 {"id":4730,"date":"2022-11-27T13:37:06","date_gmt":"2022-11-27T08:37:06","guid":{"rendered":"https:\/\/themasterchemistry.com\/?post_type=web-story&#038;p=4730"},"modified":"2022-11-27T13:37:06","modified_gmt":"2022-11-27T08:37:06","slug":"using-machine-learning-to-infer-rules-for-designing-complex-mechanical-metamaterials","status":"publish","type":"web-story","link":"https:\/\/themasterchemistry.com\/web-stories\/using-machine-learning-to-infer-rules-for-designing-complex-mechanical-metamaterials\/","title":{"rendered":"Using machine learning to infer rules for designing complex mechanical metamaterials"},"content":{"rendered":"<p><html amp=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"\/><meta name=\"viewport\" content=\"width=device-width,minimum-scale=1,initial-scale=1\"\/><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0.js\"><\/script><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0\/amp-story-1.0.js\" custom-element=\"amp-story\"><\/script><link 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publisher-logo-src=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2021\/05\/favicon.png\" title=\"Using machine learning to infer rules for designing complex mechanical metamaterials\" poster-portrait-src=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/cropped-shane-aldendorff-mQHEgroKw2k-unsplash.jpg\" background-audio=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/Acoustic.mp3\"><amp-story-page id=\"0b2ff5e9-0446-48c0-be8c-61adf75ba2fc\" auto-advance-after=\"20s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#27282d\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-fdd99237-dc13-4bcb-9387-66c5cd9767a3\">\n<div style=\"position:absolute;width:266.9336%;height:100%;left:-83.4668%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-537.png\" alt=\"image\" srcSet=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-537.png 500w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-537-300x200.png 300w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-537-150x100.png 150w\" sizes=\"(min-width: 1024px) 120vh, 266vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<div class=\"element-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/div>\n<\/div>\n<\/div>\n<div class=\"page-background-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:12.37864%;top:13.59223%;width:75.72816%;height:62.78317%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.641025641025641% 0.641025641025641% 0.641025641025641% 0.641025641025641% \/ 0.5154639175257731% 0.5154639175257731% 0.5154639175257731% 0.5154639175257731%\" id=\"el-bc59fb48-fbd5-4811-baba-0cb60bff0580\">\n<h1 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:2.2743107722355775% 0;font-family:&quot;Anton&quot;,sans-serif;font-size:0.728155em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Using machine learning to infer rules for designing complex mechanical metamaterial<\/span><span style=\"font-weight: 700\">s<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"384ba192-b849-4950-9d62-3b5feb63c9c1\" auto-advance-after=\"20s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-957e0e56-a63b-4750-a1ca-4d27b08ddaa8\",\"keyframes\":{\"transform\":[\"translate3d(-114.87342%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":1000,\"easing\":\"cubic-bezier(.2, 0, .8, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-aa71a65e-0a7d-4762-98a6-84f77462f758\",\"keyframes\":{\"transform\":[\"rotateZ(-180deg)\",\"rotateZ(0deg)\"]},\"delay\":0,\"duration\":1000,\"easing\":\"cubic-bezier(.2, 0, .5, 1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-caef4bab-dd4c-4c04-8dd0-17368b955a7b\",\"keyframes\":{\"opacity\":[1,1]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-f3b93559-2665-444c-ad2d-f5e30278f8ca\",\"keyframes\":{\"transform\":[\"scale(3)\",\"scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#fff\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-41c0202a-b78d-467b-a80d-daeba1687dec\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:4.36893%;width:76.69903%;height:54.20712%;opacity:1\">\n<div id=\"anim-957e0e56-a63b-4750-a1ca-4d27b08ddaa8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-114.87342%, 0px, 0)\">\n<div id=\"anim-aa71a65e-0a7d-4762-98a6-84f77462f758\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:rotateZ(-180deg)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 0.5970149253731344% 0.5970149253731344% 0.5970149253731344% 0.5970149253731344%\" id=\"el-fd01bda9-c090-4ba3-9087-ad2f85389ffd\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12460443037974707% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>Mechanical metamaterials are artificial structures with mechanical properties that are driven by their structure