{"id":11,"date":"2021-11-08T08:57:41","date_gmt":"2021-11-08T08:57:41","guid":{"rendered":"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/?page_id=11"},"modified":"2022-12-12T04:25:09","modified_gmt":"2022-12-12T04:25:09","slug":"performance","status":"publish","type":"page","link":"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/performance\/","title":{"rendered":"PERFORMANCE"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">FVD RESULTS<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"493\" src=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-3-1024x493.png\" alt=\"\" class=\"wp-image-623\" srcset=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-3-1024x493.png 1024w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-3-300x144.png 300w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-3-768x369.png 768w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-3-700x337.png 700w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-3-520x250.png 520w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-3-360x173.png 360w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-3-250x120.png 250w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-3-100x48.png 100w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-3.png 1420w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"489\" src=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-5-1024x489.png\" alt=\"\" class=\"wp-image-625\" srcset=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-5-1024x489.png 1024w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-5-300x143.png 300w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-5-768x367.png 768w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-5-700x335.png 700w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-5-520x249.png 520w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-5-360x172.png 360w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-5-250x119.png 250w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-5-100x48.png 100w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-5.png 1425w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-7-1024x392.png\" alt=\"\" class=\"wp-image-627\" width=\"840\" height=\"321\" srcset=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-7-1024x392.png 1024w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-7-300x115.png 300w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-7-768x294.png 768w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-7-700x268.png 700w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-7-520x199.png 520w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-7-360x138.png 360w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-7-250x96.png 250w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-7-100x38.png 100w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-7.png 1440w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"414\" src=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-8-1024x414.png\" alt=\"\" class=\"wp-image-628\" srcset=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-8-1024x414.png 1024w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-8-300x121.png 300w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-8-768x310.png 768w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-8-700x283.png 700w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-8-520x210.png 520w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-8-360x146.png 360w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-8-250x101.png 250w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-8-100x40.png 100w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-8.png 1467w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"469\" src=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-11-1024x469.png\" alt=\"\" class=\"wp-image-631\" srcset=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-11-1024x469.png 1024w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-11-300x137.png 300w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-11-768x352.png 768w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-11-700x320.png 700w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-11-520x238.png 520w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-11-360x165.png 360w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-11-250x114.png 250w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-11-100x46.png 100w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-11.png 1422w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"492\" src=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-9-1024x492.png\" alt=\"\" class=\"wp-image-629\" srcset=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-9-1024x492.png 1024w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-9-300x144.png 