{"id":263,"date":"2025-12-26T16:22:28","date_gmt":"2025-12-26T08:22:28","guid":{"rendered":"https:\/\/www.math.ntnu.edu.tw\/coidap\/?p=263"},"modified":"2026-01-05T14:14:21","modified_gmt":"2026-01-05T06:14:21","slug":"speech1008","status":"publish","type":"post","link":"https:\/\/www.math.ntnu.edu.tw\/coidap\/2025\/12\/26\/speech1008\/","title":{"rendered":"<span style=\"color:#3566BD\">[\u5c08\u984c\u6f14\u8b1b] <\/span>\u301010\u67088\u65e5\u3011\u738b\u632f\u7537 \/ Learning scattering operators"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"263\" class=\"elementor elementor-263\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1e2e8689 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1e2e8689\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-34355524\" data-id=\"34355524\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-57bbafae elementor-widget elementor-widget-heading\" data-id=\"57bbafae\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Learning scattering operators<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-35e8721a elementor-widget elementor-widget-spacer\" data-id=\"35e8721a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-13510e0f elementor-widget elementor-widget-text-editor\" data-id=\"13510e0f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong><span style=\"color: #000080; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4; font-size: 18px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal;\">Time:<\/span><span style=\"color: #000080; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4; font-size: 18px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal;\"> Oct. 8<\/span><\/strong><span style=\"color: #000080; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4; font-size: 18px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: bold;\"> (Wed.) 14:20-15:10<br \/><\/span><span style=\"color: #000080; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4; font-size: 18px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: bold;\">Venue: M212, Gongguan Campus, NTNU<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-73bb6a36 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"73bb6a36\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div style=\"list-style: none; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; margin-top: 10px; font-size: 22px; line-height: 26px; text-align: center; color: #cc6633; font-weight: bold;\"><p>Prof. Wang, Jenn-Nan<br \/>\u738b\u632f\u7537\u6559\u6388<\/p><h4><span style=\"color: #ab7326;\">Institute of Applied Mathematics, National Taiwan University<br \/>\u53f0\u5927\u61c9\u7528\u6578\u5b78\u79d1\u5b78\u7814\u7a76\u6240<\/span><\/h4><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-67e829bd elementor-widget elementor-widget-spacer\" data-id=\"67e829bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c36b2f8 elementor-widget elementor-widget-text-editor\" data-id=\"6c36b2f8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #000000;\">In this talk, I would like to discuss the learning of a nonlinear operator for the scattering problem based on neural operator architectures. In most inverse scattering problems, the forward operator mapping from the refractive index to the far-field pattern is commonly used measurement. In many numerical methods for constructing the refractive index from the knowledge of the far-field pattern need to evaluate the forward operator, which involves solving PDEs and taking asymptotic. Such procedure is time consuming and not effective. It is therefore a favorable practice to construct a surrogate to replace this forward operator. Here we would like to demonstrate that, under certain conditions, the &#8220;parametric complexity&#8221; of neural scattering operators grows at most logarithmically with respect to the desired accuracy. This result makes the application of these neural operators rather promising in practice. This talk is based on joint works with Takashi Furuya.<br \/><\/span><\/p><p><span style=\"color: #000000;\">More Information: <a style=\"color: #000000;\" href=\"https:\/\/www.math.ntu.edu.tw\/~jnwang\/\" target=\"_blank\" rel=\"noopener\"><span style=\"text-decoration: underline;\">https:\/\/www.math.ntu.edu.tw\/~jnwang\/<\/span><\/a><\/span><\/p><p><em><u>Sponsored by &#8220;Higher Education Sprout Projec<\/u><\/em><em><u>t&#8221; of National Taiwa<\/u><\/em><em><u>n Normal University<\/u><\/em><img decoding=\"async\" class=\"wp-image-252 alignright\" src=\"https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-content\/uploads\/2025\/12\/LOGO100-1-273x300.png\" alt=\"\" width=\"52\" height=\"57\" srcset=\"https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-content\/uploads\/2025\/12\/LOGO100-1-273x300.png 273w, https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-content\/uploads\/2025\/12\/LOGO100-1.png 326w\" sizes=\"(max-width: 52px) 100vw, 52px\" \/><img decoding=\"async\" class=\"wp-image-251 alignright\" src=\"https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-content\/uploads\/2025\/12\/Center_logo_transparent-1-300x297.jpg\" alt=\"\" width=\"50\" height=\"50\" srcset=\"https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-content\/uploads\/2025\/12\/Center_logo_transparent-1-300x297.jpg 300w, https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-content\/uploads\/2025\/12\/Center_logo_transparent-1-150x150.jpg 150w, https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-content\/uploads\/2025\/12\/Center_logo_transparent-1-600x600.jpg 