SlideShare una empresa de Scribd logo
1 de 16
Yossi Cohen
DSP-IP
Open Platform
for
Drone swarm
Design & training
Agenda
• The need for drone swarm
• Drone swarm design requirements
• The need for open platform
• Open platform requirements
Drone Swarm - the need
• Price / Quantity !
• Area coverage
• Multi-location sensors
• Coordinated attacks
• Autonomous / Single operator to many drones
Drone Swarm – my wish list
• Cost Cost Cost !!!
• Upgrade existing drones to swarm??
• Use existing platforms
• (DVRs/ control rooms / communication)
• Best platform
• Integrate:
• multiple drone types
• components from different vendors
into a single swarm
Multi-vendors platform
• Company 1 – low cost <10K attack drones
• Company 2 – smarter drone for communication/control
• Company 3 –control cart / system
• Company 4 – distributed video analytics platform
• Could it all work together “Mix & Match” for the best
integrated platform?
• Create an open platform / standards for swarm integration
Swarm coordination simulation &
training
• Swarm training:
• Reinforced learning methods
• Hardware requirements
• Jetson nano / Jetson NX run RL models (cost of 100-400$)!!
• Low cost SoC with NPU/TPU / GPU FPGAs
Swarm simulation & training - NVIDIA
• Low-cost Reinforced learning platforms for drones / UAV
• NVIDIA ISAAC SIM
Swarm simulation & training -
Matlab
• Matlab Reinforced and UAV Toolboxes
Swarm training – testing &
validation
• Open interoperability tests
• Swarm coordination
• Swarm response to event
Video Analytics - Detection
• Pain
• Drone manufacturer doesn’t have all the tools / knowledge for
Video Analytics
• Target definition changes (new missile truck / target person)
• Solution
• Pluggable ATR server
• Server accept 3rd party analytics models with predefined API
• Accept updates (face / new missile track)
Video Analytics - Metadata
• How to send metadata drone-drone & Drone-controller
• Solutions
• Existing UAV video analytics protocols (STANAG /VMTI)
• NVIDIA Metadata format
Video Analytics - simulation
• Simulate Autonomous system environment
• Underwater
• Ships
• Missiles
• Drones/UAV
• Full Digital twin
• Behavior of enemy autonomous systems & Swarms
• Systems that accepts a 3D model of object simulate it in combat
environment and automatically creates a detector
Control
• Communication
• same protocols
• Same commands
• Meshed communication and relay (optional)
Naïve Suggestion
• Create a multi-vendor definition and interop platform
• Communication
• Control
• Video Analytics
• Training
• Make this vision happen
Yossi Cohen +972-54-5313092
info@dsp-ip.com
Thank you

Más contenido relacionado

Similar a open platform for swarm training

MIPI DevCon 2016: Verification of Mobile SOC Design (UFS)
MIPI DevCon 2016: Verification of Mobile SOC Design (UFS)MIPI DevCon 2016: Verification of Mobile SOC Design (UFS)
MIPI DevCon 2016: Verification of Mobile SOC Design (UFS)MIPI Alliance
 
DCAST Meetup - Washington, DC Feb 2016
DCAST Meetup - Washington, DC Feb 2016DCAST Meetup - Washington, DC Feb 2016
DCAST Meetup - Washington, DC Feb 2016Justin Ison
 
Cloud Performance Testing with LoadRunner
Cloud Performance Testing with LoadRunnerCloud Performance Testing with LoadRunner
Cloud Performance Testing with LoadRunnerRichard Bishop
 
2014-09-15 cloud platform master class
2014-09-15 cloud platform master class2014-09-15 cloud platform master class
2014-09-15 cloud platform master classCitrix
 
Overview of Adroid Architecture.pptx
Overview of Adroid Architecture.pptxOverview of Adroid Architecture.pptx
Overview of Adroid Architecture.pptxdebasish duarah
 
Towards An Open Instrumentation Platform: Getting The Most From MAVLink, Ardu...
Towards An Open Instrumentation Platform: Getting The Most From MAVLink, Ardu...Towards An Open Instrumentation Platform: Getting The Most From MAVLink, Ardu...
Towards An Open Instrumentation Platform: Getting The Most From MAVLink, Ardu...Steve Arnold
 
Selenium Camp 2016 - Kiev, Ukraine
Selenium Camp 2016 -  Kiev, UkraineSelenium Camp 2016 -  Kiev, Ukraine
Selenium Camp 2016 - Kiev, UkraineJustin Ison
 
Stas Kolenkin & Taras Bobalo - CloudFlare Recon Workshop
Stas Kolenkin & Taras Bobalo - CloudFlare Recon WorkshopStas Kolenkin & Taras Bobalo - CloudFlare Recon Workshop
Stas Kolenkin & Taras Bobalo - CloudFlare Recon WorkshopNoNameCon
 