300w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-9-768x369.png 768w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-9-700x336.png 700w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-9-520x250.png 520w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-9-360x173.png 360w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-9-250x120.png 250w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-9-100x48.png 100w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-9.png 1425w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"484\" src=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-10-1024x484.png\" alt=\"\" class=\"wp-image-630\" srcset=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-10-1024x484.png 1024w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-10-300x142.png 300w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-10-768x363.png 768w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-10-700x331.png 700w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-10-520x246.png 520w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-10-360x170.png 360w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-10-250x118.png 250w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-10-100x47.png 100w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/12\/image-10.png 1433w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">SVD RESULTS<\/h2>\n\n\n\n<div class=\"wp-block-columns are-vertically-aligned-top is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<figure class=\"wp-block-image size-large is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"579\" src=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.18-PM-1-1024x579.png\" alt=\"\" class=\"wp-image-514\" srcset=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.18-PM-1-1024x579.png 1024w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.18-PM-1-300x170.png 300w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.18-PM-1-768x434.png 768w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.18-PM-1-700x396.png 700w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.18-PM-1-520x294.png 520w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.18-PM-1-360x204.png 360w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.18-PM-1-250x141.png 250w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.18-PM-1-100x57.png 100w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.18-PM-1.png 1171w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<figure class=\"wp-block-image size-large is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"579\" src=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.29-PM-1-1024x579.png\" alt=\"\" class=\"wp-image-515\" srcset=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.29-PM-1-1024x579.png 1024w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.29-PM-1-300x170.png 300w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.29-PM-1-768x434.png 768w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.29-PM-1-700x396.png 700w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.29-PM-1-520x294.png 520w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.29-PM-1-360x204.png 360w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.29-PM-1-250x141.png 250w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.29-PM-1-100x57.png 100w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.29-PM-1.png 1171w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"579\" src=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.57-PM-1-1024x579.png\" alt=\"\" class=\"wp-image-516\" srcset=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.57-PM-1-1024x579.png 1024w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.57-PM-1-300x170.png 300w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.57-PM-1-768x434.png 768w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.57-PM-1-700x396.png 700w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.57-PM-1-520x294.png 520w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.57-PM-1-360x204.png 360w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.57-PM-1-250x141.png 250w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.57-PM-1-100x57.png 100w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.36.57-PM-1.png 1171w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"579\" src=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.12-PM-1-1024x579.png\" alt=\"\" class=\"wp-image-517\" srcset=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.12-PM-1-1024x579.png 1024w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.12-PM-1-300x170.png 300w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.12-PM-1-768x434.png 768w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.12-PM-1-700x396.png 700w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.12-PM-1-520x294.png 