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This document is part of a project that has received funding
from the European Union’s Horizon 2020 research and innovation programme
under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or
reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu.
1
This project has received funding from
the European Union’s Horizon 2020
research and innovation programme
under grant agreement No 732064
This project is part
of BDV PPP
A SUCCESS STORY OF APPLYING BIG-DATA IN AGRICULTURE
Savvas Rogotis
Project Manager
NEUROPUBLIC S.A.
European Big Data Value Forum,
Helsinki, 14 Oct 2019
This document is part of a project that has received funding
from the European Union’s Horizon 2020 research and innovation programme
under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or
reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu.
2
Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1)
THE CHALLENGE
• Increasing global population (~9 billion by 2050) will require a 70%
increase in food production,
• Farmers strive to maintain high yields while facing severe challenges
(e.g. increased pest resistance, climate change),
• Agro-environmental sustainability is trending across policy makers.
Produce more with less is the new motto!,
• High pressure is placed on Greek farmers which are in their majority
small-holders with annual turnover <8.000€,
• Small-hold farmers are reluctant towards new tech solutions. Inability to
reach economies of scale and limited Return-On-Investment
This document is part of a project that has received funding
from the European Union’s Horizon 2020 research and innovation programme
under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or
reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu.
3
THE DATABIO SOLUTION IN A NUTSHELL
Smart farming pilot focusing on the exploitation of
heterogeneous data, facts and scientific knowledge to
facilitate decisions and their application in the field
Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1)
PARTNERS AND ROLES
- Pilot leader,
- Technology, Infrastructure
and Data provider
1
2
3
4
- Business partner,
- Dissemination and
communication activities
- Technology partner
- Technology partner
This document is part of a project that has received funding
from the European Union’s Horizon 2020 research and innovation programme
under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or
reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu.
4
PILOT SUMMARY
• Sustainable farming practices
through irrigation, fertilization
and pest/disease
management advices
• The farmer directly benefits
from big-data advisory services
by better managing the
natural resources, optimizing
the use of agricultural inputs
and increasing farm yields
3 Pilot Sites….
…and 4 Data Dimensions
Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1)
Veroia
Chalkidiki
Stimagka,
Kiato
This document is part of a project that has received funding
from the European Union’s Horizon 2020 research and innovation programme
under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or
reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu.
5
Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1)
Olives
▪ 2B€ net income in total
▪ 200k tonnes olive oil,
▪ 45k tonnes edible olives
Peaches
▪ 390M€ net income
▪ 20k ha of agricultural land used
for industrial-production peaches
Grapes
▪ 460M€ net income
▪ 132k ha of agricultural land
CROP ECONOMIC IMPACT
IN THE GREEK FARMING
LANDSCAPE
This document is part of a project that has received funding
from the European Union’s Horizon 2020 research and innovation programme
under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or
reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu.
6
Complete
pilot A1.1
design
Heterogeneous data
collection begins
including:
Data
experimentation
for all partners
involved
DataBio
platform ready
to be used for
the 1st
cultivating
season
1st cultivating
season ends.
Collection of
results
DataBio
platform ready
to be used for
the 2nd
cultivating
season
2nd cultivating
season ends.
Collection of
final results
M4M3 M6 M16 M22 M26 M34
• EO Sentinel-2 data,
• Agro-climate IoT
measurements,
• Crowdsourced
measurements and
samples,
Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1)
2018 2019
we are here
2017
This document is part of a project that has received funding
from the European Union’s Horizon 2020 research and innovation programme
under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or
reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu.
7
Logged data of the performed
farming practices and crop
applications. Farm profile
updates regularly
Data fusion for advice
generation (When –
where – how to
irrigate/spray/fertilize)
DATASETS
Agro-climate
measurements from
NP’s IoT telemetry stations,
named Gaiatrons. Configurable
data collection and
transmission rates.
Vol ~ several GBs from
>20 Gaiatrons
Raw and generated
remote sensing data
from Sentinel 2
products.
Vol ~ several
TBs/year
Certified professionals
ingest data acquired
through sampling, observations
and analysis
spatial resolution
temporal resolution
Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1)
This document is part of a project that has received funding
from the European Union’s Horizon 2020 research and innovation programme
under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or
reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu.
8
DATA EXPLOITATION
Soilmoisture(%)
Embedded DSS for Advice Generation
Pest/Disease Management
Use of crop-specific scientific models
Generation of advices using spatial extrapolation
(leads to an economy of spectrum)
Use of temporal reasoning and complex event processing tools
Irrigation Management
Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1)
This document is part of a project that has received funding
from the European Union’s Horizon 2020 research and innovation programme
under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or
reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu.
