{"id":2577,"date":"2021-10-12T14:13:32","date_gmt":"2021-10-12T12:13:32","guid":{"rendered":"https:\/\/agriculturevlab.eu\/?page_id=2577"},"modified":"2022-05-18T16:30:01","modified_gmt":"2022-05-18T14:30:01","slug":"use-case-1","status":"publish","type":"page","link":"https:\/\/agriculturevlab.eu\/index.php\/virtuallaboratory\/avl-use-cases\/use-case-1\/","title":{"rendered":"Use case 1: classification model portability"},"content":{"rendered":"[vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; overlay_strength=&#8221;0.3&#8243; shape_divider_position=&#8221;bottom&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;1\/1&#8243; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; overlay_strength=&#8221;0.3&#8243; shape_divider_position=&#8221;bottom&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;1\/1&#8243; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][nectar_btn size=&#8221;large&#8221; button_style=&#8221;regular&#8221; button_color_2=&#8221;Accent-Color&#8221; icon_family=&#8221;none&#8221; text=&#8221;Use Case 1&#8243;][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; overlay_strength=&#8221;0.3&#8243; shape_divider_position=&#8221;bottom&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;1\/1&#8243; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text]\n<h1>Classification model portability<\/h1>\n[\/vc_column_text]<div class=\"divider-wrap\"><div style=\"height: 25px;\" class=\"divider\"><\/div><\/div>[\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; overlay_strength=&#8221;0.3&#8243; shape_divider_position=&#8221;bottom&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;5\/12&#8243; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;]<div class=\"divider-wrap\"><div style=\"height: 25px;\" class=\"divider\"><\/div><\/div><div class=\"img-with-aniamtion-wrap \" data-max-width=\"100%\" data-border-radius=\"none\"><div class=\"inner\"><a href=\"https:\/\/agriculturevlab.eu\/wp-content\/uploads\/2021\/10\/avl-uc1-belgium.png\" class=\"pp \"><img data-shadow=\"none\" data-shadow-direction=\"middle\" class=\"img-with-animation \" data-delay=\"0\" height=\"720\" width=\"1280\" data-animation=\"fade-in\" src=\"https:\/\/agriculturevlab.eu\/wp-content\/uploads\/2021\/10\/avl-uc1-belgium.png\"  alt=\"\" \/><\/a><\/div><\/div><div class=\"divider-wrap\"><div style=\"height: 25px;\" class=\"divider\"><\/div><\/div><div class=\"img-with-aniamtion-wrap \" data-max-width=\"100%\" data-border-radius=\"none\"><div class=\"inner\"><a href=\"https:\/\/agriculturevlab.eu\/wp-content\/uploads\/2021\/10\/avl-uc1-france.png\" class=\"pp \"><img data-shadow=\"none\" data-shadow-direction=\"middle\" class=\"img-with-animation \" data-delay=\"0\" height=\"720\" width=\"1280\" data-animation=\"fade-in\" src=\"https:\/\/agriculturevlab.eu\/wp-content\/uploads\/2021\/10\/avl-uc1-france.png\"  alt=\"\" \/><\/a><\/div><\/div><div class=\"divider-wrap\"><div style=\"height: 25px;\" class=\"divider\"><\/div><\/div><div class=\"img-with-aniamtion-wrap \" data-max-width=\"100%\" data-border-radius=\"none\"><div class=\"inner\"><a href=\"https:\/\/agriculturevlab.eu\/wp-content\/uploads\/2022\/05\/use_case_1_pareto_optimal.png\" class=\"pp \"><img data-shadow=\"none\" data-shadow-direction=\"middle\" class=\"img-with-animation \" data-delay=\"0\" height=\"314\" width=\"473\" data-animation=\"fade-in\" src=\"https:\/\/agriculturevlab.eu\/wp-content\/uploads\/2022\/05\/use_case_1_pareto_optimal.png\"  alt=\"\" \/><\/a><\/div><\/div>[\/vc_column][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;1\/12&#8243; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][\/vc_column][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;1\/2&#8243; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][nectar_icon_list color=&#8221;default&#8221; icon_size=&#8221;small&#8221; icon_style=&#8221;border&#8221;][nectar_icon_list_item icon_type=&#8221;numerical&#8221; title=&#8221;List Item&#8221; id=&#8221;1652883719885-0-9&#8243; tab_id=&#8221;1652883719889-1&#8243;][\/nectar_icon_list_item][nectar_icon_list_item icon_type=&#8221;icon&#8221; title=&#8221;List Item&#8221; id=&#8221;1643114528-1-94&#8243; tab_id=&#8221;1643115006823-8&#8243; text=&#8221;Training a classification model in one place \/ one year and investigating which method to adopt to make the trained model valid in another place and\/or another year which have no or less in situ data&#8221; icon_fontawesome=&#8221;fa fa-ellipsis-v&#8221;] [\/nectar_icon_list_item][nectar_icon_list_item icon_type=&#8221;icon&#8221; title=&#8221;List Item&#8221; id=&#8221;1652883634045-0-8&#8243; tab_id=&#8221;1652883634050-8&#8243; text=&#8221;Using the Bhattacharyya distances between different site gives a metric for the invariability of the set of features&#8221;][\/nectar_icon_list_item][nectar_icon_list_item icon_type=&#8221;icon&#8221; title=&#8221;List Item&#8221; id=&#8221;1643114528-2-60&#8243; tab_id=&#8221;1643115006857-6&#8243; text=&#8221;Targeting one of the key bottlenecks in agriculture remote sensing which is the in situ data scarcity&#8221;] [\/nectar_icon_list_item][nectar_icon_list_item icon_type=&#8221;icon&#8221; title=&#8221;List Item&#8221; id=&#8221;1643118271977-0-7&#8243; tab_id=&#8221;1643118271980-8&#8243; text=&#8221;AOIs in France and Belgium, 