and These structures have proved to be very promising for the development of new technologies<\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:62.29773%;width:71.60194%;height:37.21683%;opacity:1\">\n<div id=\"anim-caef4bab-dd4c-4c04-8dd0-17368b955a7b\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:none\">\n<div id=\"anim-f3b93559-2665-444c-ad2d-f5e30278f8ca\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(3)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-4f53bbc3-1a3e-48cc-a40d-58775c2fcb42\">\n<div style=\"position:absolute;width:138.72973%;height:100%;left:-19.36486%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-538.png\" alt=\"image\" srcSet=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-538.png 500w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-538-300x169.png 300w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-538-150x84.png 150w\" sizes=\"(min-width: 1024px) 32vh, 72vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"be688a96-5c1f-42fe-b030-4884632387cb\" auto-advance-after=\"20s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-8cf17633-6e72-419a-9f33-0ab8de506908\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation 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style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-c343821c-ad2d-4172-99dc-52f7b7af16c6\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:0;width:76.69903%;height:54.20712%;opacity:1\">\n<div id=\"anim-8cf17633-6e72-419a-9f33-0ab8de506908\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-a2743a92-103a-479b-950f-ba2ba770c63b\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 201.55887%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 0.5970149253731344% 0.5970149253731344% 0.5970149253731344% 0.5970149253731344%\" id=\"el-203d59e4-7536-4f60-8e75-3585fab76825\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12460443037974707% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>The University of Amsterdam have recently demonstrated the potential of convolutional neural networks, a class of machine learning algorithms, for designing complex mechanical metamaterials<\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:58.41424%;width:76.69903%;height:41.10032%;opacity:1\">\n<div id=\"anim-0fc17040-3777-4e41-818e-e9edff5f0d63\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:rotate(-540deg) scale(0.1)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-a239cad3-f35a-49af-a82b-1126827b5ed1\">\n<div style=\"position:absolute;width:143.02445%;height:100%;left:-21.51222%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-539.png\" alt=\"image\" srcSet=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-539.png 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0.6329113924050633% 0.6329113924050633% \/ 0.6622516556291391% 0.6622516556291391% 0.6622516556291391% 0.6622516556291391%\" id=\"el-31400e02-91d1-497f-871c-216f0a823a99\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12460443037974707% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>Physical Review Letters, introduces two different CNN-based methods that can be used to derive and capture subtle combinatorial rules underpinning the design of mechanical metamaterials<\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:3.23625%;width:76.69903%;height:34.95146%;opacity:1\">\n<div id=\"anim-99eeb95d-ff4e-4cf9-83e9-02a050a78d7e\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(115.18987%, 0px, 0)\">\n<div id=\"anim-549d470f-fe14-42b3-8a57-c30b0d2010be\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:rotateZ(180deg)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-fde30d76-9040-4be1-a874-134039eb9704\">\n<div style=\"position:absolute;width:102.63429%;height:100%;left:-1.31714%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-540.png\" alt=\"image\" srcSet=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-540.png 500w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-540-300x200.png 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type=\"application\/json\">[{\"selector\":\"#anim-abdecfb7-e780-4a19-a723-a34f54f8d616\",\"keyframes\":{\"transform\":[\"rotateZ(180deg)\",\"rotateZ(0deg)\"]},\"delay\":0,\"duration\":1000,\"easing\":\"cubic-bezier(.2, 0, .5, 1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-4191acda-e861-498f-80b2-05dfef1a4b7b\",\"keyframes\":{\"transform\":[\"translate3d(-114.87342%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-84c90086-a9a5-47be-b044-9a12dccb41b1\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-4b3d3317-6f58-4515-bbcb-da35ee1731c1\",\"keyframes\":{\"transform\":[\"scale(0.15)\",\"scale(1)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#fff\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-21f3d968-d5a4-423b-b451-0138408062dc\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:0;width:76.69903%;height:52.26537%;opacity:1\">\n<div