520w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.12-PM-1-360x204.png 360w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.12-PM-1-250x141.png 250w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.12-PM-1-100x57.png 100w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.12-PM-1.png 1171w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"579\" src=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.21-PM-1-1024x579.png\" alt=\"\" class=\"wp-image-518\" srcset=\"https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.21-PM-1-1024x579.png 1024w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.21-PM-1-300x170.png 300w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.21-PM-1-768x434.png 768w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.21-PM-1-700x396.png 700w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.21-PM-1-520x294.png 520w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.21-PM-1-360x204.png 360w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.21-PM-1-250x141.png 250w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.21-PM-1-100x57.png 100w, https:\/\/mrsdprojects.ri.cmu.edu\/2022teamh\/wp-content\/uploads\/sites\/61\/2022\/05\/Screen-Shot-2022-05-06-at-3.37.21-PM-1.png 1171w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator is-style-default\" \/>\n\n\n\n<p>Spring validation demonstration<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><\/td><td>Action<\/td><td>Demonstration<\/td><td>Requirements validated<\/td><\/tr><tr><td>1<\/td><td>User starts the TouRI robot app and selects a location to tour<\/td><td>Demonstrate user interaction with the app and the capability to receive location input from user within 5 seconds and generate the goal waypoint&nbsp;<br>Condition for operation :&nbsp; &gt; 100mbps broadband connectivity<\/td><td>MP3, MNF1<\/td><\/tr><tr><td>2<\/td><td>Based on the waypoint input, the navigation module generates a global path to the goal location<\/td><td>Demonstrate capability of the navigation module to generate the global path within 3 minutes<\/td><td>MP4<\/td><\/tr><tr><td>3<\/td><td>The robot detects static and dynamic obstacles and avoids them by following the obstacle avoidance trajectory genereated by the local planner<\/td><td>Demonstrate obstacle detection and avoidance by the robot with an mAP of<strong> 60%<\/strong><br>Condition for operation: For obstacles lying in the FOV of sensing modalities<\/td><td>MP5<\/td><\/tr><tr><td>4<\/td><td>Robot reaches the goal location<\/td><td>Demonstrate ability of the robot to reach the desired location with a speed of 0.4m\/s during the traversal<br>Condition for operation: Limited obstacles are present in the surroundings and a path exists for the robot to avoid obstacles and traverse ahead<\/td><td>MP1<\/td><\/tr><tr><td>5<\/td><td>The robot detects the object to grasp  and estimates its grab point<\/td><td>Demonstrate object detecion with a <em>precision of 70% <\/em>and <em>recall of 60%<\/em><br>Condition for operation: For predefined set of objects in the environment and appropriate lighting<\/td><td>MP6<\/td><\/tr><tr><td>6<\/td><td>Based on the grab point input, the manipulation module plans the trajectory to grasp the object<\/td><td>Demonstrate the motion planning capability of the manipulation module to generate the trajectory within 3 minutes<\/td><td>MP7<\/td><\/tr><tr><td>7<\/td><td>The manipulator executes the planned trajectory<\/td><td>Demonstrate manipulator motion to grasp\/pick up object<\/td><td>&nbsp;MP8<\/td><\/tr><tr><td>8<\/td><td>The manipulator grasps\/places the object<\/td><td>Demonstrate manipulator capability to grasp\/place object within 5 minutes, with 67% success rate<\/td><td>MP9<\/td><\/tr><tr><td>8<\/td><td>The standalone gimbal mount rotates the display device to view the surroundings<\/td><td>Demonstrate gimbal motion of 60 degree pitch and 120 degree yaw for display device<\/td><td>MP10<\/td><\/tr><tr><td>9<\/td><td>The app provides the video call interface between user and surroundings<\/td><td>Demonstrate 1080*720 resolution video call with a lag less than 2 seconds<\/td><td>MP11<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Fall validation demonstration<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><\/td><td>Action<\/td><td>Demonstration<\/td><td>Requirements validated<\/td><\/tr><tr><td>1<\/td><td>User starts the TouRI robot app<\/td><td>Demonstrate user-friendly app interface<\/td><td>MNF2<\/td><\/tr><tr><td>2<\/td><td>Based on the location input entered by the user in the app, goal waypoint for the location is generated and sent to the robot<\/td><td>Demonstrate integration between user interface and navigation modules<\/td><td>&nbsp;<\/td><\/tr><tr><td>3<\/td><td>During autonomous traversal, the robot detects static and dynamic obstacles and avoids them by following the