Johann Hoffelner – PixelTwins.pptx

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The overall food system nearly reached the next strategic inflection point. IoT technology, data sharing and consumers’ demand for sustainable production methods are pushing limits. More than ever, agricultural production needs to deploy knowledge intensive farming practices and increase data sharing. Existing data exchange platforms need to become open data exchange ecosystems managing data owners’ consent and facilitate dynamic collaboration of stakeholders. This shall increase productivity and reduce food loss and waste of the circular food system from Farm2Fork. FIWARE open-source software and agri-food data models are a cornerstone to facilitate this development. New sources of data can be made accessible, while decreasing effort for aggregating, processing, providing, and accessing data. This session is presenting different practical examples for data usage at the farm site and of partners collaborating along the food supply chain towards consumers helping them to learn about their choices. The session will also summarise challenges and opportunities of the future of connected agriculture. This is specifically considering a technological perspective. At the same time, you will have the opportunity to meet colleagues from different sectors and business domains, aiming at building the foundation of the future data economy for food systems. This will offer the opportunity to learn about synergies considering the close integration of agriculture in smart villages as well as advanced food production and delivery systems that are at the heart of smart cities.

Technology

Vienna, Austria
12-13 June, 2023
#FIWARESummit
From Data
to Value
OPEN SOURCE
OPEN STANDARDS
OPEN COMMUNITY
Combining earth observation
data with ground IoT truth for
advanced services – PixelTwins

Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
PixelTwins
This project was supported by ESA via a Discovery
element contract (contract number 4000137251)

Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Partners

Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Problem
soil humidity?

Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Problem
soil humidity
Satellite data

Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Challenge
soil humidity
Satellite data

Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
ground IoT truth for advanced services
Combining earth observation data with
Challenge

Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Pixel Twins
EO data
▪ Area-wide information
▪ Possible data (Sentinel-2 L1C)
• Short wave infrared composite (SWIR)
• Normalized Difference Moisture Index (NDMI)
• Normalized Difference Vegetation Index (NDVI)
IoT data source
▪ Local data
• Position/Pixel of sensor
▪ Select important data
• E.g. soil moisture data

Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
How it works
2. Draw polygon
1. Find region of interest
3. Create pixels
4. Apply EO data
5. Merge with IOT data

Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Demonstration Video Real world data from Hungary

Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Schemas
▪ Area
• Location and shape
• Pixels IDs in Area
▪ Pixel
• Location and shape
• Current IoT and Satellite data
▪ SentinelhubDataProvider (Satellite data)
• Reference Area ID
• All information required for calling the API
• FIWARE subscription path
• Satellite data from the last call
▪ Sensor, SensorDevice, DataLogger (IoT data)
• Location
• IoT data
…

Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Satellite data
Data interpolation
Interpolation Scheme
Satellite data +
IoT data
1 2
Linear Interpolation with fixed max distance
Example

Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Implementation
Improved
map
data
data
Improved
services
collect & translation
FIWARE
Context broker
DB
Kubernetes
Server (local/cloud)
eg. autonomous
agriculture

Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Possible future services
• Precise irrigation  water reduction + uniform irrigation
• Precise fertilizer application  fertilizer reduction + uniform fertilization
• Trajectory optimization  efficient use of energy and materials
• Open agricultural data  utilization by autonomous systems
DJI Agras T30 | www.dji.com John Deere Sesam 2 | www.futurefarming.com
www.deere.de FarmDroid FD20 | www.lko.at

Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Dr. Johann Hoffelner
Chief Scientific Officer
Linz Center of Mechatronics GmbH
Altenbergerstraße 69 | 4040 Linz | Austria
Phone: 0043 (0)732 / 2468 - 6004
Mobil: 0043 (0)664 / 8481307
johann.hoffelner@lcm.at
www.lcm.at
Photo credits: Werner Harrer
picture credits: Werner Harrer

Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
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In an era where artificial intelligence (AI) stands at the forefront of business innovation, Information Architecture (IA) is at the core of functionality. See “There’s No AI Without IA” – (from 2016 but even more relevant today) Understanding and leveraging how Information Architecture (IA) supports AI synergies between knowledge engineering and prompt engineering is critical for senior leaders looking to successfully deploy AI for internal and externally facing knowledge processes. This webinar be a high-level overview of the methodologies that can elevate AI-driven knowledge processes supporting both employees and customers. Core Insights Include: Strategic Knowledge Engineering: Delve into how structuring AI's knowledge base is required to prevent hallucinations, enable contextual retrieval of accurate information. This will include discussion of gold standard libraries of use cases support testing various LLMs and structures and configurations of knowledge base. Precision in Prompt Engineering: Learn the art of crafting prompts that direct AI to deliver targeted, relevant responses, thereby optimizing customer experiences and business outcomes. Unified Approach for Enhanced AI Performance: Explore the intersection of knowledge and prompt engineering to develop AI systems that are not only more responsive but also aligned with overarching business strategies. Guiding Principles for Implementation: Equip yourself with best practices, ethical guidelines, and strategic considerations for embedding these technologies into your business ecosystem effectively. This webinar is designed to empower business and technology leaders with the knowledge to harness the full potential of AI, ensuring their organizations not only keep pace with digital transformation but lead the charge. Join us to map a roadmap to fully leverage Information Architecture (IA) and AI chart a course towards a future where AI is a key pillar of strategic innovation and business success.

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Abhishek Deb(1), Mr Abdul Kalam(2) M. Des (UX) , School of Design, DIT University , Dehradun. This paper explores the future potential of AI-enabled smartphone processors, aiming to investigate the advancements, capabilities, and implications of integrating artificial intelligence (AI) into smartphone technology. The research study goals consist of evaluating the development of AI in mobile phone processors, analyzing the existing state as well as abilities of AI-enabled cpus determining future patterns as well as chances together with reviewing obstacles as well as factors to consider for more growth.

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1. Vienna, Austria 12-13 June, 2023 #FIWARESummit From Data to Value OPEN SOURCE OPEN STANDARDS OPEN COMMUNITY Combining earth observation data with ground IoT truth for advanced services – PixelTwins

2. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org PixelTwins This project was supported by ESA via a Discovery element contract (contract number 4000137251)

3. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Partners

4. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Problem soil humidity?

5. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Problem soil humidity?

6. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Problem soil humidity?

7. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Problem soil humidity?

8. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Problem soil humidity Satellite data

9. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Challenge soil humidity Satellite data

10. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org ground IoT truth for advanced services Combining earth observation data with Challenge

11. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Pixel Twins EO data ▪ Area-wide information ▪ Possible data (Sentinel-2 L1C) • Short wave infrared composite (SWIR) • Normalized Difference Moisture Index (NDMI) • Normalized Difference Vegetation Index (NDVI) IoT data source ▪ Local data • Position/Pixel of sensor ▪ Select important data • E.g. soil moisture data

12. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org How it works 2. Draw polygon 1. Find region of interest 3. Create pixels 4. Apply EO data 5. Merge with IOT data

13. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Demonstration Video Real world data from Hungary

14. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Schemas ▪ Area • Location and shape • Pixels IDs in Area ▪ Pixel • Location and shape • Current IoT and Satellite data ▪ SentinelhubDataProvider (Satellite data) • Reference Area ID • All information required for calling the API • FIWARE subscription path • Satellite data from the last call ▪ Sensor, SensorDevice, DataLogger (IoT data) • Location • IoT data …

15. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Satellite data Data interpolation Interpolation Scheme Satellite data + IoT data 1 2 Linear Interpolation with fixed max distance Example

16. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Implementation Improved map data data Improved services collect & translation FIWARE Context broker DB Kubernetes Server (local/cloud) eg. autonomous agriculture

17. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Possible future services • Precise irrigation  water reduction + uniform irrigation • Precise fertilizer application  fertilizer reduction + uniform fertilization • Trajectory optimization  efficient use of energy and materials • Open agricultural data  utilization by autonomous systems DJI Agras T30 | www.dji.com John Deere Sesam 2 | www.futurefarming.com www.deere.de FarmDroid FD20 | www.lko.at

18. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Dr. Johann Hoffelner Chief Scientific Officer Linz Center of Mechatronics GmbH Altenbergerstraße 69 | 4040 Linz | Austria Phone: 0043 (0)732 / 2468 - 6004 Mobil: 0043 (0)664 / 8481307 johann.hoffelner@lcm.at www.lcm.at Photo credits: Werner Harrer picture credits: Werner Harrer

19. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Hosting Partner Keystone Sponsors Media Partners Find Us On Stay up to date Be certified and featured JOIN OUR NEWSLETTER

20. Vienna, Austria 12-13 June, 2023 #FIWARESummit Thanks!

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