{"id":60,"date":"2024-02-23T15:11:33","date_gmt":"2024-02-23T15:11:33","guid":{"rendered":"https:\/\/faculty.eng.ufl.edu\/template-mercury\/?page_id=60"},"modified":"2026-04-16T10:53:24","modified_gmt":"2026-04-16T15:53:24","slug":"research","status":"publish","type":"page","link":"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/research\/","title":{"rendered":"Research"},"content":{"rendered":"\n<section class=\"title-block w-100\"><div class=\"container-fluid page-title-container\"><div class=\"title-wrapper\"><h1 class=\"font-heading\">Research<\/h1><hr \/><p>Focus areas and publications<\/p><\/div><\/div><\/section>\n\n\n<nav class=\"section-navigation\"><div class=\"section-navigation-inner\"><div class=\"section-menu\"><a class=\"section-navigation-back\" tabindex=\"0\" href=\"#\" style=\"display:none;\"><img decoding=\"async\" src=\"\/wp-content\/plugins\/section-nav\/includes\/section-nav-back.svg\" \/> Back<\/a><ul class=\"\" id=\"section-nav-ul\"><li class=\"current-page\"><a class=\"menu-parent-link\" href=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/research\/\">Research<span class=\"caret\"><\/span><\/a><\/li><\/ul><\/div><a class=\"section-menu-btn section-navigation-toggler\" href=\"#\" type=\"button\" aria-controls=\"sectionNavigation\" tabindex=\"0\"><span class=\"open-btn\">Menu<\/span><span class=\"close-btn\" style=\"display:none;\">Close<\/span><\/a><\/div><\/nav>\n\n\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<section class=\"fullwidth-text-block\"><div class=\"container px-0\"><div class=\"row align-items-start\"><div class=\"col-12\">\n<h2 class=\"wp-block-heading has-light-gray-background-color has-background has-large-font-size\"><strong>Focus Area 1: Physics-informed data-driven modeling and optimization for processes and operations<\/strong><\/h2>\n\n\n\n<p class=\"intro\" style=\"font-size:24px\">Developing novel statistical models, machine learning methods, and optimization algorithms with emphasis on both generalizability and interpretability.<\/p>\n\n\n\n<p class=\"intro\" style=\"font-size:24px\">Integrating physics principles and domain knowledge of complex processes into data-driven modeling to improve prediction, diagnosis, and optimization.<\/p>\n<\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-create-block-card-text-image\"><div class=\"cards-text-image-inner-wrapper\"><div class=\"row align-items-center\"><div class=\"col-12 text-center mb-5\"><h2>Publication examples<\/h2><\/div><\/div><div class=\"d-flex justify-content-center text-center col-wrapper\">\n<div class=\"wp-block-create-block-card-text-image-inner\"><div class=\"col-cti\"><div class=\"image-box\"><img decoding=\"async\" class=\"card-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/HGCN_2.png\" alt=\"Card Image\" \/><\/div><p class=\"card-text\">A multimodal transfer learning framework for nondestructive fatigue life prediction for additively manufactured metal parts<\/p><a href=\"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/24725854.2024.2397383\" class=\"button animated-border-button button-border-orange button-text-dark\" rel=\"noopener noreferrer\" target=\"_blank\">Publihsed on IISE Transactions in 2025<\/a><\/div><\/div>\n\n\n\n<div class=\"wp-block-create-block-card-text-image-inner\"><div class=\"col-cti\"><div class=\"image-box\"><img decoding=\"async\" class=\"card-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/LGCP.png\" alt=\"Card Image\" \/><\/div><p class=\"card-text\">Layer-wise spatial modeling of porosity in additive manufacturing<\/p><a href=\"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/24725854.2018.1478169\" class=\"button animated-border-button button-border-orange button-text-dark\" rel=\"noopener noreferrer\" target=\"_blank\">Published on IISE Transactions in 2019<\/a><\/div><\/div>\n\n\n\n<div class=\"wp-block-create-block-card-text-image-inner\"><div class=\"col-cti\"><div class=\"image-box\"><img decoding=\"async\" class=\"card-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/RHDP.png\" alt=\"Card Image\" \/><\/div><p class=\"card-text\">Real-time monitoring with vibration signals and its application to chemical