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Figure 3. (a) Topical marker on lettuce plants.<br />

A new method of crop and weed differentiation<br />

called “crop signaling” is presented<br />

in the research “Crop Signaling<br />

for Automated Weed/Crop Differentiation<br />

and Mechanized Weed Control in<br />

Vegetable Crops” by Raja et al. 2019 out<br />

of UC Davis. It is based on the idea that<br />

the identity of the crop is known with<br />

certainty when it is planted, whether<br />

transplanted or seeded. Thus, if the crop<br />

has a marker or signal that an IC can<br />

reliably detect, then the IC would recognize<br />

the signal and protect the crop.<br />

Plants without the signal, i.e., weeds,<br />

would not be protected and would be<br />

removed by the IC. The objective of this<br />

work was to test a crop signaling system<br />

for crop detection accuracy and weed<br />

control efficacy by an IC in lettuce and<br />

tomato.<br />

Marking System Descriptions. Two<br />

methods of plant signaling were tested,<br />

physical plant markers and topical<br />

markers. Biodegradable straws coated<br />

with a fluorescent marker were used as<br />

the plant markers in this study (Figure<br />

1). The straws were then placed next to<br />

tomato seedlings in the planting trays<br />

and then transplanted together (Figure<br />

2).<br />

The topical marker used on plant foliage<br />

was green or orange fluorescent water-based<br />

paint (Figure 3a,b). A paint<br />

sprayer was used to apply the topical<br />

marker to lettuce foliage and tomato<br />

seedlings prior to planting, while they<br />

were in trays. Another method was to<br />

spray the marker onto tomato stems as<br />

they were transplanted (Figure 4).<br />

Intelligent Cultivator. The IC used<br />

in this research was developed at the<br />

University of California, Davis. It uses<br />

a machine vision system specifically<br />

Figure 3. (b) Spray application of topical marker on crop plants.<br />

designed to detect the physical labels<br />

and topical markers on the crop (Figures<br />

5&6, see page 14). Weed control<br />

was done by mechanical knives, which<br />

the IC opens to avoid the marked crop<br />

plants and closes (Figure 6, see page 14)<br />

to uproot weeds in the intra-row space.<br />

Field Trials<br />

Eight field trials in tomato at Davis, Calif.,<br />

and six in lettuce at Salinas, Calif.,<br />

were conducted during 2016-2018.<br />

Tomato. Field trials in processing<br />

tomatoes were located on a silt loam soil<br />

on the UC Davis vegetable field crops<br />

research station near Davis. The tomatoes<br />

were seeded in trays and kept in a<br />

greenhouse for 45 to 60 days until they<br />

were about 10 inches tall. Tomatoes<br />

were transplanted into 60-inch beds at<br />

15-inch spacing in a single center row.<br />

Two tomato trials were carried to yield.<br />

Plant labels were added to seedling<br />

trays prior to transplanting (Figure 1)<br />

or the topical marker was applied to<br />

trays of tomato seedlings as described<br />

above (Figure 4). Tomato transplants<br />

were marked with paint 4 inches above<br />

the soil line. About three weeks after<br />

planting, all plots were cultivated with<br />

a standard mechanical cultivator which<br />

only removed weeds outside the plant<br />

line. The standard cultivator left a<br />

7-inch non-cultivated band centered on<br />

the crop row.<br />

Weed densities by species were measured<br />

before and after cultivation in<br />

four 7-inch-wide (centered on crop row)<br />

by 20-foot-long sample areas randomly<br />

placed along the length of the plots. The<br />

time required by a laborer to hand weed<br />

the 20-foot areas was recorded. Two<br />

tomato trials were maintained until<br />

Continued on Page 14<br />

Figure 1. Plant labels in tray of tomato<br />

seedlings prior to transplanting. The<br />

labels and tomato plants were<br />

transplanted together in the field.<br />

Figure 2. Holland transplanter with<br />

butterfly transfer fingers used for<br />

transplanting plant labels and tomatoes<br />

together.<br />

Figure 4. Topical marker sprayed<br />

on tomato transplants by applicator<br />

mounted on the transplanter during<br />

the process of transplanting.<br />

<strong>July</strong> / <strong>August</strong> <strong>2020</strong> www.progressivecrop.com 13

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