id=\"anim-2ff9d295-1206-47e6-87dd-d7dc61961584\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(115.50632%, 0px, 0)\">\n<div id=\"anim-abdecfb7-e780-4a19-a723-a34f54f8d616\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:rotateZ(180deg)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 0.6191950464396285% 0.6191950464396285% 0.6191950464396285% 0.6191950464396285%\" id=\"el-916424ed-05c3-4abc-945c-39242895c378\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.13350474683544303% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>As part of their previous research, van Mastrigt and his colleagues tried to distill the rules underpinning the successful design of complex meta materials<\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:56.6343%;width:76.69903%;height:42.71845%;opacity:1\">\n<div id=\"anim-4191acda-e861-498f-80b2-05dfef1a4b7b\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-114.87342%, 0px, 0)\">\n<div id=\"anim-84c90086-a9a5-47be-b044-9a12dccb41b1\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-4b3d3317-6f58-4515-bbcb-da35ee1731c1\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.15)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-67d0dc57-bbc9-4442-8341-fdef1ce4a4fc\">\n<div style=\"position:absolute;width:148.65535%;height:100%;left:-24.32768%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-541.png\" alt=\"image\" srcSet=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-541.png 500w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-541-300x169.png 300w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-541-150x84.png 150w\" sizes=\"(min-width: 1024px) 35vh, 77vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"769c8b99-bf89-42a5-82ed-6432e7eead9f\" auto-advance-after=\"20s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-3fa42b03-17df-478a-b45d-e13298b97c84\",\"keyframes\":[{\"transform\":\"rotate(-540deg) scale(0.1)\",\"opacity\":0},{\"transform\":\"none\",\"opacity\":1}],\"delay\":0,\"duration\":1000,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"both\",\"iterations\":1}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-927db6a4-bce2-4c11-95f7-853a75eb36a6\",\"keyframes\":{\"transform\":[\"translate3d(118.98305%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":1000,\"easing\":\"cubic-bezier(.2, 0, .8, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-ceaa3aa2-b00d-426d-bff4-7a1da103f006\",\"keyframes\":{\"transform\":[\"rotateZ(180deg)\",\"rotateZ(0deg)\"]},\"delay\":0,\"duration\":1000,\"easing\":\"cubic-bezier(.2, 0, .5, 1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#fff\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-788411fd-dcee-4f85-aa5a-974c25cd13e8\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:14.80583%;top:54.20712%;width:71.60194%;height:40.45307%;opacity:1\">\n<div id=\"anim-927db6a4-bce2-4c11-95f7-853a75eb36a6\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(118.98305%, 0px, 0)\">\n<div id=\"anim-ceaa3aa2-b00d-426d-bff4-7a1da103f006\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:rotateZ(180deg)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6779661016949152% 0.6779661016949152% 0.6779661016949152% 0.6779661016949152% \/ 0.8% 0.8% 0.8% 0.8%\" id=\"el-922da7ac-5f19-40f1-a267-a8b0389b253b\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1430084745762712% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>This was not an easy task, as the &#8220;building blocks&#8221; that make up these structures can be rearranged and altered in many different ways.<\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.37864%;top:0;width:75%;height:39.4822%;opacity:1\">\n<div id=\"anim-3fa42b03-17df-478a-b45d-e13298b97c84\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:rotate(-540deg) scale(0.1)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-e6ae3c74-633a-4126-a52a-2f545d2ec37e\">\n<div style=\"position:absolute;width:105.28587%;height:100%;left:-2.64293%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-542.png\" alt=\"image\" srcSet=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-542.png 500w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-542-300x225.png 300w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-542-150x113.png 150w\" sizes=\"(min-width: 1024px) 34vh, 75vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"0ef00442-a57e-4650-a40f-4fa033f32a96\" auto-advance-after=\"20s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-dbdaedca-92de-40bb-b62a-478022b14eac\",\"keyframes\":{\"transform\":[\"translate3d(123.72881%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script 