{"id":4,"date":"2022-09-22T13:16:58","date_gmt":"2022-09-22T13:16:58","guid":{"rendered":"https:\/\/cecas.clemson.edu\/velnilab\/?page_id=2"},"modified":"2023-01-24T13:14:33","modified_gmt":"2023-01-24T18:14:33","slug":"sample-page","status":"publish","type":"page","link":"https:\/\/cecas.clemson.edu\/velnilab\/","title":{"rendered":"Home"},"content":{"rendered":"\n<p>Welcome to the Velni Lab at Clemson University.&nbsp;Our interdisciplinary research covers several domains as follows:<\/p>\n\n\n\n<p>(1) On the theoretical side, our research lies at the intersection of machine learning, stochastic &amp; optimal control theory, and applied mathematics. Applications of interest include advanced combustion engines and complex chemical processes.<\/p>\n\n\n\n<p>(2) Application of Artificial Intelligence (AI) in modern Agriculture.<\/p>\n\n\n\n<p>In particular, our lab develops: (1) analytical tools for data-driven modeling of complex nonlinear systems using statistical machine learning methods; (2) distributed (both robust and stochastic) model predictive control design methods for spatially interconnected systems; (3) distributed coverage control algorithms for heterogeneous multi-agent systems operating under uncertainties and with an intermittent communication; (4) distributed algorithms for monitoring and control in cyber-physical systems; (5) new countermeasures based on statistical graph-theoretic methods to quickly and accurately detect attacks in cyber-physical systems.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Welcome to the Velni Lab at Clemson University.&nbsp;Our interdisciplinary research covers several domains as follows: (1) On the theoretical side, our research lies at the intersection of machine learning, stochastic &amp; optimal control theory, and applied mathematics. Applications of interest<\/p>\n","protected":false},"author":9,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"open","template":"","meta":{"footnotes":""},"class_list":["post-4","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/cecas.clemson.edu\/velnilab\/wp-json\/wp\/v2\/pages\/4","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cecas.clemson.edu\/velnilab\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cecas.clemson.edu\/velnilab\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cecas.clemson.edu\/velnilab\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/cecas.clemson.edu\/velnilab\/wp-json\/wp\/v2\/comments?post=4"}],"version-history":[{"count":4,"href":"https:\/\/cecas.clemson.edu\/velnilab\/wp-json\/wp\/v2\/pages\/4\/revisions"}],"predecessor-version":[{"id":683,"href":"https:\/\/cecas.clemson.edu\/velnilab\/wp-json\/wp\/v2\/pages\/4\/revisions\/683"}],"wp:attachment":[{"href":"https:\/\/cecas.clemson.edu\/velnilab\/wp-json\/wp\/v2\/media?parent=4"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}