obstacle avoidance trajectory generated by the local planner<\/td><td>Demonstrate obstacle detection and avoidance by the robot with an mAP of<strong> 80%<\/strong><br>Condition for operation: For obstacles lying in the FOV of sensing modalities during autonomous traversal<\/td><td>MP5<\/td><\/tr><tr><td>4<\/td><td>The robot detects the object on reaching the desired location and estimates its grab point<\/td><td>Demonstrate object detection and the grab point estimation with a precision of <strong>60% <\/strong>and recall of <strong>70%<br><\/strong>Demonstrate integration between navigation and perception modules<br>Condition for operation: For a predefined set of objects in the environment and appropriate lighting<\/td><td>MP6<\/td><\/tr><tr><td>5<\/td><td>The manipulator executes the planned trajectory to grasp\/place the object<\/td><td>Demonstrate integration between perception and manipulation modules<br>Demonstrate manipulator motion to grasp\/place objects within 5 minutes with a <em>67% success rate<\/em>\u200b (2 successful trails out of 3)<\/td><td>MP9<\/td><\/tr><tr><td>6<\/td><td>Robot successfully enters the desired room location<\/td><td>Demonstrate integration between user-interface, navigation, perception and manipulation modules for task execution in 30 minutes<br>Condition for operation: Goal location in the operating area and 100m away from start location of the robot<\/td><td>MP2<\/td><\/tr><tr><td>7<\/td><td>On entering the desired room, robot accepts inputs from user for teleoperated traversal<\/td><td>Demonstrate integration between user interface and navigation modules<\/td><td>&nbsp;MP1<\/td><\/tr><tr><td>8<\/td><td>The robot retracts teleoperation control from user when obstacles are detected and transitions to autonomous mode . The robot detects and avoids static and dynamic obstacles by following the obstacle avoidance trajectory generated by the local planner<\/td><td>Demonstrate situational awareness<br>Demonstrate obstacle detection and avoidance by the robot with an mAP of 80%<br>Condition for operation: For obstacles lying in the FOV of sensing modalities during teleoperated traversal<\/td><td>MP5,MNF4<\/td><\/tr><tr><td>9<\/td><td>The gimbal mount integrated on the robot rotates the display device for user to view the surroundings<\/td><td>Demonstrate integration of gimbal platform with the robot<br>Demonstrate natural interaction<\/td><td>MNF5<\/td><\/tr><tr><td>10<\/td><td>System level requirements<\/td><td>Demonstrate sub-system modularity with APIs<\/td><td>MNF3<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>Spring Validation Demonstration<\/strong><\/h1>\n\n\n\n<p><strong>Location:<\/strong> NSH Basement<\/p>\n\n\n\n<p><strong>Equipment:<\/strong><strong> <\/strong>Hello Robot\u2019s Stretch, gimbal mount, a display device, user device, operator computer, Wi-Fi network, objects for grasping, dynamic obstacles in the environment<\/p>\n\n\n\n<p><strong>Objective:<\/strong> Demonstrate that the user can teleoperate the robot and send location to the robot for the tour, autonomous navigation to the location, detection of pre-defined objects, autonomous grasping\/placement of pre-defined objects, manually controlled gimbal motion.<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>Teleoperated and Autonomous Navigation and Manipulation test<\/strong><ol><li><strong>Procedure:<\/strong><ol><li>Teleoperate the robot to navigate to the desired location using the user interface.<\/li><li>Teleoperate manipulator to grab\/release pre-defined objects from defined locations.&nbsp;<\/li><li>Place the robot at the start location on the map and observe robot localization.<\/li><li>Send goal to the robot through the user interface and observe robot plan paths.<\/li><li>Observe the robot autonomously navigate to the goal while avoiding obstacles.<\/li><li>Set pre-defined goal poses for the manipulator to pick and place a pre-defined object.&nbsp;<\/li><li>Observe the robot plan trajectories for the manipulator to reach goal poses.&nbsp;<\/li><li>Observe the manipulator pick and place the object.<\/li><\/ol><\/li><li><strong>Validation:<\/strong><ol><li>User is able to navigate the robot to a location and grab\/place an object with end-effector. <strong>(M.P.R-1, M.P.R-3, M.P.R-9)<\/strong><\/li><li>Robot is able to localize within the map and plan global and local paths to the goal. <strong>(M.P.R-2, M.P.R-4)<\/strong><\/li><li>Robot can autonomously navigate to the goal with obstacle avoidance. <strong>(M.P.R-5)<\/strong><\/li><li>Manipulator is able to plan trajectories and grab\/release the object stably. <strong>(M.P.R-8, M.P.R-3, M.P.R-9)<\/strong><\/li><\/ol><\/li><\/ol><\/li><li><strong>Object Detection Test<\/strong><ol><li><strong>Procedure:<\/strong><ol><li>Place the robot such that the predefined object(s) to be detected are visible.