Conventions
ConventionsConventions
Conventionsploeh
 
Alina Cojocariu - Flex and Android tests with Ranorex
Alina Cojocariu - Flex and Android tests with RanorexAlina Cojocariu - Flex and Android tests with Ranorex
Alina Cojocariu - Flex and Android tests with RanorexCodecamp Romania
 
BSidesDFW2022-PurpleTeam_Cloud_Identity.pptx
BSidesDFW2022-PurpleTeam_Cloud_Identity.pptxBSidesDFW2022-PurpleTeam_Cloud_Identity.pptx
BSidesDFW2022-PurpleTeam_Cloud_Identity.pptxJasonOstrom1
 
Continuous Integration with Amazon ECS and Docker
Continuous Integration with Amazon ECS and DockerContinuous Integration with Amazon ECS and Docker
Continuous Integration with Amazon ECS and DockerAmazon Web Services
 
Dev Ops on AWS - Accelerating Software Delivery - AWS-Summit SG 2017
Dev Ops on AWS - Accelerating Software Delivery - AWS-Summit SG 2017Dev Ops on AWS - Accelerating Software Delivery - AWS-Summit SG 2017
Dev Ops on AWS - Accelerating Software Delivery - AWS-Summit SG 2017Amazon Web Services
 
20170831 - Greg Palmier: Terraform & AWS at Tempus
20170831 - Greg Palmier: Terraform & AWS at Tempus20170831 - Greg Palmier: Terraform & AWS at Tempus
20170831 - Greg Palmier: Terraform & AWS at TempusDevOps Chicago
 
DevOps on AWS - Accelerating Software Delivery
DevOps on AWS - Accelerating Software DeliveryDevOps on AWS - Accelerating Software Delivery
DevOps on AWS - Accelerating Software DeliveryAmazon Web Services
 

Similar a open platform for swarm training (20)

MIPI DevCon 2016: Verification of Mobile SOC Design (UFS)
MIPI DevCon 2016: Verification of Mobile SOC Design (UFS)MIPI DevCon 2016: Verification of Mobile SOC Design (UFS)
MIPI DevCon 2016: Verification of Mobile SOC Design (UFS)
 
DCAST Meetup - Washington, DC Feb 2016
DCAST Meetup - Washington, DC Feb 2016DCAST Meetup - Washington, DC Feb 2016
DCAST Meetup - Washington, DC Feb 2016
 
AWS Best Practices
AWS Best PracticesAWS Best Practices
AWS Best Practices
 
Cloud Performance Testing with LoadRunner
Cloud Performance Testing with LoadRunnerCloud Performance Testing with LoadRunner
Cloud Performance Testing with LoadRunner
 
2014-09-15 cloud platform master class
2014-09-15 cloud platform master class2014-09-15 cloud platform master class
2014-09-15 cloud platform master class
 
OTT for Mobile Devices
OTT for Mobile DevicesOTT for Mobile Devices
OTT for Mobile Devices
 
Overview of Adroid Architecture.pptx
Overview of Adroid Architecture.pptxOverview of Adroid Architecture.pptx
Overview of Adroid Architecture.pptx
 
TenT-Day04.pptx
TenT-Day04.pptxTenT-Day04.pptx
TenT-Day04.pptx
 
TenT-Day04.pptx
TenT-Day04.pptxTenT-Day04.pptx
TenT-Day04.pptx
 
Towards An Open Instrumentation Platform: Getting The Most From MAVLink, Ardu...
Towards An Open Instrumentation Platform: Getting The Most From MAVLink, Ardu...Towards An Open Instrumentation Platform: Getting The Most From MAVLink, Ardu...
Towards An Open Instrumentation Platform: Getting The Most From MAVLink, Ardu...
 
Selenium Camp 2016 - Kiev, Ukraine
Selenium Camp 2016 -  Kiev, UkraineSelenium Camp 2016 -  Kiev, Ukraine
Selenium Camp 2016 - Kiev, Ukraine
 
Stas Kolenkin & Taras Bobalo - CloudFlare Recon Workshop
Stas Kolenkin & Taras Bobalo - CloudFlare Recon WorkshopStas Kolenkin & Taras Bobalo - CloudFlare Recon Workshop
Stas Kolenkin & Taras Bobalo - CloudFlare Recon Workshop
 
Conventions
ConventionsConventions
Conventions
 
Alina Cojocariu - Flex and Android tests with Ranorex
Alina Cojocariu - Flex and Android tests with RanorexAlina Cojocariu - Flex and Android tests with Ranorex
Alina Cojocariu - Flex and Android tests with Ranorex
 