mechanical planarization by using Dirichlet process Gaussian mixture models<\/p><a href=\"https:\/\/ieeexplore.ieee.org\/abstract\/document\/7560618\" class=\"button animated-border-button button-border-orange button-text-dark\" rel=\"noopener noreferrer\" target=\"_blank\">Published on IEEE Transactions on Automation Science and Engineering in 2016<\/a><\/div><\/div>\n\n\n\n<div class=\"wp-block-create-block-card-text-image-inner\"><div class=\"col-cti\"><div class=\"image-box\"><img decoding=\"async\" class=\"card-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/survival-machine-learning.webp\" alt=\"Card Image\" \/><\/div><p class=\"card-text\">A machine learning framework with Shapley\u2019s additive explanations to assess solder joint reliability for electronic packaging<\/p><a href=\"https:\/\/link.springer.com\/article\/10.1007\/s11664-025-12101-4\" class=\"button animated-border-button button-border-orange button-text-dark\" rel=\"noopener noreferrer\" target=\"_blank\">Published on Journal of Electronic Materials in 2025<\/a><\/div><\/div>\n<\/div><\/div><\/section>\n\n\n\n<section class=\"fullwidth-text-block\"><div class=\"container px-0\"><div class=\"row align-items-start\"><div class=\"col-12\">\n<h2 class=\"wp-block-heading has-light-gray-background-color has-background has-large-font-size\"><strong>Focus Area 2: Heterogeneous sensing and data-driven modeling for process monitoring, quality prediction, and operation optimization in additive manufacturing<\/strong><\/h2>\n\n\n\n<p class=\"intro\" style=\"font-size:24px\">Investigating materials-process-structure-property-performance relationships in different additive manufacturing processes using advanced sensing and machine learning.  <\/p>\n\n\n\n<p class=\"intro\" style=\"font-size:24px\">Understanding the fatigue performance of parts made from the laser powder bed fusion (L-PBF) process in terms of process conditions, defects, and surface roughness, and improving the accuracy of fatigue life prediction for L-PBF parts in critical applications.<\/p>\n<\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-create-block-card-text-image\"><div class=\"cards-text-image-inner-wrapper\"><div class=\"row align-items-center\"><div class=\"col-12 text-center mb-5\"><h2>Publication examples<\/h2><\/div><\/div><div class=\"d-flex justify-content-center text-center col-wrapper\">\n<div class=\"wp-block-create-block-card-text-image-inner\"><div class=\"col-cti\"><div class=\"image-box\"><img decoding=\"async\" class=\"card-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/3D-features.png\" alt=\"Card Image\" \/><\/div><p class=\"card-text\">Feature-based volumetric defect classification in metal additive manufacturing<\/p><a href=\"https:\/\/www.nature.com\/articles\/s41467-022-34122-x\" class=\"button animated-border-button button-border-orange button-text-dark\" rel=\"noopener noreferrer\" target=\"_blank\">Published on Nature Communications in 2022<\/a><\/div><\/div>\n\n\n\n<div class=\"wp-block-create-block-card-text-image-inner\"><div class=\"col-cti\"><div class=\"image-box\"><img decoding=\"async\" class=\"card-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/2D-features.png\" alt=\"Card Image\" \/><\/div><p class=\"card-text\">Defect criticality analysis on fatigue life of L-PBF 17-4 PH stainless steel via machine learning<\/p><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0142112322002833\" class=\"button animated-border-button button-border-orange button-text-dark\" rel=\"noopener noreferrer\" target=\"_blank\">Published on International Journal of Fatigue in 2022<\/a><\/div><\/div>\n\n\n\n<div class=\"wp-block-create-block-card-text-image-inner\"><div class=\"col-cti\"><div class=\"image-box\"><img decoding=\"async\" class=\"card-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/surface-roughness.jpg\" alt=\"Card Image\" \/><\/div><p class=\"card-text\">Determining critical surface features affecting fatigue behavior of additively manufactured Ti-6Al-4V<\/p><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0142112325001537\" class=\"button animated-border-button button-border-orange button-text-dark\" rel=\"noopener