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class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:0;width:71.60194%;height:52.10356%;opacity:1\">\n<div id=\"anim-dbdaedca-92de-40bb-b62a-478022b14eac\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(123.72881%, 0px, 0)\">\n<div id=\"anim-2455cd27-d7cb-4e61-93c8-3cf54b301173\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-856f6c74-d97f-4b26-a2ad-f504a11f32fa\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.15)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6779661016949152% 0.6779661016949152% 0.6779661016949152% 0.6779661016949152% \/ 0.6211180124223602% 0.6211180124223602% 0.6211180124223602% 0.6211180124223602%\" id=\"el-aabab2b1-c23c-42c7-aaee-1dca56249274\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1430084745762712% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>Simulation of all the ways in which building blocks can be rearranged using conventional physics simulation tools is possible when metamaterials have small cell sizes<\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:56.6343%;width:71.60194%;height:42.71845%;opacity:1\">\n<div id=\"anim-685cb59c-8879-4fb3-a997-e1c4f621bff8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-8f4ed808-6f3d-4c1c-a07b-4f358459dffd\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-f7c9f862-f8cc-419c-acc4-8f8dcba8372e\">\n<div style=\"position:absolute;width:100%;height:167.61362%;left:0%;top:-33.80681%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-543.png\" alt=\"image\" 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type=\"application\/json\">[{\"selector\":\"#anim-3ef8ec08-61fc-4567-901a-ca2680319245\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#fff\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-46a4a51c-d894-427f-a878-6ccd1420dd6c\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:5.98706%;width:76.69903%;height:43.3657%;opacity:1\">\n<div id=\"anim-562dc189-e788-4ef4-bb08-0a274f0b1b4f\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-114.87342%, 0px, 0)\">\n<div id=\"anim-ad292885-890c-4b68-805d-b6d5d5ff2689\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:rotateZ(-180deg)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 0.7462686567164178% 0.7462686567164178% 0.7462686567164178% 0.7462686567164178%\" id=\"el-fe336ce8-d9ae-4191-a276-ce6e5df0a710\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12460443037974707% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>conventional tools failed at allowing us to explore larger unit cell designs in an efficient way, the task becomes extremely challenging or impossible as these unit cell sizes become larger<\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:54.36893%;width:76.69903%;height:44.98382%;opacity:1\">\n<div id=\"anim-82a4b9c0-82c3-4b75-9e30-d6c5faa00ad8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-3ef8ec08-61fc-4567-901a-ca2680319245\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-b357c771-a46e-4e29-a8d5-896e5581e821\">\n<div style=\"position:absolute;width:132.09412%;height:100%;left:-16.04706%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-544.png\" alt=\"image\" srcSet=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-544.png 500w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-544-300x200.png 300w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-544-150x100.png 150w\" sizes=\"(min-width: 1024px) 35vh, 77vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"8a5cc07c-8e3e-47b8-b788-569cfeb81e4d\" auto-advance-after=\"20s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-492f2c53-9300-413c-bdf0-1c0ba72de2da\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-a3576a7f-987f-46b2-9f6d-9534d50d248c\",\"keyframes\":{\"transform\":[\"translate3d(0px, -122.13474%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-6ca065ce-3dd1-4889-a571-5ea32d59050d\",\"keyframes\":{\"opacity\":[1,1]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-2a48d6ca-17aa-42e0-8058-4910019c2237\",\"keyframes\":{\"transform\":[\"scale(3)\",\"scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#fff\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-b231317c-1ee1-4643-b74d-5cb426f4c360\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:49.83819%;width:76.69903%;height:37.86408%;opacity:1\">\n<div id=\"anim-6ca065ce-3dd1-4889-a571-5ea32d59050d\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:none\">\n<div id=\"anim-2a48d6ca-17aa-42e0-8058-4910019c2237\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(3)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 0.8547008547008548% 0.8547008547008548% 0.8547008547008548% 