы работаем с Kubernetes API, как запускаем Windows в Kubernetes, а также наши «грабли» и best practices.
DevOps Fest 2020. Андрей Шишенко. CI/CD for AWS Lambdas with Serverless frame...DevOps_Fest
Доклад рассказывает, как оптимизировать и автоматизировать процесс активной разработки и деплоймента serverless приложений/микросервисов. Сравниваются разные подходы в разворачивании serverless стека на AWS (API GW + Lambda), В процессе презентации я поясню, почему мы выбрали Gitlab-Ci, а не Jenkins ,как CI/CD движок, почему мы выбрали Serverless Framework, а не AWS SAM, как способ разворачивания Serverless приложений. В презентации я покажу, как легко с помощью данного технического решения описывать комплексные задачи, их мониторинг, алертинг, обеспечивать безопасность. Расскажу о проблемах, с которыми мы столкнулись (у нас больше 130 API GWы и 600 Lamdas) за последние 2 года, и какие планы на модернизацию текущего решения.
DevOps Fest 2020. Александр Глущенко. Modern Enterprise Network Architecture ...DevOps_Fest
При разработке и сопровождении enterprise продуктов в AWS Cloud мы всегда сталкиваемся со сложностями в разработке архитектуры сети, которая будет объединять множество AWS аккаунтов и сервисов и отвечать требованиям высокой доступности, безопасности и regulatory compliance. В данном докладе я хочу поделиться со слушателями своим опытом и привести примеры готовых шаблонов масштабируемой, безопасной архитектуры между несколькими учетными записями
DevOps Fest 2020. Виталий Складчиков. Сквозь монолитный enterprise к микросер...DevOps_Fest
В своем выступлении я хочу пригласить участников взглянуть на банк как на современную компанию. Я хотел бы показать наш путь от монолитной архитектуры к микросервисам. Это не типичная статья истории трансформации с Интренета. Это наш маленький прорыв в устоявшейся архитектуре многих банков.
Прежде всего вы можете увидеть шаги от SOA (Enterprise Service Bus) к MSA (Docker, Kubernetes).
DevOps Fest 2020. Денис Медведенко. Управление сложными многокомпонентными ин...DevOps_Fest
В этом докладе мы поговорим о разворачивании инфраструктуры для Azure Service Fabric c помощью инструмента Terraform. Мы расскажем о составляющих инфраструктуры и сложностях, с которыми мы столкнулись при работе с ней. Также вы узнаете о том, как запускается процесс CI/CD для Azure Service Fabric.
DevOps Fest 2020. Павел Галушко. Что делать devops'у если у вас захотели mach...DevOps_Fest
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2. What I will share with you today
● What is Edge Computing?
● Where to use in business ?
● Why it's going to be next big thing?
● What it means for DevOps?
● What were the practical Challenges?
● Our vision of the future
● Q&A
3. What is Edge Computing?
Main aspects
● resources virtualization
● close to data origin
● low latency for real time apps <20ms
● distributed computing resources
● autonomous operation capabilities
5. What is Edge Computing?
Base Resources
virtualization
● CPU
● GPU
● RAM
● Network
● Flash memory
Periphery access
management
● GPIO
● Southbound radio
● PCIe
● USB
● Audio/Video
● Power
● Industrial Bus(-es)
● Sensor ports
https://www.pine64.org/rockpro64/
6. Where to use in business?
Application areas and use cases
● Telecommunications
● Manufacturing
● Automotive
● Mining, Oil & Gas
● Energy
● Agriculture
● SpaceTech
https://www.gartner.com/smarterwithgartner/what-edge-computing-means-for-infra
structure-and-operations-leaders/
7. Where to use in business? CASE 1: Video processing
Video analysis & enhancements
Why I need to send video stream to cloud to extract plate ID?
8. Where to use in business? CASE 2: Factory 4.0
Robotics & Manufacturing
I need to communicate locally, resiliently and at lowest cost
9. Where to use in business? CASE 3: Software Defined Satellite
Space Tech
● Camera and sensors storing
data to local storage on
satellite
● Different data models
processing the data and supply
it to the own infrastructure on
the ground
10. Why going to be the Next Big Thing?
Key factors of business success and why it’s serious
● Market needs to connect clouds and IoT
● Powerful governance by Linux Foundation & LF Edge
● Major investments from key tech players
Trillions of sensors & controls All kind of clouds
11. You Missed The Cloud Revolution?
Edge is 4X the Size & Will Hit 4 Trillion Economy*
http://www.chetansharma.com/publications/edge-internet-economy/
Arpit Joshipura, General Manager LF Networking, Edge and IoT at Linux Foundation. ONS 2019, Antwerp Belgium
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26. Edge Computing: Key DevOps specifics
What to take care specially
● Resources management
(scaling and periphery control)
● Autonomous payload execution
(especially for the Device Edge)
● Security aspects: Secure boot
27. Edge Computing: our challenges
Practical aspects: AgTech
Why Edge Computing but not pure
Embedded approach?
Solution dev process - need to know
IoT & domain specifics
QA process - traditional vs reality
Support&Maintanace aspects (SW
upgrade, debug, monitoring)
Upcoming challenges:
Connectivity-as-a-Service (eSIM)
Proof of data origin
CV integration for non-AI specific
HW
28. Practical aspects: AgTech
➔ It’s NOT “Embedded vs cloud” it’s
“Embedded PLUS Cloud”
➔ CI/CD & QA automation possibilities
➔ Applications scalability
➔ No chip dependency
➔ Allows 3rd party applications
➔ Imagine it’s like IOS or Android vs
legacy firmware phone
Why Edge Computing but not pure
Embedded approach?
29. Practical aspects: AgTech
Solution development process
➔ Need to know IoT and domain specifics
➔ GPS is not precise, not stable and needs to be
filtered
➔ Want to have stable precise positioning (RTK)?
Stable connectivity required
➔ Sensors (self-) calibration
➔ Environmental conditions: outdoor, UV,
Vibrations, chemicals, thermal management
32. Practical aspects : AgTech
Support & Maintenance aspects
➔ Low qualified operational personnel -
make it plug&play or disable it
➔ Operating in the middle of nowhere
➔ Low speed & unstable connectivity:
don’t expect stable telemetry & console
➔ Foolproof user design is a must
➔ If mobile network used - who is
managing account balance?
Credit: NASA/JPL-Caltech/MSSS
34. Upcoming challenges:
➔ Define TPM to be used
➔ Implement secure boot by
utilizing Keylime project
➔ Enable digital signature for
upstreaming data
https://keylime.dev/
Proof of data origin & secure boot using TPM
35. Upcoming challenges:
Computer Vision integration for
non-AI specific HW
➔ Training dataset collection (another
use case for EdgeGW )
➔ Linking container with data model
to specific GPU
➔ Integration with autopilot for route
correction for rows tracking