600w, https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-content\/uploads\/2025\/12\/Center_logo_transparent-1.jpg 645w\" sizes=\"(max-width: 50px) 100vw, 50px\" \/><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-555c432a elementor-widget elementor-widget-image\" data-id=\"555c432a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1240\" height=\"758\" src=\"https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-content\/uploads\/2025\/12\/\u6f14\u8b1b\u6a19\u5c3e.jpg\" class=\"attachment-full size-full wp-image-245\" alt=\"\" srcset=\"https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-content\/uploads\/2025\/12\/\u6f14\u8b1b\u6a19\u5c3e.jpg 1240w, https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-content\/uploads\/2025\/12\/\u6f14\u8b1b\u6a19\u5c3e-300x183.jpg 300w, https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-content\/uploads\/2025\/12\/\u6f14\u8b1b\u6a19\u5c3e-1024x626.jpg 1024w, https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-content\/uploads\/2025\/12\/\u6f14\u8b1b\u6a19\u5c3e-768x469.jpg 768w\" sizes=\"(max-width: 1240px) 100vw, 1240px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Learning scattering operators Time: Oct. 8 (Wed.) 14:20 [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"ocean_post_layout":"","ocean_both_sidebars_style":"","ocean_both_sidebars_content_width":0,"ocean_both_sidebars_sidebars_width":0,"ocean_sidebar":"0","ocean_second_sidebar":"0","ocean_disable_margins":"enable","ocean_add_body_class":"","ocean_shortcode_before_top_bar":"","ocean_shortcode_after_top_bar":"","ocean_shortcode_before_header":"","ocean_shortcode_after_header":"","ocean_has_shortcode":"","ocean_shortcode_after_title":"","ocean_shortcode_before_footer_widgets":"","ocean_shortcode_after_footer_widgets":"","ocean_shortcode_before_footer_bottom":"","ocean_shortcode_after_footer_bottom":"","ocean_display_top_bar":"default","ocean_display_header":"default","ocean_header_style":"","ocean_center_header_left_menu":"0","ocean_custom_header_template":"0","ocean_custom_logo":0,"ocean_custom_retina_logo":0,"ocean_custom_logo_max_width":0,"ocean_custom_logo_tablet_max_width":0,"ocean_custom_logo_mobile_max_width":0,"ocean_custom_logo_max_height":0,"ocean_custom_logo_tablet_max_height":0,"ocean_custom_logo_mobile_max_height":0,"ocean_header_custom_menu":"0","ocean_menu_typo_font_family":"0","ocean_menu_typo_font_subset":"","ocean_menu_typo_font_size":0,"ocean_menu_typo_font_size_tablet":0,"ocean_menu_typo_font_size_mobile":0,"ocean_menu_typo_font_size_unit":"px","ocean_menu_typo_font_weight":"","ocean_menu_typo_font_weight_tablet":"","ocean_menu_typo_font_weight_mobile":"","ocean_menu_typo_transform":"","ocean_menu_typo_transform_tablet":"","ocean_menu_typo_transform_mobile":"","ocean_menu_typo_line_height":0,"ocean_menu_typo_line_height_tablet":0,"ocean_menu_typo_line_height_mobile":0,"ocean_menu_typo_line_height_unit":"","ocean_menu_typo_spacing":0,"ocean_menu_typo_spacing_tablet":0,"ocean_menu_typo_spacing_mobile":0,"ocean_menu_typo_spacing_unit":"","ocean_menu_link_color":"","ocean_menu_link_color_hover":"","ocean_menu_link_color_active":"","ocean_menu_link_background":"","ocean_menu_link_hover_background":"","ocean_menu_link_active_background":"","ocean_menu_social_links_bg":"","ocean_menu_social_hover_links_bg":"","ocean_menu_social_links_color":"","ocean_menu_social_hover_links_color":"","ocean_disable_title":"default","ocean_disable_heading":"default","ocean_post_title":"","ocean_post_subheading":"","ocean_post_title_style":"","ocean_post_title_background_color":"","ocean_post_title_background":0,"ocean_post_title_bg_image_position":"","ocean_post_title_bg_image_attachment":"","ocean_post_title_bg_image_repeat":"","ocean_post_title_bg_image_size":"","ocean_post_title_height":0,"ocean_post_title_bg_overlay":0.5,"ocean_post_title_bg_overlay_color":"","ocean_disable_breadcrumbs":"default","ocean_breadcrumbs_color":"","ocean_breadcrumbs_separator_color":"","ocean_breadcrumbs_links_color":"","ocean_breadcrumbs_links_hover_color":"","ocean_display_footer_widgets":"default","ocean_display_footer_bottom":"default","ocean_custom_footer_template":"0","ocean_post_oembed":"","ocean_post_self_hosted_media":"","ocean_post_video_embed":"","ocean_link_format":"","ocean_link_format_target":"self","ocean_quote_format":"","ocean_quote_format_link":"post","ocean_gallery_link_images":"on","ocean_gallery_id":[],"footnotes":""},"categories":[36,6],"tags":[],"class_list":["post-263","post","type-post","status-publish","format-standard","hentry","category-activity","category-news","entry"],"_links":{"self":[{"href":"https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-json\/wp\/v2\/posts\/263","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-json\/wp\/v2\/comments?post=263"}],"version-history":[{"count":12,"href":"https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-json\/wp\/v2\/posts\/263\/revisions"}],"predecessor-version":[{"id":533,"href":"https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-json\/wp\/v2\/posts\/263\/revisions\/533"}],"wp:attachment":[{"href":"https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-json\/wp\/v2\/media?parent=263"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-json\/wp\/v2\/categories?post=263"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.math.ntnu.edu.tw\/coidap\/wp-json\/wp\/v2\/tags?post=263"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}