0.8547008547008548%\" id=\"el-19e8d08e-ade5-4182-9b05-e527b02c67b2\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12460443037974707% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>Van Mastrigt and his colleagues initially had to overcome a number of challenges to successfully train CNNs to tackle the design of complex metamaterials<\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:-0.16181%;width:76.69903%;height:41.10032%;opacity:1\">\n<div id=\"anim-492f2c53-9300-413c-bdf0-1c0ba72de2da\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-a3576a7f-987f-46b2-9f6d-9534d50d248c\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -122.13474%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-cdd5d4d6-8e30-4401-a574-bfd703ec589a\">\n<div style=\"position:absolute;width:120.6903%;height:100%;left:-10.34515%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-545.png\" alt=\"image\" srcSet=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-545.png 500w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-545-300x200.png 300w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-545-150x100.png 150w\" sizes=\"(min-width: 1024px) 35vh, 77vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"b7c09d71-5364-4dec-b3e1-b8211490ca7b\" auto-advance-after=\"20s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-488b6046-6078-46de-8701-ef888cb8137a\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-d20bb321-fb9a-4144-a252-ef18f9329818\",\"keyframes\":{\"transform\":[\"translate3d(115.50632%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-3db4f4c3-f6d6-4416-acf0-248238410040\",\"keyframes\":{\"transform\":[\"translate3d(-115.18988%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-43b7a1c8-5dee-474f-b44a-3e05153950f1\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-60bafd17-3d03-4956-b9de-552acaa2f6f9\",\"keyframes\":{\"transform\":[\"scale(0.15)\",\"scale(1)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#fff\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-fc4a6ae1-4748-4556-8639-739f191d6c6f\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:4.85437%;width:76.69903%;height:43.20388%;opacity:1\">\n<div id=\"anim-488b6046-6078-46de-8701-ef888cb8137a\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-d20bb321-fb9a-4144-a252-ef18f9329818\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(115.50632%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 0.7490636704119851% 0.7490636704119851% 0.7490636704119851% 0.7490636704119851%\" id=\"el-f5344064-6056-4506-b2b3-74f130d8ff43\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12460443037974707% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>In the case of metamaterial M2, we attempted to create a training set that is class-balanced. For metamaterial M1, we added a reweight term to the loss function<\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:56.6343%;width:76.69903%;height:42.71845%;opacity:1\">\n<div id=\"anim-3db4f4c3-f6d6-4416-acf0-248238410040\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-115.18988%, 0px, 0)\">\n<div id=\"anim-43b7a1c8-5dee-474f-b44a-3e05153950f1\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-60bafd17-3d03-4956-b9de-552acaa2f6f9\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.15)\">\n<div 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class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -137.43443%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 0.8583690987124464% 0.8583690987124464% 0.8583690987124464% 0.8583690987124464%\" id=\"el-d40cc7fd-5338-4c75-af81-feae21d6aa92\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12460443037974707% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>&nbsp;the rare class C designs weigh more heavily during training, where the key idea is that this reweighting of class C cancels out with the much larger designs<\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:50.16181%;width:76.69903%;height:46.1165%;opacity:1\">\n<div id=\"anim-6af13257-0dc1-447f-a08a-939401a045f5\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-115.18988%, 0px, 0)\">\n<div id=\"anim-300fecf3-9acd-4c38-8513-d76866a2dff9\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-4d5ea769-4aaf-4ea8-9cc1-c56bd1fbe129\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.15)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-d471b801-89db-4485-855a-f33f1b6748ee\">\n<div style=\"position:absolute;width:135.82811%;height:100%;left:-17.91405%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-547.png\" alt=\"image\" srcSet=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-547.png 500w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-547-300x199.png 300w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-547-150x100.png 