noreferrer\" target=\"_blank\">Published on International Journal of Fatigue in 2025<\/a><\/div><\/div>\n\n\n\n<div class=\"wp-block-create-block-card-text-image-inner\"><div class=\"col-cti\"><div class=\"image-box\"><img decoding=\"async\" class=\"card-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/Review-of-ML-in-L-PBF.webp\" alt=\"Card Image\" \/><\/div><p class=\"card-text\">A review of machine learning techniques for process and performance optimization in laser beam powder bed fusion additive manufacturing<\/p><a href=\"https:\/\/link.springer.com\/article\/10.1007\/s10845-022-02012-0\" class=\"button animated-border-button button-border-orange button-text-dark\" rel=\"noopener noreferrer\" target=\"_blank\">Published on Journal of Intelligent Manufacturing in 2023<\/a><\/div><\/div>\n\n\n\n<div class=\"wp-block-create-block-card-text-image-inner\"><div class=\"col-cti\"><div class=\"image-box\"><img decoding=\"async\" class=\"card-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/BO.png\" alt=\"Card Image\" \/><\/div><p class=\"card-text\"> Nonparametric Bayesian framework for material and process optimization with nanocomposite fused filament fabrication<\/p><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2214860422001695\" class=\"button animated-border-button button-border-orange button-text-dark\" rel=\"noopener noreferrer\" target=\"_blank\">Published on Additive Manufacturing in 2022<\/a><\/div><\/div>\n\n\n\n<div class=\"wp-block-create-block-card-text-image-inner\"><div class=\"col-cti\"><div class=\"image-box\"><img decoding=\"async\" class=\"card-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/FFF-sensing.png\" alt=\"Card Image\" \/><\/div><p class=\"card-text\">Online real-time quality monitoring in additive manufacturing processes using heterogeneous sensors<\/p><a href=\"https:\/\/asmedigitalcollection.asme.org\/manufacturingscience\/article\/137\/6\/061007\/374977\/Online-Real-Time-Quality-Monitoring-in-Additive\" class=\"button animated-border-button button-border-orange button-text-dark\" rel=\"noopener noreferrer\" target=\"_blank\">Published on Journal of Manufacturing Science and Engineering in 2015<\/a><\/div><\/div>\n<\/div><\/div><\/section>\n\n\n\n<section class=\"fullwidth-text-block\"><div class=\"container px-0\"><div class=\"row align-items-start\"><div class=\"col-12\">\n<h2 class=\"wp-block-heading has-light-gray-background-color has-background has-large-font-size\"><strong>Focus Area 3: AI in distributed smart manufacturing to advance critical fabrication capabilities and resilient supply chains<\/strong><\/h2>\n\n\n\n<p class=\"intro\" style=\"font-size:24px\">Adapting cutting-edge AI technologies, such as LLM, multimodal learning, and federated learning, into distributed manufacturing paradigms equipped with I4.0 infrastructure.<\/p>\n\n\n\n<p class=\"intro\" style=\"font-size:24px\">Investigating AI methods and technologies for materials design, in-situ process monitoring and quality prediction for semiconductor manufacturing and electronic packaging.<\/p>\n<\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-create-block-card-text-image\"><div class=\"cards-text-image-inner-wrapper\"><div class=\"row align-items-center\"><div class=\"col-12 text-center mb-5\"><h2>Publication examples<\/h2><\/div><\/div><div class=\"d-flex justify-content-center text-center col-wrapper\">\n<div class=\"wp-block-create-block-card-text-image-inner\"><div class=\"col-cti\"><div class=\"image-box\"><img decoding=\"async\" class=\"card-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/Wafer-profile.jpg\" alt=\"Card Image\" \/><\/div><p class=\"card-text\">Wafer quality monitoring using spatial Dirichlet process based mixed-effect profile modeling scheme<\/p><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0278612518300815\" class=\"button animated-border-button button-border-orange button-text-dark\" rel=\"noopener noreferrer\" target=\"_blank\">Published on Journal of Manufacturing Systems in 2018<\/a><\/div><\/div>\n\n\n\n<div class=\"wp-block-create-block-card-text-image-inner\"><div class=\"col-cti\"><div class=\"image-box\"><img