BSidesDFW2022-PurpleTeam_Cloud_Identity.pptx
BSidesDFW2022-PurpleTeam_Cloud_Identity.pptxBSidesDFW2022-PurpleTeam_Cloud_Identity.pptx
BSidesDFW2022-PurpleTeam_Cloud_Identity.pptx
 
Continuous Integration with Amazon ECS and Docker
Continuous Integration with Amazon ECS and DockerContinuous Integration with Amazon ECS and Docker
Continuous Integration with Amazon ECS and Docker
 
Dev Ops on AWS - Accelerating Software Delivery - AWS-Summit SG 2017
Dev Ops on AWS - Accelerating Software Delivery - AWS-Summit SG 2017Dev Ops on AWS - Accelerating Software Delivery - AWS-Summit SG 2017
Dev Ops on AWS - Accelerating Software Delivery - AWS-Summit SG 2017
 
20170831 - Greg Palmier: Terraform & AWS at Tempus
20170831 - Greg Palmier: Terraform & AWS at Tempus20170831 - Greg Palmier: Terraform & AWS at Tempus
20170831 - Greg Palmier: Terraform & AWS at Tempus
 
IzoT platform presentation
IzoT platform presentationIzoT platform presentation
IzoT platform presentation
 
DevOps on AWS - Accelerating Software Delivery
DevOps on AWS - Accelerating Software DeliveryDevOps on AWS - Accelerating Software Delivery
DevOps on AWS - Accelerating Software Delivery
 

Más de Yoss Cohen

Infrared simulation and processing on Nvidia platforms
Infrared simulation and processing on Nvidia platformsInfrared simulation and processing on Nvidia platforms
Infrared simulation and processing on Nvidia platformsYoss Cohen
 
Deep Learning - system view
Deep Learning - system viewDeep Learning - system view
Deep Learning - system viewYoss Cohen
 
Dspip deep learning syllabus
Dspip deep learning syllabusDspip deep learning syllabus
Dspip deep learning syllabusYoss Cohen
 
IoT consideration selection
IoT consideration selectionIoT consideration selection
IoT consideration selectionYoss Cohen
 
Nvidia jetson nano bringup
Nvidia jetson nano bringupNvidia jetson nano bringup
Nvidia jetson nano bringupYoss Cohen
 
Autonomous car teleportation architecture
Autonomous car teleportation architectureAutonomous car teleportation architecture
Autonomous car teleportation architectureYoss Cohen
 
Motion estimation overview
Motion estimation overviewMotion estimation overview
Motion estimation overviewYoss Cohen
 
Computer Vision - Image Filters
Computer Vision - Image FiltersComputer Vision - Image Filters
Computer Vision - Image FiltersYoss Cohen
 
Intro to machine learning with scikit learn
Intro to machine learning with scikit learnIntro to machine learning with scikit learn
Intro to machine learning with scikit learnYoss Cohen
 
DASH and HTTP2.0
DASH and HTTP2.0DASH and HTTP2.0
DASH and HTTP2.0Yoss Cohen
 
HEVC Definitions and high-level syntax
HEVC Definitions and high-level syntaxHEVC Definitions and high-level syntax
HEVC Definitions and high-level syntaxYoss Cohen
 
Introduction to HEVC
Introduction to HEVCIntroduction to HEVC
Introduction to HEVCYoss Cohen
 
FFMPEG on android
FFMPEG on androidFFMPEG on android
FFMPEG on androidYoss Cohen
 
Hands-on Video Course - "RAW Video"
Hands-on Video Course - "RAW Video" Hands-on Video Course - "RAW Video"
Hands-on Video Course - "RAW Video" Yoss Cohen
 
Video quality testing
Video quality testingVideo quality testing
Video quality testingYoss Cohen
 
HEVC / H265 Hands-On course
HEVC / H265 Hands-On courseHEVC / H265 Hands-On course
HEVC / H265 Hands-On courseYoss Cohen
 
Web video standards
Web video standardsWeb video standards
Web video standardsYoss Cohen
 
Product wise computer vision development
Product wise computer vision developmentProduct wise computer vision development
Product wise computer vision developmentYoss Cohen
 
3D Video Programming for Android
3D Video Programming for Android3D Video Programming for Android
3D Video Programming for AndroidYoss Cohen
 

Más de Yoss Cohen (20)

Infrared simulation and processing on Nvidia platforms
Infrared simulation and processing on Nvidia platformsInfrared simulation and processing on Nvidia platforms
Infrared simulation and processing on Nvidia platforms
 
Deep Learning - system view
Deep Learning - system viewDeep Learning - system view
Deep Learning - system view
 
Dspip deep learning syllabus
Dspip deep learning syllabusDspip deep learning syllabus
Dspip deep learning syllabus
 
IoT consideration selection
IoT consideration selectionIoT consideration selection
IoT consideration selection
 