150w\" sizes=\"(min-width: 1024px) 35vh, 77vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"db4b3d91-e1b7-428c-8992-b2af2d61e124\" auto-advance-after=\"20s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-5b453162-80fe-4508-9dec-4e290999535e\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-296a336b-9f09-40c2-8978-104652d29e37\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-01ebd65c-da1d-425c-9e81-f3f195127dbd\",\"keyframes\":{\"transform\":[\"translate3d(-115.18988%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":1000,\"easing\":\"cubic-bezier(.2, 0, .8, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-7a3b4d4f-a2ae-4bf0-bf96-5a8611b43b98\",\"keyframes\":{\"transform\":[\"rotateZ(-180deg)\",\"rotateZ(0deg)\"]},\"delay\":0,\"duration\":1000,\"easing\":\"cubic-bezier(.2, 0, .5, 1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#fff\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-7ec60806-d4e9-456f-8911-474fd6922d83\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:5.33981%;width:76.69903%;height:37.86408%;opacity:1\">\n<div id=\"anim-5b453162-80fe-4508-9dec-4e290999535e\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-296a336b-9f09-40c2-8978-104652d29e37\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 0.8547008547008548% 0.8547008547008548% 0.8547008547008548% 0.8547008547008548%\" id=\"el-f559805d-8ca4-4bc2-a593-05863d8de389\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12460443037974707% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>The team found that they each performed better on different tasks, depending on the initial dataset used and known (or unknown) design symmetries.<\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:48.7055%;width:76.69903%;height:50.48544%;opacity:1\">\n<div id=\"anim-01ebd65c-da1d-425c-9e81-f3f195127dbd\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-115.18988%, 0px, 0)\">\n<div id=\"anim-7a3b4d4f-a2ae-4bf0-bf96-5a8611b43b98\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:rotateZ(-180deg)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-47d3bb56-6a7a-443d-b493-b77280f342c6\">\n<div style=\"position:absolute;width:100%;height:126.60256%;left:0%;top:-13.30128%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-549.png\" alt=\"image\" srcSet=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-549.png 500w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-549-240x300.png 240w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-549-150x188.png 150w\" sizes=\"(min-width: 1024px) 35vh, 77vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"d6b40406-44a3-4838-93dd-b0782816e18c\" auto-advance-after=\"20s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-70a645e3-6e58-40f8-8a43-50f59978e92e\",\"keyframes\":[{\"transform\":\"scale(1)\",\"offset\":0},{\"transform\":\"scale(1.5)\",\"offset\":0.33},{\"transform\":\"scale(0.95)\",\"offset\":0.66},{\"transform\":\"scale(1)\",\"offset\":1}],\"delay\":0,\"duration\":1450,\"easing\":\"ease-in-out\",\"fill\":\"both\",\"iterations\":1}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-1e82ca67-f50a-4721-8aff-7cd1b6951d47\",\"keyframes\":{\"transform\":[\"translate3d(-114.87342%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-31593945-3e7d-43c8-8e13-6724bbf169bb\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-8ad8e6e3-2406-4d2f-a6b1-9c5d8a3b1a6c\",\"keyframes\":{\"transform\":[\"scale(0.15)\",\"scale(1)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#fff\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-200db49e-f31c-46c2-901a-771455410be8\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:5.33981%;width:76.69903%;height:54.20712%;opacity:1\">\n<div id=\"anim-70a645e3-6e58-40f8-8a43-50f59978e92e\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(1)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 0.5970149253731344% 0.5970149253731344% 0.5970149253731344% 0.5970149253731344%\" id=\"el-ae54cb1c-dad4-42af-be0e-53b7b86a7952\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12460443037974707% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>the networks they trained were so far applied to a few metamaterial structures, they could &nbsp;be used to create much more complex designs, which would be incredibly difficult to tackle using conventional physics simulation tools<\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:64.88673%;width:76.69903%;height:34.46602%;opacity:1\">\n<div id=\"anim-1e82ca67-f50a-4721-8aff-7cd1b6951d47\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(-114.87342%, 0px, 0)\">\n<div