Page 39 - TriSociety Virtual Event
P. 39

concentrations for all cultivars  In addition  dr y   even under controlled conditions  it is dificult   is feasible using the five registered bands
          weight and plant height decreased as   to ascertain the nature of multiple pathogen   reaching a precision and F1 Score of 97 and
          inoculum concentration increased  Inocula­  interactions  This emphasiZes the challenge   98%  respectively
          tion of 1­week­old  2­week­old  and 3­week­  of understanding pea root rot development
          old seedlings of 'CS2000' and ' Westar' was   under field conditions where more than three   40.   Understanding the effects of land­
          also compared by the root­dip method    pathogens are ofen present      scape structure on the abundance of 
          Symptoms were more severe when VL was                                   cabbage seedpod weevil and lygus bugs, 
          inoculated at the later growth stages  perhaps   39. Cucumber powdery mildew detection   and associated crop damage
          because infected seedlings died following   using non­georeferenced multispectral   P  JEGATHEESWARAN  H  CARCAMO  D
          early inoculation    It seems that the timing and   images.             JOHNSON  S  MEERS AND J  BYRNE  (P.J., D.J.,
          method of inoculation with VL will need to be   C  I  FERNANDEZ  B  LEBLON  A  HADDADI  K   J.B.) Department of Geography, University of
          carefully considered with respect to the   WANG AND J WANG  Faculty of Forestry and   Lethbridge, 4401 University Drive W., Lethbridge,
          ob ectives of a particular study     Environmental Management, University of New   AB, Canada T1K 6T5 (H.C.) Agriculture and
                                                                                                ;
                                              Brunswick, 2 Bailey Dr, Fredericton, NB E3B 5A3,   Agri-Food Canada, Lethbridge Research and
          38.   Disease dynamics of root rot complex   Canada; (A.H & K.W.) A&L Canada Laboratories   Development Centre, PO Box 3000, Lethbridge,
          in field pea                        Inc. 2136 Jetstream Rd, London, ON N5V 3P5,   AB, Canada T1J 4B1; (S.M) Alberta Agriculture
          K  BISCAGLIA­HORVATH AND S  CHATTERTON    Canada; (J.W.) Department of Geography,   and Forestry, Crop Diversification Centre South,
          Lethbridge Research and Development Centre,   University of Western Ontario, 1151 Richmond   Brooks, AB, T1R 1E6 Canada.
          Agriculture and Agri-Food Canada, 5403 1 Ave   St, London, ON N5G 2V4, Canada.
          S, Lethbridge, AB, Canada; (K.B.) Department of                         Canola is a ma or oilseed crop grown in the
          Biology, University of Lethbridge, 4401 Universi­  Powder y mildew  which is caused by the fun­  Canadian Prairies  Cabbage seedpod wee vils
          ty Dr W, Lethbridge, AB, Canada.    gus Podosphaera xanthii, is a ma or disease in   and lygus bugs are two ma or insect pests
                                              cucumber greenhouses and may lead to yield   damaging canola and afecting yield    These
          Pea root rot is a disease complex comprised of   losses between 30 to 50% of the total pro­  insects feed mainly on reproductive structures
          multiple biotic and abiotic stressors result­  duction This study evaluated three geometric   of canola such as buds  flowers  and pods
          ing in decay of the root system  Pathogens   transformations in an image registration meth­  Chemical insecticides are the only available
          contributing to root rot in field peas include   od applied to non­georeferenced multispec­  option for canola growers to manage these
          Aphanomyces euteiches and various Fusar­  tral images acquired at close range over green­  pests  Given the expense and potential
          ium spp  However  little is understood of   house cucumber plants with a Micasense  �     harmful impacts of pesticides on the environ­
          the nature of the interspecific interactions   RedEdge camera  The detection of matching   ment and biodiversity  biological control is an
          between pathogens and disease severity      points was performed using SURF features    attractive option worth researching  Biological
          as well as environmental influence on these   and outliers matching points were removed   control has been investigated as a feasible
          interactions  The ob ective of our study was   using the MSAC algorithm  For each geometric   option to keep these two canola pests below
          to simulate multiple infection scenarios in a   transformation (afine  similarity  and pro ec­  economic thresholds  Recent research has
          greenhouse experiment to (i) characteriZe the   tive)  we mapped the matching points of the   focused on classical biological control using
          nature and efect of pathogen interactions   blue  green  red  and NIR band images into the   eficient parasitoids from Europe  Previous
          on disease severity and (ii) determine efect   red­edge band space and computed the root   studies suggest that surrounding landscape
          of multiple pathogens on pathogen biomass   mean square error (RMSE in pixel) to estimate   structure and configuration could afect the
          and host coloniZation patterns using quanti­  the accuracy of each transformation  Then   success of biocontrol of pests by natural
          tative PCR (qPCR)  'CDC Meadow' was grown   registered band images were used to create   enemies  Our study aimed to measure the
          in soil inoculated with varying concentrations   an aligned RGB image and diferent vegetation   efects of landscape on the abundance of
          of Fusarium avenaceum    Fusarium redolens     indices  Using a pixel­by­pixel approach  a fine   cabbage seedpod weevil and lygus bugs  and
          and Aphanomyces euteiches  Four weeks   Gaussian support vector machine was trained   associated crop damage in canola  To assess
          post seeding  disease severity of roots was   to classify healthy and infected pixels  Our   these efects  independent canola field sites
          rated using a visual scale and fresh biomass   results achieved an RMSE of less than 1 pixel   were selected  and landscape structure and
          measurements were taken  DNA was isolated   with the similarity and afine transformations   configuration were documented  Digital maps
          from the tap and lateral roots for pending   and of less than 2 pixels with the pro ective   were constructed using ArcGIS Pro  From
          qPCR analysis  Results showed a positive cor­  transformation  whatever the band image  We   the resulting data and maps  the proportion
          relation between pathogen load and disease   determined that the best transformation was   of various habitats and non­crop habitats
          severity in the case of all three pathogens  The   the afine transformation because it produc­  were calculated  Cabbage seedpod weevil
          presence of F. redolens  a weak pathogen  in   es RMSEs of less than 1 pixel and having a   and Lygus bugs abundance were estimated
          the mixture resulted in a lower disease severity   Gaussian distribution  The classification using   by sweep net sampling  Weevil damage was
          compared to single inoculations in some   the RGB images presented a precision and F1   estimated by counting the exit holes in canola
          trials  but this was not consistent across all   Score of 82 and 88%  respectively  Neverthe­  pods  Preliminar y analysis was conducted
          repeated trials  These results highlight that      less  Cucumber powder y mildew detection   using regression models  The results will elu­




                                                                                                                  / 39  
   34   35   36   37   38   39   40   41   42   43   44