decoding=\"async\" class=\"card-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/FedCOT.png\" alt=\"Card Image\" \/><\/div><p class=\"card-text\">FedCOT: Personalized Federated Transfer Learning with Conditional Optimal Transport for Manufacturing Predictive Modeling<\/p><a href=\"https:\/\/ieeexplore.ieee.org\/document\/11430555\" class=\"button animated-border-button button-border-orange button-text-dark\" rel=\"noopener noreferrer\" target=\"_self\">Published on IEEE Transactions on Automation Science and Engineering in 2026<\/a><\/div><\/div>\n<\/div><\/div><\/section>\n\n\n\n<div class=\"wp-block-create-block-visual-navigation\"><section class=\"visual-navigation \"><div class=\"visual-navigation-intro\"><h2>Manufacturing processes investigated<\/h2><p>Different manufacturing processes in additive manufacturing, subtractive manufacturing, and electronic packaging. <\/p><\/div><div class=\"visual-navigation-wrapper row \">\n<a href=\"\" class=\"col-12 col-lg-3 col-md-6 visual-navigation-link dh-container\" rel=\"noopener noreferrer\" target=\"_self\"><span class=\"visual-navigation-image-wrapper\"><img decoding=\"async\" class=\"img-fluid visual-navigation-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/LPBF.png\" alt=\"\" \/><div class=\"dh-overlay\"><\/div><\/span><p>Laser powder bed fusion<\/p><\/a>\n\n\n\n<a href=\"\" class=\"col-12 col-lg-3 col-md-6 visual-navigation-link dh-container\" rel=\"noopener noreferrer\" target=\"_self\"><span class=\"visual-navigation-image-wrapper\"><img decoding=\"async\" class=\"img-fluid visual-navigation-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/FFF.png\" alt=\"\" \/><div class=\"dh-overlay\"><\/div><\/span><p>Fused filament fabrication<\/p><\/a>\n\n\n\n<a href=\"\" class=\"col-12 col-lg-3 col-md-6 visual-navigation-link dh-container\" rel=\"noopener noreferrer\" target=\"_self\"><span class=\"visual-navigation-image-wrapper\"><img decoding=\"async\" class=\"img-fluid visual-navigation-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/bJ.png\" alt=\"\" \/><div class=\"dh-overlay\"><\/div><\/span><p>Binder jetting<\/p><\/a>\n\n\n\n<a href=\"\" class=\"col-12 col-lg-3 col-md-6 visual-navigation-link dh-container\" rel=\"noopener noreferrer\" target=\"_self\"><span class=\"visual-navigation-image-wrapper\"><img decoding=\"async\" class=\"img-fluid visual-navigation-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/Wafer-slicing.png\" alt=\"\" \/><div class=\"dh-overlay\"><\/div><\/span><p>Silicon wafer slicing<\/p><\/a>\n\n\n\n<a href=\"\" class=\"col-12 col-lg-3 col-md-6 visual-navigation-link dh-container\" rel=\"noopener noreferrer\" target=\"_self\"><span class=\"visual-navigation-image-wrapper\"><img decoding=\"async\" class=\"img-fluid visual-navigation-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/CMP.png\" alt=\"\" \/><div class=\"dh-overlay\"><\/div><\/span><p>Chemical mechanical planarization<\/p><\/a>\n\n\n\n<a href=\"\" class=\"col-12 col-lg-3 col-md-6 visual-navigation-link dh-container\" rel=\"noopener noreferrer\" target=\"_self\"><span class=\"visual-navigation-image-wrapper\"><img decoding=\"async\" class=\"img-fluid visual-navigation-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/Solder.png\" alt=\"\" \/><div class=\"dh-overlay\"><\/div><\/span><p>Lead-free solder testing<\/p><\/a>\n\n\n\n<a href=\"\" class=\"col-12 col-lg-3 col-md-6 visual-navigation-link dh-container\" rel=\"noopener noreferrer\" target=\"_self\"><span class=\"visual-navigation-image-wrapper\"><img decoding=\"async\" class=\"img-fluid visual-navigation-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/Pocekt-NC.png\" alt=\"\" \/><div class=\"dh-overlay\"><\/div><\/span><p>CNC machine<\/p><\/a>\n\n\n\n<a href=\"\" class=\"col-12 col-lg-3 col-md-6 visual-navigation-link dh-container\" rel=\"noopener noreferrer\" target=\"_self\"><span class=\"visual-navigation-image-wrapper\"><img decoding=\"async\" class=\"img-fluid visual-navigation-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/Hurco.png\" alt=\"\" \/><div class=\"dh-overlay\"><\/div><\/span><p>Machining center<\/p><\/a>\n<\/div><\/section><\/div>\n\n\n\n<div class=\"wp-block-create-block-visual-navigation\"><section