id=\"anim-31593945-3e7d-43c8-8e13-6724bbf169bb\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-8ad8e6e3-2406-4d2f-a6b1-9c5d8a3b1a6c\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.15)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-1fde1f4e-69a1-4d33-8620-536725e77a41\">\n<div style=\"position:absolute;width:100%;height:222.53521%;left:0%;top:-61.26761%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-550.png\" alt=\"image\" srcSet=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-550.png 500w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-550-200x300.png 200w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-550-150x225.png 150w\" sizes=\"(min-width: 1024px) 35vh, 77vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"992036ae-20c3-4fc3-9d0e-85a23de6b84b\" auto-advance-after=\"20s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-3d8e24db-dcc9-4e01-9b4b-3c9673740f85\",\"keyframes\":[{\"transform\":\"rotate(-540deg) scale(0.1)\",\"opacity\":0},{\"transform\":\"none\",\"opacity\":1}],\"delay\":0,\"duration\":1000,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"both\",\"iterations\":1}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-2e4e962a-3d31-4e8f-b9d6-712f907802d8\",\"keyframes\":{\"transform\":[\"translate3d(115.50632%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.4, 0.4, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script 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style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-6e3c66fd-c523-4e37-8a64-253461e5dd02\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:39.80583%;width:76.69903%;height:59.87055%;opacity:1\">\n<div id=\"anim-2e4e962a-3d31-4e8f-b9d6-712f907802d8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(115.50632%, 0px, 0)\">\n<div id=\"anim-5fda0e33-9fa3-4cc4-9bb0-3c8fd1c89023\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-1e27d036-ad24-45a5-ba54-8b1a13eb97a9\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.15)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 0.5405405405405406% 0.5405405405405406% 0.5405405405405406% 0.5405405405405406%\" id=\"el-e9d334c7-920a-4b0f-8d64-e6d1b5ac03da\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12460443037974707% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>The work by van Mastrigt and his colleagues shows the huge value of CNNs for tackling combinatorial problems, where there are many variables at play, and for finding an optimal solution that complies with all constraints in the set<\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:0;width:76.69903%;height:34.46602%;opacity:1\">\n<div id=\"anim-3d8e24db-dcc9-4e01-9b4b-3c9673740f85\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:rotate(-540deg) scale(0.1)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-f8f02b8f-0575-48b5-bc15-37a81aa32606\">\n<div style=\"position:absolute;width:100%;height:112.15775%;left:0%;top:-6.07887%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-551.png\" alt=\"image\" srcSet=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-551.png 500w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-551-300x227.png 300w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-551-150x113.png 150w\" sizes=\"(min-width: 1024px) 35vh, 77vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"d495451c-f25c-4753-83ec-fa3079e82a39\" auto-advance-after=\"20s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-574d98c7-ae21-4489-8318-789b4f5ed9f7\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-cdc9ab6b-e44e-48c6-a1e2-425c9ce55c39\",\"keyframes\":{\"transform\":[\"translate3d(115.50632%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-60c73585-8274-4dc0-862f-2f79ba982822\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-e5e2cd29-67bf-4627-b01b-3cf17f1499f2\",\"keyframes\":{\"transform\":[\"translate3d(0px, 121.48149%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#fff\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-89ef22e4-6a4d-401f-8f72-0578c23e58f4\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:11.40777%;top:5.01618%;width:76.69903%;height:43.20388%;opacity:1\">\n<div id=\"anim-574d98c7-ae21-4489-8318-789b4f5ed9f7\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-cdc9ab6b-e44e-48c6-a1e2-425c9ce55c39\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(115.50632%, 0px, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 0.7490636704119851% 0.7490636704119851% 0.7490636704119851% 0.7490636704119851%\" id=\"el-949a71e9-197a-4695-9f7d-301b8034b324\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12460443037974707% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>machine learning doesn&#8217;t always allow researchers to view the processes behind a prediction or outcome, it can still be very valuable for exploring the design space for