9
INFORMATION VISUALIZATION AND ANALYTICS
Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1)
FARM MANAGEMENT PORTAL
USING RAPID APPLICATION DEVELOPMENT TOOLS
VISUAL ANALYTICS
USING ADVANCED DATA MANAGEMENT TOOLS
This document is part of a project that has received funding
from the European Union’s Horizon 2020 research and innovation programme
under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or
reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu.
10
Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1)
THE BUSINESS MODEL
• Innovative business model established as part of gaiasense
(www.gaiasense.gr) Smart Farming System by
NEUROPUBLIC and GAIA EPICHEIREIN,
• Dedicated to support small-hold farmers,
• No upfront investments of any kind by the farmers,
• Subscription fee proportionate to a parcel’s size and crop
type,
• Clear face to the market and great liaison to the end-user
communities, as 71 Greek agricultural cooperatives are
shareholders of GAIA EPICHEIREIN
This document is part of a project that has received funding
from the European Union’s Horizon 2020 research and innovation programme
under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or
reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu.
11
PILOT RESULTS
avg cost of spraying
(euros/ha)
avg cost of irrigation
(euros/ha)
Nitrogen-use Under/Over
fertilization(%)
250
990
810
232
973
790
71,2
935
723
OLIVE TREES GRAPES PEACHES
330
3030
870
280
2580
750
232
2331
445
OLIVE TREES GRAPES PEACHES
Baseline Value Target Value Measured Value
-40
20
-20
10
-16,1
-63,3
OLIVE TREES PEACHES
Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1)
This document is part of a project that has received funding
from the European Union’s Horizon 2020 research and innovation programme
under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or
reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu.
12
http://www.ypaithros.gr/en/yannis-olive-grove-
reduction-by-30-in-production-costs-and-
parallel-increase-of-sales/
SUCCESS STORIES
Chalkidiki Pilot
Stimagka Pilot
http://www.gaiasense.gr/en/a-greek-innovation-
gaiasense-evolves
Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1)
This document is part of a project that has received funding
from the European Union’s Horizon 2020 research and innovation programme
under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or
reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu.
13
.neuropublic.gr @NEUROPUBLIC
Thank you for your attention!
Savvas Rogotis, Project Manager
s_rogotis@neuropublic.gr

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A success story of applying big data in agriculture

  • 1. This document is part of a project that has received funding from the European Union’s Horizon 2020 research and innovation programme under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu. 1 This project has received funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 732064 This project is part of BDV PPP A SUCCESS STORY OF APPLYING BIG-DATA IN AGRICULTURE Savvas Rogotis Project Manager NEUROPUBLIC S.A. European Big Data Value Forum, Helsinki, 14 Oct 2019
  • 2. This document is part of a project that has received funding from the European Union’s Horizon 2020 research and innovation programme under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu. 2 Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1) THE CHALLENGE • Increasing global population (~9 billion by 2050) will require a 70% increase in food production, • Farmers strive to maintain high yields while facing severe challenges (e.g. increased pest resistance, climate change), • Agro-environmental sustainability is trending across policy makers. Produce more with less is the new motto!, • High pressure is placed on Greek farmers which are in their majority small-holders with annual turnover <8.000€, • Small-hold farmers are reluctant towards new tech solutions. Inability to reach economies of scale and limited Return-On-Investment
  • 3. This document is part of a project that has received funding from the European Union’s Horizon 2020 research and innovation programme under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu. 3 THE DATABIO SOLUTION IN A NUTSHELL Smart farming pilot focusing on the exploitation of heterogeneous data, facts and scientific knowledge to facilitate decisions and their application in the field Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1) PARTNERS AND ROLES - Pilot leader, - Technology, Infrastructure and Data provider 1 2 3 4 - Business partner, - Dissemination and communication activities - Technology partner - Technology partner
  • 4. This document is part of a project that has received funding from the European Union’s Horizon 2020 research and innovation programme under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu. 4 PILOT SUMMARY • Sustainable farming practices through irrigation, fertilization and pest/disease management advices • The farmer directly benefits from big-data advisory services by better managing the natural resources, optimizing the use of agricultural inputs and increasing farm yields 3 Pilot Sites…. …and 4 Data Dimensions Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1) Veroia Chalkidiki Stimagka, Kiato
