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RUC-APS PROJECT – www.ruc-aps.eu AgroSemantics IoT Datasets → Agronomic Decisions Dr. Federico Balaguer [email protected] Work-Packages: WP 9, 10, 15 www.ruc-aps.edu
RUC-APS PROJECT – www.ruc-aps.eu
AgroSemanticsIoT Datasets → Agronomic Decisions
Dr. Federico [email protected]
Work-Packages:WP 9, 10, 15
www.ruc-aps.edu
RUC-APS PROJECT – www.ruc-aps.eu
Motivation
RUC-APS PROJECT – www.ruc-aps.eu
<SUDDEN EARLY WARM SUMMER>
Agronomic Motivation
RUC-APS PROJECT – www.ruc-aps.eu
Digital StreamIoT / IIoT
Agro + ICT
Data Adquisition
Data Streaming
Dataset Analysis
AgroSemantics
Sensors, Energy, Enclosure
Cloud/Fog, Comm. scheme
Correlation & Forecasting
Aggregation & Risk Assesment
RUC-APS PROJECT – www.ruc-aps.eu
AgroSemantics● DataSets
− sensors
− cloud sources (weather)
● Computation− Aggregation/Counting
− Risk Assesment
● Presentation− Calendars for Overview
− Plots and Tables for Detailed Information
RUC-APS PROJECT – www.ruc-aps.eu
AgroSemantics App
● Datasets○ Sensor Array○ Cloud/Service sources
● Algorithms○ Aggregations○ Risk Assessment Algorithms○ Editor for advanced users
● Alerts
RUC-APS PROJECT – www.ruc-aps.eu
AgroSemantics: Aggregations● Given a period of time
− Computes occurrences of events
● Example: cold weather− Kiwi crops need 600-700hs of
temperatures under 7C during winter to get good amount of flowers
− Oranges require less than 12C to change color and sweeten up
● Example: Bees Pollination
− active temp vs pollination temp
− hours require to pollinate a surface
RUC-APS PROJECT – www.ruc-aps.eu
AgroSemantics: Risk Assessment➢ Computes a sliding window where
an event is present➢ Gray Mold
○ temp [18, 23], hum [75, 95], 4hs➢ White Mold
○ temp [15, 21] hum [60, 80], 10hs➢ Cabbage White Butterfly
○ lay eggs 25C-35C○ caterpillar appear in 1-3 days○ chrysalis appear in 13-18 days○ next generation (!)
RUC-APS PROJECT – www.ruc-aps.eu
Wrap Up!❖ There are a lot of resources to help farmers to produce efficiently at
all scales: Datasets and Agronomic Research
❖ AgroSementics combine them both with a simple presentation
❖ AgroSemantics is a platform that can be useful to: ➢ Academics performing new experiments➢ Practitioners creating custom algorithms ➢ Farmers using semantic tailored information
RUC-APS PROJECT – www.ruc-aps.eu
Questions?
1) Can I download AgroSemantics app now?2) Does it work with any crop? 3) Can I use my existing data-logger?4) Does it only works with meteorological data?5) Will it have a nice and easy licensing scheme?6) Can it be integrated with other tools?
RUC-APS PROJECT – www.ruc-aps.eu
Digital Stream INTA
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