2019 and 2020&#8243;][\/nectar_icon_list_item][nectar_icon_list_item icon_type=&#8221;icon&#8221; title=&#8221;List Item&#8221; id=&#8221;1652883421724-0-5&#8243; tab_id=&#8221;1652883421730-6&#8243; text=&#8221;Source domain is Belgium 2019 and target domains are Belgium 2020 and France 2019&#8243;][\/nectar_icon_list_item][nectar_icon_list_item icon_type=&#8221;icon&#8221; title=&#8221;List Item&#8221; id=&#8221;1643118302628-0-9&#8243; tab_id=&#8221;1643118302630-2&#8243; text=&#8221;Working at parcel-level, using the Land Parcel Identification System dataset&#8221;][\/nectar_icon_list_item][nectar_icon_list_item icon_type=&#8221;icon&#8221; title=&#8221;List Item&#8221; id=&#8221;1652883589468-0-3&#8243; tab_id=&#8221;1652883589477-9&#8243; text=&#8221;Selecting the most portable set of features (Sentinel bands and\/or indices) by using statistical distances.&#8221;][\/nectar_icon_list_item][nectar_icon_list_item icon_type=&#8221;icon&#8221; title=&#8221;List Item&#8221; id=&#8221;1652883610285-0-9&#8243; tab_id=&#8221;1652883610287-2&#8243; text=&#8221;Using the Bhattacharyya distances between crops on the Belgium 2019 gives a metric for the separability of the classes&#8221;][\/nectar_icon_list_item][nectar_icon_list_item icon_type=&#8221;icon&#8221; title=&#8221;List Item&#8221; id=&#8221;1652883908519-0-0&#8243; tab_id=&#8221;1652883908523-8&#8243; text=&#8221;Using separability for how good the model will classify and using invariability for how good the model will transfer to another place\/year&#8221;][\/nectar_icon_list_item][nectar_icon_list_item icon_type=&#8221;icon&#8221; title=&#8221;List Item&#8221; id=&#8221;1652883931857-0-5&#8243; tab_id=&#8221;1652883931859-3&#8243; text=&#8221;Selecting the set of features based on the Pareto-optimal candidates&#8221;][\/nectar_icon_list_item][\/nectar_icon_list][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; overlay_strength=&#8221;0.3&#8243; shape_divider_position=&#8221;bottom&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;1\/1&#8243; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;]<div class=\"divider-wrap\"><div style=\"height: 25px;\" class=\"divider\"><\/div><\/div>[\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; overlay_strength=&#8221;0.3&#8243; shape_divider_position=&#8221;bottom&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;1\/6&#8243; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][\/vc_column][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;1\/6&#8243; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][\/vc_column][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;1\/6&#8243; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][\/vc_column][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;1\/6&#8243; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text]Invited stakeholder: JECAM community[\/vc_column_text][\/vc_column][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;1\/6&#8243; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;]<div class=\"img-with-aniamtion-wrap \" data-max-width=\"100%\" data-border-radius=\"none\"><div class=\"inner\"><img data-shadow=\"none\" data-shadow-direction=\"middle\" class=\"img-with-animation \" data-delay=\"0\" height=\"108\" width=\"468\" data-animation=\"fade-in\" src=\"https:\/\/agriculturevlab.eu\/wp-content\/uploads\/2021\/10\/jecam.png\"  alt=\"\" \/><\/div><\/div>[\/vc_column][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;1\/6&#8243; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][\/vc_column][\/vc_row]\n","protected":false},"excerpt":{"rendered":"<p>[vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; overlay_strength=&#8221;0.3&#8243; shape_divider_position=&#8221;bottom&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;1\/1&#8243; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; overlay_strength=&#8221;0.3&#8243; shape_divider_position=&#8221;bottom&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243;&#8230;<\/p>\n","protected":false},"author":5,"featured_media":0,"parent":2249,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"publish_to_discourse":"","publish_post_category":"","wpdc_auto_publish_overridden":"","wpdc_topic_tags":"","wpdc_pin_topic":"","wpdc_pin_until":"","discourse_post_id":"","discourse_permalink":"","wpdc_publishing_response":"","wpdc_publishing_error":""},"_links":{"self":[{"href":"https:\/\/agriculturevlab.eu\/index.php\/wp-json\/wp\/v2\/pages\/2577"}],"collection":[{"href":"https:\/\/agriculturevlab.eu\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/agriculturevlab.eu\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/agriculturevlab.eu\/index.php\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/agriculturevlab.eu\/index.php\/wp-json\/wp\/v2\/comments?post=2577"}],"version-history":[{"count":23,"href":"https:\/\/agriculturevlab.eu\/index.php\/wp-json\/wp\/v2\/pages\/2577\/revisions"}],"predecessor-version":[{"id":2774,"href":"https:\/\/agriculturevlab.eu\/index.php\/wp-json\/wp\/v2\/pages\/2577\/revisions\/2774"}],"up":[{"embeddable":true,"href":"https:\/\/agriculturevlab.eu\/index.php\/wp-json\/wp\/v2\/pages\/2249"}],"wp:attachment":[{"href":"https:\/\/agriculturevlab.eu\/index.php\/wp-json\/wp\/v2\/media?parent=2577"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}