class=\"visual-navigation \"><div class=\"visual-navigation-intro\"><h2>Sponsers<\/h2><p>Acknowledgement of sponsers funded the research program<\/p><\/div><div class=\"visual-navigation-wrapper row \">\n<a href=\"\" class=\"col-12 col-lg-3 col-md-6 visual-navigation-link dh-container\" rel=\"noopener noreferrer\" target=\"_self\"><span class=\"visual-navigation-image-wrapper\"><img decoding=\"async\" class=\"img-fluid visual-navigation-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/NSF_Official_logo_Med_Res_600ppi.png\" alt=\"\" \/><div class=\"dh-overlay\"><\/div><\/span><p>National Science Foundation (NSF)<\/p><\/a>\n\n\n\n<a href=\"\" class=\"col-12 col-lg-3 col-md-6 visual-navigation-link dh-container\" rel=\"noopener noreferrer\" target=\"_self\"><span class=\"visual-navigation-image-wrapper\"><img decoding=\"async\" class=\"img-fluid visual-navigation-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/DoD-2.png\" alt=\"\" \/><div class=\"dh-overlay\"><\/div><\/span><p>Department of Defense (DoD)<\/p><\/a>\n\n\n\n<a href=\"\" class=\"col-12 col-lg-3 col-md-6 visual-navigation-link dh-container\" rel=\"noopener noreferrer\" target=\"_self\"><span class=\"visual-navigation-image-wrapper\"><img decoding=\"async\" class=\"img-fluid visual-navigation-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/Nist-2.png\" alt=\"\" \/><div class=\"dh-overlay\"><\/div><\/span><p>National Institute of Standards and Technology (NIST)<\/p><\/a>\n\n\n\n<a href=\"\" class=\"col-12 col-lg-3 col-md-6 visual-navigation-link dh-container\" rel=\"noopener noreferrer\" target=\"_self\"><span class=\"visual-navigation-image-wrapper\"><img decoding=\"async\" class=\"img-fluid visual-navigation-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/FAA-2.png\" alt=\"\" \/><div class=\"dh-overlay\"><\/div><\/span><p>Federal Aviation Administration (FAA)<\/p><\/a>\n<\/div><\/section><\/div>\n\n\n\n<div class=\"wp-block-create-block-visual-navigation\"><section class=\"visual-navigation \"><div class=\"visual-navigation-intro\"><h2>Collaborators<\/h2><p>Major collaborators<\/p><\/div><div class=\"visual-navigation-wrapper row \">\n<a href=\"\" class=\"col-12 col-lg-3 col-md-6 visual-navigation-link dh-container\" rel=\"noopener noreferrer\" target=\"_self\"><span class=\"visual-navigation-image-wrapper\"><img decoding=\"async\" class=\"img-fluid visual-navigation-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/ICAMS_square.png\" alt=\"\" \/><div class=\"dh-overlay\"><\/div><\/span><p>Interdisciplinary Center for Advanced Manufacturing Systems (ICAMS)<\/p><\/a>\n\n\n\n<a href=\"\" class=\"col-12 col-lg-3 col-md-6 visual-navigation-link dh-container\" rel=\"noopener noreferrer\" target=\"_self\"><span class=\"visual-navigation-image-wrapper\"><img decoding=\"async\" class=\"img-fluid visual-navigation-image\" src=\"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-content\/uploads\/sites\/641\/2025\/09\/ncame-square.png\" alt=\"\" \/><div class=\"dh-overlay\"><\/div><\/span><p>National Center for Additive Manufacturing Excellence (NCAME)<\/p><\/a>\n<\/div><\/section><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1281,"featured_media":43627,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"inline_featured_image":false,"featured_post":"","footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-60","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-json\/wp\/v2\/pages\/60","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-json\/wp\/v2\/users\/1281"}],"replies":[{"embeddable":true,"href":"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-json\/wp\/v2\/comments?post=60"}],"version-history":[{"count":20,"href":"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-json\/wp\/v2\/pages\/60\/revisions"}],"predecessor-version":[{"id":44293,"href":"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-json\/wp\/v2\/pages\/60\/revisions\/44293"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-json\/wp\/v2\/media\/43627"}],"wp:attachment":[{"href":"https:\/\/faculty.eng.ufl.edu\/jia-peter-liu\/wp-json\/wp\/v2\/media?parent=60"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}