<\/li><li>Observe the bounding boxes of the detected objects.<\/li><li>Repeat steps with variations in object pose, ambient lighting and distance from the robot.<\/li><\/ol><\/li><li><strong>Validation:<\/strong><ol><li>Pre-defined objects are detected in varying conditions. <strong>(M.P.R-6, M.P.R-7)<\/strong><\/li><\/ol><\/li><\/ol><\/li><li><strong>Hardware Gimbal Test<\/strong><ol><li><strong>Procedure:<\/strong><ol><li>Check the stability of the robot at maximum velocity with the gimbal and display mounted.<\/li><li>Setup the gimbal and display workbench and manually send commands for motion.<\/li><li>Observe the stability of the display during the gimbal motion.<\/li><li>Observe gimbal actuation cut off when power supplied to it is insufficient.<\/li><\/ol><\/li><li><strong>Validation:<\/strong><ol><li>Robot remains stable after the gimbal and the display have been mounted.&nbsp;<\/li><li>The gimbal actuates as per the commands and display remains stable during motion. <strong>(M.P.R-10)<\/strong><\/li><li>Gimbal is not actuated when it receives low power.<\/li><\/ol><\/li><\/ol><\/li><\/ol>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>Fall Validation Demonstration<\/strong><\/h1>\n\n\n\n<p><strong>Location:<\/strong> NSH Basement<\/p>\n\n\n\n<p><strong>Equipment:<\/strong><strong> <\/strong>Hello Robot\u2019s Stretch, gimbal mount, a display device, user device, operator computer, Wi-Fi network, objects for grasping, dynamic obstacles in the environment<\/p>\n\n\n\n<p><strong>Objective:<\/strong> Demonstrate that the user can teleoperate the robot and command the robot to autonomously navigate to the desired locations, detect and autonomously pick and place pre-defined objects, and manually control gimbal motion.<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>Navigation (autonomous and tele-operational) and gimbal control via the interface<\/strong><ol><li><strong>Procedure:<\/strong><ol><li>Place the robot at the start location on the map and observe robot localization.<\/li><li>Send goal to the robot through the user interface and observe robot plan path.<\/li><li>Observe the robot autonomously navigating to the goal while avoiding obstacles.<\/li><li>Teleoperate the robot\u2019s gimbal to the desired pitch and yaw using the user interface while the robot is navigating.&nbsp;<\/li><li>Teleoperate the robot to navigate within the room using the user interface.<\/li><\/ol><\/li><li><strong>Validation:<\/strong><ol><li>User can send commands to the robot and gimbal remotely. <strong>(M.P.R-3)<\/strong>&nbsp;<\/li><li>Robot is able to localize within the map and plan global and local paths to the goal.<strong> (M.P.R-2, M.P.R-4)<\/strong><\/li><li>Robot is able to autonomously navigate to the goal with obstacle avoidance.<strong> (M.P.R-5)<\/strong><\/li><li>User is able to tele-operate the robot within the room and concurrently control the gimbal&#8217;s orientation. <strong>(M.P.R-1, M.P.R-10)<\/strong><\/li><\/ol><\/li><\/ol><\/li><li><strong>Autonomous and tele-operational pick and place of objects<\/strong><ol><li><strong>Procedure:<\/strong><ol><li>Teleoperate the robot to the location such that objects to be picked are in the field of view.&nbsp;<\/li><li>Observe the robot detect the pickable objects in its field of view.<\/li><li>Select an object to pick up from the table using the interface.&nbsp;<\/li><li>Observe the robot map the environment with the objects in the field of view and localize itself in the map.&nbsp;<\/li><li>Observe the robot detect the grab points of the selected object.<\/li><li>Observe the robot plan a navigation and manipulation path to the desired object.<\/li><li>Observe the robot autonomously pick-up the object from the table.&nbsp;<\/li><li>Tele-operate the robot to desired drop location and select the drop location using the interface.&nbsp;<\/li><li>Observe the robot detect the surface to place the object and autonomously place the object on the surface.<\/li><\/ol><\/li><li><strong>Validation:<\/strong><ol><li>User can send commands to the robot remotely. <strong>(M.P.R-3)<\/strong><\/li><li>Robot is able to send a list of detected objects to the user. <strong>(M.P.R-6)<\/strong><\/li><li>Robot is able to estimate the grab points of the selected objects.<strong> (M.P.R-7)<\/strong><\/li><li>Robot is able to localize in 3D map and plan a path to the selected object. <strong>(M.P.R-8)<\/strong><\/li><li>Robot is able to successfully pick the object. <strong>(M.P.R-9)<\/strong><\/li><\/ol><\/li><\/ol><\/li><\/ol>\n\n\n\n<p>Robot is able to detect the flat surface and place the object on it. <strong>(M.P.R-9)<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>FVD RESULTS SVD RESULTS Spring validation demonstration Action Demonstration Requirements 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