{"id":1392,"date":"2026-02-18T14:54:56","date_gmt":"2026-02-18T14:54:56","guid":{"rendered":"https:\/\/hria.utcluj.ro\/?page_id=1392"},"modified":"2026-02-18T20:09:31","modified_gmt":"2026-02-18T20:09:31","slug":"echipe-ingineria-cunostintelor","status":"publish","type":"page","link":"https:\/\/hria.utcluj.ro\/en\/echipe-ingineria-cunostintelor\/","title":{"rendered":"Echipe-Ingineria cunostintelor"},"content":{"rendered":"
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Knowledge Engineering<\/h2>\n<\/div>\n<\/div>\n\n\n\n
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Prof. Dr. Eng.
Rodica Potolea<\/h3>\n\n\n\n

Team Leader<\/p>\n<\/div>\n\n\n\n

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Prof. Dr. Eng.
Mihaela D\u00een\u0219oreanu<\/h3>\n\n\n\n

Senior expert<\/p>\n<\/div>\n\n\n\n

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Prof. Dr. Eng.
Camelia Lemnaru<\/h3>\n\n\n\n

Senior expert<\/p>\n<\/div>\n\n\n\n

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Assist. Prof. Dr. Eng.
Raluca Portase<\/h3>\n\n\n\n

Junior expert<\/p>\n<\/div>\n<\/div>\n\n\n\n

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Assist. Prof. Dr. Eng.
Richard Ardelean<\/h3>\n\n\n\n

Junior expert<\/p>\n<\/div>\n\n\n\n

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Assist. Eng.
Vlad Negru<\/h3>\n\n\n\n

Junior expert<\/p>\n<\/div>\n\n\n\n

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Assist. Eng.
Alex L\u0103pu\u0219an<\/h3>\n\n\n\n

Junior expert<\/p>\n<\/div>\n\n\n\n

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Eng.
Suciu Vasile<\/h3>\n\n\n\n

Junior expert<\/p>\n<\/div>\n<\/div>\n\n\n\n

Intelligent use of household appliances for energy consumption optimization (T7)<\/strong><\/mark><\/strong><\/p>\n\n\n\n

Research challenges \/ Novelty \/ Innovation<\/strong>
\n\u2022 Identification of AI-based strategies for the intelligent use of household appliances to optimize energy consumption.
\n\u2022 Processing heterogeneous data, learning from imbalanced data, lack of sufficient relevant data, different levels of intermittency in processing, and time series prediction.<\/p>\n\n\n\n

Research results:<\/strong>
\n\u2022 Prediction of future usage.
\n\u2022 Functional prototype.
\n\u2022 Personalized recommendations.<\/p>\n\n\n\n

Innovation:<\/strong>
\n\u2022 Design and implementation of machine learning-based methods to address data complexities.
\n\u2022 Improvement of energy resource management strategies at the household level.<\/p>\n\n\n\n

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Multilinguality, multi-task learning, imbalance in NLP (T1)<\/strong><\/mark><\/strong><\/p>\n\n\n\n

Provoc\u0103ri \u00een cercetare \/ Noutate \/ Inovare<\/strong>
Provoc\u0103ri: Modelele bazate pe transformatoare nu au capacit\u0103\u021bi reale de ra\u021bionament , lipsa de date etichetate \u00een alte limbi dec\u00e2t engleza, provocarea adapt\u0103rii modelelor la domenii noi, transferul lingvistic \u0219i cultural, Con\u021binutul generat de modele generative poate con\u021bine biasuri sociale, costuri ridicate ale metodelor post-antrenare
Noutate:
\u2022 Dezvoltarea de instrumente lingvistice pentru sarcini de \u00een\u021belegere a limbajului natural, prin tehnici eficiente de particularizare a modelelor mari de limb\u0103
\u2022 Dezvoltarea de tehnici de evaluare, identificare si mitigare a biasurilor sociale \u00een modelele generative de text si multimodale
\u2022 Dezvoltarea de metode eficiente \u0219i sigure de antrenare a modelelor de limbaj, care s\u0103 fie robuste la atacuri adversariale, \u0219i eficiente din punctul de vedere al utiliz\u0103rii resurselor
\u2022 Dezvoltarea de metode de interpretabilitate \u0219i tehnici de ra\u021bionare pentru modele text-imagine sau text-video.<\/p>\n\n\n\n

Research results:<\/strong>
\u2022 Methods, techniques and technologies resulting from the research topics
\u2022 Demonstrator<\/strong> for the application theme<\/p>\n\n\n\n

Inovation:<\/strong>
\u2022 Automation of human tasks through natural language understanding
\u2022 Increasing trust in text-based AI applications through interpretability, robustness, and bias reduction<\/p>\n\n\n\n

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Brain activity analysis using AI techniques (T5)<\/strong><\/strong><\/mark><\/strong><\/p>\n\n\n\n

Research challenges \/ Novelty \/ Innovation<\/strong>
Challenges: variability of biological signals, noise, EEG signal is non-stationary, high dimensionality of features, clustering quality
\u2022 Techniques for identifying brain activity
\u2022 Feature representation
\u2022 Computational methods for characterizing brain activity
\u2022 Integrated solutions for understanding brain activity<\/p>\n\n\n\n

Research results:<\/strong>
\u2022 Advanced AI models for brain signal processing and analysis (feature extraction, feature representation, clustering\/classification problems)
\u2022 Demonstrator that adapts and integrates proposed models into a specific use case<\/p>\n\n\n\n

Inovation:<\/strong>
\u2022 Development of customized AI models for brain signal processing and analysis.
\u2022 Integration of innovative models into applied systems in the medical field (e.g. diagnostic systems)<\/p>","protected":false},"excerpt":{"rendered":"

Ingineria cuno\u0219tin\u021belor Prof. dr. ing. Rodica Potolea Team Leader Prof. dr. ing. Mihaela D\u00een\u0219oreanu Expert senior Prof. dr. ing. Camelia Lemnaru Expert senior \u0218.l. dr. ing. Raluca Portase Expert junior \u0218.l. dr. ing. Richard Ardelean Expert junior As. drd. ing. Vlad Negru Expert junior As. drd. ing. Alex L\u0103pu\u0219an Expert junior Drd. ing. Suciu Vasile… <\/p>","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"on","_themeisle_gutenberg_block_has_review":false,"footnotes":""},"class_list":["post-1392","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/pages\/1392","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/comments?post=1392"}],"version-history":[{"count":12,"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/pages\/1392\/revisions"}],"predecessor-version":[{"id":1434,"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/pages\/1392\/revisions\/1434"}],"wp:attachment":[{"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/media?parent=1392"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}