IoT evolution
IoT evolutionIoT evolution
IoT evolution
 
Nvidia jetson nano bringup
Nvidia jetson nano bringupNvidia jetson nano bringup
Nvidia jetson nano bringup
 
Autonomous car teleportation architecture
Autonomous car teleportation architectureAutonomous car teleportation architecture
Autonomous car teleportation architecture
 
Motion estimation overview
Motion estimation overviewMotion estimation overview
Motion estimation overview
 
Computer Vision - Image Filters
Computer Vision - Image FiltersComputer Vision - Image Filters
Computer Vision - Image Filters
 
Intro to machine learning with scikit learn
Intro to machine learning with scikit learnIntro to machine learning with scikit learn
Intro to machine learning with scikit learn
 
DASH and HTTP2.0
DASH and HTTP2.0DASH and HTTP2.0
DASH and HTTP2.0
 
HEVC Definitions and high-level syntax
HEVC Definitions and high-level syntaxHEVC Definitions and high-level syntax
HEVC Definitions and high-level syntax
 
Introduction to HEVC
Introduction to HEVCIntroduction to HEVC
Introduction to HEVC
 
FFMPEG on android
FFMPEG on androidFFMPEG on android
FFMPEG on android
 
Hands-on Video Course - "RAW Video"
Hands-on Video Course - "RAW Video" Hands-on Video Course - "RAW Video"
Hands-on Video Course - "RAW Video"
 
Video quality testing
Video quality testingVideo quality testing
Video quality testing
 
HEVC / H265 Hands-On course
HEVC / H265 Hands-On courseHEVC / H265 Hands-On course
HEVC / H265 Hands-On course
 
Web video standards
Web video standardsWeb video standards
Web video standards
 
Product wise computer vision development
Product wise computer vision developmentProduct wise computer vision development
Product wise computer vision development
 
3D Video Programming for Android
3D Video Programming for Android3D Video Programming for Android
3D Video Programming for Android
 

Último

Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsRoshan Dwivedi
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slidevu2urc
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEarley Information Science
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Allon Mureinik
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
Developing An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of BrazilDeveloping An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of BrazilV3cube
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Enterprise Knowledge
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Servicegiselly40
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 

Último (20)

Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
Developing An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of BrazilDeveloping An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of Brazil
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Service
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 

open platform for swarm training

  • 2. Agenda • The need for drone swarm • Drone swarm design requirements • The need for open platform • Open platform requirements
  • 3.
  • 4. Drone Swarm - the need • Price / Quantity ! • Area coverage • Multi-location sensors • Coordinated attacks • Autonomous / Single operator to many drones
  • 5. Drone Swarm – my wish list • Cost Cost Cost !!! • Upgrade existing drones to swarm?? • Use existing platforms • (DVRs/ control rooms / communication) • Best platform • Integrate: • multiple drone types • components from different vendors into a single swarm
  • 6. Multi-vendors platform • Company 1 – low cost <10K attack drones • Company 2 – smarter drone for communication/control • Company 3 –control cart / system • Company 4 – distributed video analytics platform • Could it all work together “Mix & Match” for the best integrated platform? • Create an open platform / standards for swarm integration
  • 7. Swarm coordination simulation & training • Swarm training: • Reinforced learning methods • Hardware requirements • Jetson nano / Jetson NX run RL models (cost of 100-400$)!! • Low cost SoC with NPU/TPU / GPU FPGAs
  • 8. Swarm simulation & training - NVIDIA • Low-cost Reinforced learning platforms for drones / UAV • NVIDIA ISAAC SIM
  • 9. Swarm simulation & training - Matlab • Matlab Reinforced and UAV Toolboxes
  • 10. Swarm training – testing & validation • Open interoperability tests • Swarm coordination • Swarm response to event
  • 11. Video Analytics - Detection • Pain • Drone manufacturer doesn’t have all the tools / knowledge for Video Analytics • Target definition changes (new missile truck / target person) • Solution • Pluggable ATR server • Server accept 3rd party analytics models with predefined API • Accept updates (face / new missile track)
  • 12. Video Analytics - Metadata • How to send metadata drone-drone & Drone-controller • Solutions • Existing UAV video analytics protocols (STANAG /VMTI) • NVIDIA Metadata format
  • 13. Video Analytics - simulation • Simulate Autonomous system environment • Underwater • Ships • Missiles • Drones/UAV • Full Digital twin • Behavior of enemy autonomous systems & Swarms • Systems that accepts a 3D model of object simulate it in combat environment and automatically creates a detector
  • 14. Control • Communication • same protocols • Same commands • Meshed communication and relay (optional)
  • 15. Naïve Suggestion • Create a multi-vendor definition and interop platform • Communication • Control • Video Analytics • Training • Make this vision happen