{"id":1733,"date":"2025-10-27T13:16:32","date_gmt":"2025-10-27T03:16:32","guid":{"rendered":"https:\/\/qo.lab.uq.edu.au\/?p=1733"},"modified":"2026-02-20T13:46:27","modified_gmt":"2026-02-20T03:46:27","slug":"paper-post-processed-estimation-of-quantum-state-trajectories","status":"publish","type":"post","link":"https:\/\/qo.lab.uq.edu.au\/?p=1733","title":{"rendered":"Paper: Post-processed estimation of quantum state trajectories"},"content":{"rendered":"<figure class=\"aligncenter wp-block-post-featured-image\"><img loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"522\" src=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/quantumtrajec_feat.png\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"\" style=\"object-fit:cover;\" srcset=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/quantumtrajec_feat.png 720w, https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/quantumtrajec_feat-300x218.png 300w\" sizes=\"auto, (max-width: 720px) 100vw, 720px\" \/><\/figure>\n\n\n<p>27 Oct 2025<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">Abstract<\/h4>\n\n\n\n<p>Weak quantum measurements enable real-time tracking and control of dynamical quantum systems, producing quantum trajectories \u2014 evolutions of the quantum state of the system conditioned<br>on measurement outcomes. For classical systems, the accuracy of trajectories can be improved by<br>incorporating future information, a procedure known as smoothing. Here we apply this concept<br>to quantum systems, generalising a formalism of quantum state smoothing for an observer monitoring a quantum system exposed to environmental decoherence, a scenario important for many<br>quantum information protocols. This allows future data to be incorporated when reconstructing the<br>trajectories of quantum states. We experimentally demonstrate that smoothing improves accuracy<br>using a continuously measured nanomechanical resonator, showing that the method compensates for<br>both gaps in the measurement record and inaccessible environments. We further observe a key predicted departure from classical smoothing: quantum noise renders the trajectories nondifferentiable.<br>These results establish that future information can enhance quantum trajectory reconstruction, with<br>potential applications across quantum sensing, control, and error correction.<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"1-figures\">Browse Figures<\/h4>\n\n\n<div style=\"min-height: 285px;; \" class=\"ub_image_slider alignfull ub-navigation-outside wp-block-ub-image-slider\" id=\"ub-image-slider-0c624b69-4550-4365-a991-dc86c85eb0b7\"><div class=\"ub-slider-wrapper\"><div class=\"ub-swiper-button-prev swiper-button-prev\"><\/div><div class=\"ub_image_slider swiper-container swiper\" id=\"ub_image_slider_0c624b69-4550-4365-a991-dc86c85eb0b7\" data-swiper-data='{\"speed\":300,\"spaceBetween\":20,\"slidesPerView\":1,\"loop\":true,\"pagination\":{\"el\": \".swiper-pagination\" , \"type\": \"bullets\", \"clickable\":true},\"navigation\": {\"nextEl\": \".ub-swiper-button-next\", \"prevEl\": \".ub-swiper-button-prev\"}, \"keyboard\": { \"enabled\": true }, \"effect\": \"slide\",\"autoplay\":{\"delay\": 3000},\"simulateTouch\":false}'>\n            <div class=\"swiper-wrapper\"><figure class=\"swiper-slide\">\n                <img decoding=\"async\" src=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/quantumtrajec_fig1.png\" alt=\"\" style=\"height: 250px;; \">\n                <figcaption class=\"ub_image_slider_image_caption\"><\/figcaption>\n            <\/figure><figure class=\"swiper-slide\">\n                <img decoding=\"async\" src=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/quantumtrajec_fig2.png\" alt=\"\" style=\"height: 250px;; \">\n                <figcaption class=\"ub_image_slider_image_caption\"><\/figcaption>\n            <\/figure><figure class=\"swiper-slide\">\n                <img decoding=\"async\" src=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/quantumtrajec_fig3.png\" alt=\"\" style=\"height: 250px;; \">\n                <figcaption class=\"ub_image_slider_image_caption\"><\/figcaption>\n            <\/figure><figure class=\"swiper-slide\">\n                <img decoding=\"async\" src=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/quantumtrajec_fig4.png\" alt=\"\" style=\"height: 250px;; \">\n                <figcaption class=\"ub_image_slider_image_caption\"><\/figcaption>\n            <\/figure><\/div>\n            <div class=\"swiper-pagination\"><\/div>\n            \n        <\/div><div class=\"ub-swiper-button-next swiper-button-next\"><\/div><\/div><\/div>\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"1-figures\">Authors<\/h4>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2025\/04\/soroush_headshot.png\" alt=\"\" class=\"wp-image-1219\" style=\"aspect-ratio:1;object-fit:cover\" srcset=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2025\/04\/soroush_headshot.png 512w, https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2025\/04\/soroush_headshot-300x300.png 300w, https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2025\/04\/soroush_headshot-150x150.png 150w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><figcaption class=\"wp-element-caption\">Soroush Khademi<\/figcaption><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"750\" src=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2025\/04\/jesse_headshot.png\" alt=\"\" class=\"wp-image-1264\" style=\"aspect-ratio:1;object-fit:cover\" srcset=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2025\/04\/jesse_headshot.png 750w, https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2025\/04\/jesse_headshot-300x300.png 300w, https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2025\/04\/jesse_headshot-150x150.png 150w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" \/><figcaption class=\"wp-element-caption\">Jesse Slim<\/figcaption><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"128\" height=\"127\" src=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/kiarn_headshot.jpg\" alt=\"\" class=\"wp-image-1740\" style=\"aspect-ratio:1;object-fit:cover;width:192px;height:auto\"\/><figcaption class=\"wp-element-caption\">Kiarn Laverick<\/figcaption><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"378\" height=\"378\" src=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/jin_headshot.jpg\" alt=\"\" class=\"wp-image-1741\" style=\"aspect-ratio:1;object-fit:cover\" srcset=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/jin_headshot.jpg 378w, https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/jin_headshot-300x300.jpg 300w, https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/jin_headshot-150x150.jpg 150w\" sizes=\"auto, (max-width: 378px) 100vw, 378px\" \/><figcaption class=\"wp-element-caption\">Jin Chang<\/figcaption><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"200\" src=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/jingkun_headshot.jpg\" alt=\"\" class=\"wp-image-1742\" style=\"aspect-ratio:1;object-fit:cover;width:192px;height:auto\"\/><figcaption class=\"wp-element-caption\">Jingkun Guo<\/figcaption><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"1024\" src=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/simon_headshot.jpeg\" alt=\"\" class=\"wp-image-1743\" style=\"aspect-ratio:1;object-fit:cover\" srcset=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/simon_headshot.jpeg 768w, https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/simon_headshot-225x300.jpeg 225w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><figcaption class=\"wp-element-caption\">Simon Groblacher<\/figcaption><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"404\" height=\"517\" src=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/howard_headshot.jpg\" alt=\"\" class=\"wp-image-1744\" style=\"aspect-ratio:1;object-fit:cover\" srcset=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/howard_headshot.jpg 404w, https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/howard_headshot-234x300.jpg 234w\" sizes=\"auto, (max-width: 404px) 100vw, 404px\" \/><figcaption class=\"wp-element-caption\">Howard Wiseman<\/figcaption><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><a href=\"https:\/\/qo.lab.uq.edu.au\/index.php\/team-members\/warwick-bowen\/\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2025\/04\/warwick_headshot-1024x1024.jpg\" alt=\"\" class=\"wp-image-1157\" style=\"aspect-ratio:1;object-fit:cover\" srcset=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2025\/04\/warwick_headshot-1024x1024.jpg 1024w, https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2025\/04\/warwick_headshot-300x300.jpg 300w, https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2025\/04\/warwick_headshot-150x150.jpg 