metamaterials<\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:53.23625%;width:76.69903%;height:46.1165%;opacity:1\">\n<div id=\"anim-60c73585-8274-4dc0-862f-2f79ba982822\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-e5e2cd29-67bf-4627-b01b-3cf17f1499f2\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 121.48149%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-d0c19b52-e622-47c6-8282-f84cb3783506\">\n<div style=\"position:absolute;width:135.01476%;height:100%;left:-17.50738%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-552.png\" alt=\"image\" srcSet=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-552.png 500w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-552-300x200.png 300w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-552-150x100.png 150w\" sizes=\"(min-width: 1024px) 35vh, 77vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"00b954e4-bcb6-4a52-940c-56c0e54ee30d\" auto-advance-after=\"20s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-15294d81-3684-45c1-b992-095030a943e0\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-78b8811f-f830-4110-a264-97e70e0bfcaa\",\"keyframes\":{\"transform\":[\"translate3d(0px, 401.91793%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-e4a938f3-8a01-44e0-8440-210c94d42646\",\"keyframes\":{\"transform\":[\"translate3d(115.70512%, 0px, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":1000,\"easing\":\"cubic-bezier(.2, 0, .8, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-4135601d-c0f7-47b5-94b2-1a4daff14b8e\",\"keyframes\":{\"transform\":[\"rotateZ(180deg)\",\"rotateZ(0deg)\"]},\"delay\":0,\"duration\":1000,\"easing\":\"cubic-bezier(.2, 0, .5, 1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#fff\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-1c18c787-179d-4caa-aff7-b089b8740506\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:12.37864%;top:38.51133%;width:75.72816%;height:58.25243%;opacity:1\">\n<div id=\"anim-e4a938f3-8a01-44e0-8440-210c94d42646\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(115.70512%, 0px, 0)\">\n<div id=\"anim-4135601d-c0f7-47b5-94b2-1a4daff14b8e\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:rotateZ(180deg)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.641025641025641% 0.641025641025641% 0.641025641025641% 0.641025641025641% \/ 0.5555555555555556% 0.5555555555555556% 0.5555555555555556% 0.5555555555555556%\" id=\"el-c0baffa9-fc1b-43f2-ae97-d9742298330f\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.13521634615384615% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>We are considering machine learning methods that will rare designs that have the properties that we want, if no examples of such designs are shown to the machine learning method before.<\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:0;width:75.72816%;height:27.18447%;opacity:1\">\n<div id=\"anim-15294d81-3684-45c1-b992-095030a943e0\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-78b8811f-f830-4110-a264-97e70e0bfcaa\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 401.91793%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-3c06cd47-d4e5-438b-874a-4479d6531f03\">\n<div style=\"position:absolute;width:100%;height:123.6857%;left:0%;top:-11.84285%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-553.png\" alt=\"image\" srcSet=\"https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-553.png 500w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-553-300x200.png 300w,https:\/\/themasterchemistry.com\/wp-content\/uploads\/2022\/11\/image-553-150x100.png 150w\" sizes=\"(min-width: 1024px) 34vh, 76vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"9aebfe41-7671-4722-bd4a-5c11057c67e8\" auto-advance-after=\"20s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-41f2ea32-f5c5-4ac7-90a8-43576bba89b0\",\"keyframes\":[{\"offset\":0,\"transform\":\"translate3d(0, -282.53973%, 0)\",\"easing\":\"cubic-bezier(.5, 0, 1, 1)\"},{\"offset\":0.29,\"transform\":\"translate3d(0, 0%, 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Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.809061em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>Read more webstories<\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.8932%;top:57.11974%;width:75.72816%;height:36.73139%;opacity:1\">\n<div id=\"anim-739d2869-8683-494d-9704-30f79e84334b\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-2a786f5a-c3fb-4ae5-8131-d352a49dc07f\"><a href=\"https:\/\/themasterchemistry.com\/web-stories\/\" data-tooltip-icon=\"https:\/\/w9p347.p3cdn1.secureserver.net\/wp-content\/uploads\/2021\/05\/cropped-favicon-180x180.png\" data-tooltip-text=\"Stories Archive - Master Chemistry\" target=\"_blank\" rel=\"noreferrer noopener\" 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