  • 5. This document is part of a project that has received funding from the European Union’s Horizon 2020 research and innovation programme under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu. 5 Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1) Olives ▪ 2B€ net income in total ▪ 200k tonnes olive oil, ▪ 45k tonnes edible olives Peaches ▪ 390M€ net income ▪ 20k ha of agricultural land used for industrial-production peaches Grapes ▪ 460M€ net income ▪ 132k ha of agricultural land CROP ECONOMIC IMPACT IN THE GREEK FARMING LANDSCAPE
  • 6. This document is part of a project that has received funding from the European Union’s Horizon 2020 research and innovation programme under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu. 6 Complete pilot A1.1 design Heterogeneous data collection begins including: Data experimentation for all partners involved DataBio platform ready to be used for the 1st cultivating season 1st cultivating season ends. Collection of results DataBio platform ready to be used for the 2nd cultivating season 2nd cultivating season ends. Collection of final results M4M3 M6 M16 M22 M26 M34 • EO Sentinel-2 data, • Agro-climate IoT measurements, • Crowdsourced measurements and samples, Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1) 2018 2019 we are here 2017
  • 7. This document is part of a project that has received funding from the European Union’s Horizon 2020 research and innovation programme under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu. 7 Logged data of the performed farming practices and crop applications. Farm profile updates regularly Data fusion for advice generation (When – where – how to irrigate/spray/fertilize) DATASETS Agro-climate measurements from NP’s IoT telemetry stations, named Gaiatrons. Configurable data collection and transmission rates. Vol ~ several GBs from >20 Gaiatrons Raw and generated remote sensing data from Sentinel 2 products. Vol ~ several TBs/year Certified professionals ingest data acquired through sampling, observations and analysis spatial resolution temporal resolution Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1)
  • 8. This document is part of a project that has received funding from the European Union’s Horizon 2020 research and innovation programme under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu. 8 DATA EXPLOITATION Soilmoisture(%) Embedded DSS for Advice Generation Pest/Disease Management Use of crop-specific scientific models Generation of advices using spatial extrapolation (leads to an economy of spectrum) Use of temporal reasoning and complex event processing tools Irrigation Management Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1)
  • 9. This document is part of a project that has received funding from the European Union’s Horizon 2020 research and innovation programme under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu. 9 INFORMATION VISUALIZATION AND ANALYTICS Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1) FARM MANAGEMENT PORTAL USING RAPID APPLICATION DEVELOPMENT TOOLS VISUAL ANALYTICS USING ADVANCED DATA MANAGEMENT TOOLS
  • 10. This document is part of a project that has received funding from the European Union’s Horizon 2020 research and innovation programme under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu. 10 Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1) THE BUSINESS MODEL • Innovative business model established as part of gaiasense (www.gaiasense.gr) Smart Farming System by NEUROPUBLIC and GAIA EPICHEIREIN, • Dedicated to support small-hold farmers, • No upfront investments of any kind by the farmers, • Subscription fee proportionate to a parcel’s size and crop type, • Clear face to the market and great liaison to the end-user communities, as 71 Greek agricultural cooperatives are shareholders of GAIA EPICHEIREIN
  • 11. This document is part of a project that has received funding from the European Union’s Horizon 2020 research and innovation programme under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu. 11 PILOT RESULTS avg cost of spraying (euros/ha) avg cost of irrigation (euros/ha) Nitrogen-use Under/Over fertilization(%) 250 990 810 232 973 790 71,2 935 723 OLIVE TREES GRAPES PEACHES 330 3030 870 280 2580 750 232 2331 445 OLIVE TREES GRAPES PEACHES Baseline Value Target Value Measured Value -40 20 -20 10 -16,1 -63,3 OLIVE TREES PEACHES Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1)
  • 12. This document is part of a project that has received funding from the European Union’s Horizon 2020 research and innovation programme under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu. 12 http://www.ypaithros.gr/en/yannis-olive-grove- reduction-by-30-in-production-costs-and- parallel-increase-of-sales/ SUCCESS STORIES Chalkidiki Pilot Stimagka Pilot http://www.gaiasense.gr/en/a-greek-innovation- gaiasense-evolves Precision Agriculture in Olives, Fruits, Grapes (Pilot A1.1)
  • 13. This document is part of a project that has received funding from the European Union’s Horizon 2020 research and innovation programme under agreement No 732064. It is the property of the DataBio consortium and shall not be distributed or reproduced without the formal approval of the DataBio Management Committee. Find us at www.databio.eu. 13 .neuropublic.gr @NEUROPUBLIC Thank you for your attention! Savvas Rogotis, Project Manager s_rogotis@neuropublic.gr