150w, https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2025\/04\/warwick_headshot-768x768.jpg 768w, https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2025\/04\/warwick_headshot.jpg 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\">Warwick Bowen<\/figcaption><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div style=\"gap: 20px;\" class=\"align-button-center ub-buttons orientation-button-row ub-flex-wrap wp-block-ub-button\" id=\"ub-button-375856d4-a844-4513-bc43-2c46958736e0\"><div class=\"ub-button-container ub-button-full-container\">\n\t\t\t<a href=\"https:\/\/arxiv.org\/abs\/2510.16754\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"ub-button-block-main  ub-button-full-width \" role=\"button\" style=\"--ub-button-background-color: #9362c4; 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More<\/span>\n\t\t\t\t<\/div>\n\t\t\t<\/a>\n\t\t<\/div><\/div>\n\n\n<div style=\"height:250px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-6c531013 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"352\" height=\"93\" src=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2025\/04\/qqol.png\" alt=\"\" class=\"wp-image-1058\" srcset=\"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2025\/04\/qqol.png 352w, https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2025\/04\/qqol-300x79.png 300w\" sizes=\"auto, (max-width: 352px) 100vw, 352px\" \/><\/figure>\n\n\n<div class=\"wp-block-ub-divider ub_divider ub-divider-orientation-vertical\" id=\"ub_divider_dab12a9a-5922-47b6-b2a1-1787e1f6b8c0\"><div class=\"ub_divider_wrapper\" style=\"position: relative; width: 2px; height: 100px; \" data-divider-alignment=\"center\"><div class=\"ub_divider_line\" style=\"border-left: 2px solid #ccc; width: fit-content; height: 100px; \"><\/div><\/div><\/div>\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-fe9cc265 wp-block-group-is-layout-flex\">\n<p>Copyright \u00a9 2025 University of Queensland <\/p>\n\n\n\n<p><a href=\"https:\/\/www.uq.edu.au\/legal\/copyright-privacy-disclaimer\/\"><mark style=\"background-color:rgba(0, 0, 0, 0);color:#000000\" class=\"has-inline-color\">UQ Privacy Policy<\/mark><\/a><\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>27 Oct 2025 Abstract Weak quantum measurements enable real-time tracking and control of dynamical quantum systems, producing quantum trajectories \u2014 evolutions of the quantum state of the system conditionedon measurement outcomes. For classical systems, the accuracy of trajectories can be improved byincorporating future information, a procedure known as smoothing. Here we apply this conceptto quantum [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":1745,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"cybocfi_hide_featured_image":"yes","footnotes":""},"categories":[1],"tags":[],"class_list":["post-1733","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorised"],"featured_image_src":"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/quantumtrajec_feat.png","author_info":{"display_name":false,"author_link":"https:\/\/qo.lab.uq.edu.au\/?author=11"},"jetpack_featured_media_url":"https:\/\/qo.lab.uq.edu.au\/wp-content\/uploads\/2026\/02\/quantumtrajec_feat.png","_links":{"self":[{"href":"https:\/\/qo.lab.uq.edu.au\/index.php?rest_route=\/wp\/v2\/posts\/1733","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/qo.lab.uq.edu.au\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/qo.lab.uq.edu.au\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/qo.lab.uq.edu.au\/index.php?rest_route=\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/qo.lab.uq.edu.au\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1733"}],"version-history":[{"count":3,"href":"https:\/\/qo.lab.uq.edu.au\/index.php?rest_route=\/wp\/v2\/posts\/1733\/revisions"}],"predecessor-version":[{"id":1818,"href":"https:\/\/qo.lab.uq.edu.au\/index.php?rest_route=\/wp\/v2\/posts\/1733\/revisions\/1818"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/qo.lab.uq.edu.au\/index.php?rest_route=\/wp\/v2\/media\/1745"}],"wp:attachment":[{"href":"https:\/\/qo.lab.uq.edu.au\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1733"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/qo.lab.uq.edu.au\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1733"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/qo.lab.uq.edu.au\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1733"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}