Abstract: For the past three years, the Danish project,
RoboWeedSupport, has sought to bridge the gap between the potential
herbicide savings using a decision support system and the required
weed inspections. In order to automate the weed inspections it is
desired to generate a map of the weed species present within the
field, to generate the map images must be captured with samples
covering the field. This paper investigates the economical cost of
performing this data collection based on a camera system mounted
on a all-terain vehicle (ATV) able to drive and collect data at up to 50
km/h while still maintaining a image quality sufficient for identifying
newly emerged grass weeds. The economical estimates are based on
approximately 100 hectares recorded at three different locations in
Denmark. With an average image density of 99 images per hectare
the ATV had an capacity of 28 ha per hour, which is estimated to cost
6.6 EUR/ha. Alternatively relying on a boom solution for an existing
tracktor it was estimated that a cost of 2.4 EUR/ha is obtainable under
equal conditions.
Abstract: This work contributes a statistical model and simulation
framework yielding the best estimate possible for the potential
herbicide reduction when using the MoDiCoVi algorithm all the
while requiring a efficacy comparable to conventional spraying. In
June 2013 a maize field located in Denmark were seeded. The field
was divided into parcels which was assigned to one of two main
groups: 1) Control, consisting of subgroups of no spray and full dose
spraty; 2) MoDiCoVi algorithm subdivided into five different leaf
cover thresholds for spray activation. In addition approximately 25%
of the parcels were seeded with additional weeds perpendicular to
the maize rows. In total 299 parcels were randomly assigned with
the 28 different treatment combinations. In the statistical analysis,
bootstrapping was used for balancing the number of replicates. The
achieved potential herbicide savings was found to be 70% to 95%
depending on the initial weed coverage. However additional field
trials covering more seasons and locations are needed to verify
the generalisation of these results. There is a potential for further
herbicide savings as the time interval between the first and second
spraying session was not long enough for the weeds to turn yellow,
instead they only stagnated in growth.