Machine Data Capabilities in CropX
Machine Data Capabilities in CropX
Author: Lud Uitdewilligen
Updated: June 6th, 2023
Start with the basics of precision farming
Adding CropX’s new machine data feature to the CropX system makes it easy for users to import data from almost any farm machinery for easy management and viewing. All available machine data can subsequently be used in CropX’s Variable Rate Irrigation Tool (VRI) to improve water usage and crop yield.
The machine data inbox is available under the three-line menu in the topbar: Machine Data.
CropX’s machine data inbox allows you to manually upload machine data and view it on the map. We support a full range of different file types which are most common in our industry including ISO-XML, CSV, SHP and TIFF (drone images). This means that you will be able to pull in and visualize files downloaded from John Deere and just about anyone else using these common file formats for ag machinery data.
XML (ISOBUS)
These files can be generated by tractors of various brands that comply with the ISO-11783 standard. This must be a zip file containing a file called “TASKDATA.XML” and one or more “.BIN” files.
CSV
These are plain text files that use a “,”, “;” or tab as separator. They must have an “.csv” extension. As geometric information is required, columns with coordinates must be included. They must be named “lat” or “latitude” and “lon” or “longitude”. The coordinates must use the EPSG 4326 default (degrees). A column with a timestamp can also be included. They must be named “date (yymmdd)” and “time (hh:mm:ss)” or “Timestamp” (i.e. 2018-05-18T11:47:22.234) or “year”, “month”, “day”, “hr”, “min”, “sec”.
SHP
Only shape files containing point data are currently supported. A shape file must be uploaded in a zip file containing all the relevant files (*.shp, *.dbf, *.shx, *.prj).
TIFF
Only specific TIFF files are currently supported. The TIFF file must contain 1 band (except rgb) and the name must contain one of the following strings: “rgb”, “mosaic”, “savi”, “lai”, “ndre”, “dsm”, “ci_red”, “temperature”, “thermal”, “wdvi” or “ndvi”.
The machine data page will give you a list of all imported machine data that is connected to your CropX account. You will also see whether there is overlap with one of your fields and how much measurements are available. You can click and show a measurement on the map.
More advanced options per machine data file are:
Delete file
Download file
Show original file (by default you will only see the overlapping part with a field)
Create field (based on circumference of measurements)
Go to field (and see machine data in combination with imagery or other spatial data)
Top reasons to bring your machine data into CropX include:
Yield analysis. By uploading your yield maps, you can improve your farming practices for a given field by identifying areas that produce less or more (over time) and adapt with site-specific treatments.
Check on your variable rate performance. Compare variable rate application maps or as-applied maps with in-season imagery showing crop progress.
Scout your fields more precise and get insights in the variety of your fields
The home for analyzing your fields is under Field Data (when clicking on a single Field). Here you will find the best way to browse many kinds of agronomic information all in one place including:
Crop type
Crop growth (satellite imagery)
Soil type
Productivity map
Sensors
NEW! Machine data
In the machine data card itself, you will find an overview of all available machine data that has overlap with the selected field.
To better understand differences in yield, growth, or soils you can compare and stack all available field data by using the lock icon in the legend.
Navigate to Points of Interest with the CropX Mobile App
The benefit of using field data on the CropX Mobile App for iOS / Android is that with the GPS on your phone, you see exactly where you are. Once you are in the field, this allows you to walk to a specific point of interest and lookup soil scan properties for places where crop growth is lagging or find the best spot for installing your CropX Soil Sensor.
Use machine data to create prescription maps for irrigation control
Machine data is now available as background layer in CropX’s Variable Rate Irrigation (VRI) tool that allows you to apply optimal water application depth by changing the speed of the pivot per sector. You can set the base rate manually different (per sector) by showing machine data as background layer like a soil scan.
The VRI tool can be find under Irrigation (when clicking on a single Field).
CropX User Guide
Related Articles
How to Draw and Create a Field
How to Draw and Create a Field Fields can be drawn on both the web and mobile app, although we recommend drawing them on web since it’s easier with a bigger screen and a mouse. We also recommend drawing a field before sensor installation to create a ...Bluetooth Capabilities: CropX Sensor and the App
The Bluetooth connection on our sensor provides you with seven different applications to troubleshoot and verify sensor readings. Installation Transmission Verification: Check whether the sensor measured a transmission from the place of installation. ...How to Reassign a Farm
You can reassign a farm on either the mobile app or the web app. Note: Fields cannot be reassigned, only Farms, so if you want to move a field to another user, move it under an existing or new Farm and then move the farm. Once the Farm is under the ...View Graphs Types and Tools
The CropX app includes multiple graphs to help you better understand your data. The graph types that are available are: VWC Graph Profile Sum Graph Root Zone Sum Graph Stacked Sensor Graph Electrical Conductivity (EC) Temperature Please view the ...Field Layer Comparison Tool
Compare data from the same field over time or through different filters, including satellite data. Navigate to the desired field, go to the Field Data to see the field map, and select the “Compare data” button under the map zoom and map layers on the ...