The Codling moth program

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The first version (2005) of the RIMpro-Cydia model is structured according to common knowledge and literature data on biology of the codling moth. The principal structure of the model is given in the flowdiagram.
Although the model is a population model and has quantitative aspects, these are only used to derive the biology of the codling moth in a qualitative way. For a real quantitative model, much more information on the starting population, reproduction and mortality of the insects as well as effects of crop protection management practices is necessary. Most of these factors are highly local.
Apart from the basic structure, most of the simulation parameters can be changed by the user. This is meant to test for susceptibility of the simulation outcomes for different parameter settings. Normal users should play around with this and relay on the basic settings.

Accuracy of input data
Special care should be taken for the accuracy of the temperature measurements as most processes in the program are temperature driven. As processes are simulated over a longer time, errors in measurements accumulate. 0.5 °C temperature difference ands op in  50  HU difference in developmental time half way summer which leads to a shift of more then a week!

As flight takes place during a short period in sunset, the time readings in your dataset should be accurate The program expects local summertime.

Diapausing larvae
The model starts with an population of over wintering codling moth larvae. These larvae end their diapause during spring, and pupate. In the model these two processes are combined to one process that leads to the emergence of female moths. The process is driven by a non linear temperature relation according to the curve in figure 1. The cure was constructed using data from different sources. The same curve is used for the other temperature related processes. 1st  of January is chosen as Biofix for the model. Principally the model needs a complete set of weather data beginning 1st of January. As there is no development below 10°C, this date is relatively arbitrary, and it wont disturb the outcomes when then model is run with a dataset that starts after 1st of January as long as it start before air temperature comes above 10°C for more then a few moments per day. The average process length is 260 Heat Units. With a relative dispersion of 0.25 the very first female moths in the model emerge around 100 Heat Units. But they will not been seen in the model (and not in the field) until the evening conditions allow for the first flight.

Flight of unmated females
Newly emerged females need the chance to get mated before they can lay their eggs. For this they need probably one or two evenings with suitable flight conditions. This pre-oviposition period is in literature however mostly described as a temperature sum over 10°C between emergence and first egg deposition. This period is reported as on average being longer for the first generation that for the second generation. Which is logical, as most probably the females that emerge in spring have on average to wait longer uniting flight conditions are suitable than the females for the second generation.
Although in future versions of the RIMpro-Cydia model it would be better to define the pre-oviposition time as a relation to (evening) flight conditions, in the current model version the pre-oviposition period is described in the traditional way as a number of heat units.

The flight activity
From geographical position and date, the program calculates the time of sunset. The window of possible flight activity is predefined (but user adjustable) from 60 minutes before until 120 minutes after calculated sunset. This is probably to long and should be zoomed in to get maximal performance of the model. During active rain flight activity is zero.
Within the window around sunset, and under the condition that it is not raining, the relative flight activity is depending on air temperature. Flight activity increases gradually form 12 tot 20 °C , an decreases above that. (figure 2)
The flight activity per hour  in the model is calculated as number of living females * relative flight activity.

Egg deposition
Almost all information on flight activity refers to the mating flight of male moths. Most egg deposition by mated females seems to take place in the same time interval around sunset, but also partly around sunrise and to a very limited extend also on other moments during the day. Within the model eggs are only deposited during the sunset window. Egg deposition requires higher temperatures than (male) flight activity. The temperature relations for the flight and egg deposition process for the model drawn in figure 2 are interpretations form data from various sources. The user can not change these relations.

Mortality of female moths
As the female moths deposit their eggs in the first 7-10 days of their live, they are given an active live of 30 Heat Units, with a relative dispersion of 0.1. After that, they are of no importance for the reproduction anymore, and disappear in the model. In reality male and female moths may  live longer and can still be captured in the field,  but do not contribute to the next generation anymore.

Embryonal development
Embryonal development time is relatively well documented in literature. The preset values in the model are an average of 88 Heat Units, and a relative dispersion of 0.1.

Larval and pupae development
The preset value for total larval development is an average of 300 Heat Units, and 160 Heat Units for pupation. Both processes have a relative dispersion of 0.1. Questionable is whether the larvae that develop in the fruits receive the same temperature as the air temperature that we measure and use as input for this model. This is almost sure a source of deviation between model outcomes and field data.

Diapause induction
The model accounts for a poly votile population. Individuals that reach 300 Heat Units of their larval development before the critical day length pupate the same year and form a second generation. Larvae hat reach this developmental stage later, stop their development en pupate next spring.  1st of august is preset as critical date for diapause induction, with a RD of 7 days.

Success rate
As there are no mortality factors for the first generation included in the model. To prevent the 2nd generation to over flood the program procedures, an arbitrary fraction 0.01 is set as success rate for the first generation.

 


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