Daydreams: Artificial Intelligence and Blockchain for Railway Maintenance

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class="site-main"> <div class="custom-portfolio" style="overflow: hidden;">  <div class="intestazione " style="background-color:transparent ; --bgDesk: url(''); --bgMob: url('')">  <div class="main-container">  <div class="full-container pb-small pt-small" style="background-color:transparent ;"> <div class="inner-container"> <h1 class="intestazione-title bold">Daydreams: Artificial Intelligence and Blockchain for Railway Maintenance</h1> <h4 class="c-gray intestazione-subtitle ">How to integrate and utilize artificial intelligence to support predictive and prescriptive maintenance of railway infrastructure.</h4> </div> </div> </div> </div> <div class="dettaglio_progetto " style="background-color:transparent ; --bgDesk: url(''); --bgMob: url('')">   <div class="dettaglio_progetto-image "> <div class="main-container"> <div class="inner_content_image full-container"> <img src="https://www.cefriel.com/wp-content/uploads/2023/07/Frame-Daydreams_2.jpg" alt="" srcset=""> <svg class="arrow"> <use xlink:href="#BigArrow_square"></use> </svg> </div> </div> <div class="fake-bg"></div> </div> <div class="dettaglio_progetto-text "> <div class="main-container"> <div class="inner_content_text text-white full-container" style="background-color:transparent ;"> <div class="inner_content_text-left inner_content_text-col pb-small pt-small"> <h3>The Daydreams project aims at integrating and using artificial intelligence to support predictive and prescriptive maintenance of railway infrastructure, within the framework of the so-called Intelligent Asset Management Systems (IAMS). In the three-year project, co-financed by the European Commission under the H2020 Shift2Rail program, Cefriel is involved in the development of a solution to support the integration of IAMS components, developed in collaboration with consortium partners. </h3> <br /> <p class="halfsize"></p> <div class="inner_content_text-left-footer"> <svg class="footer-arrow"> <use xlink:href="#BigArrow_square"></use> </svg> <a href="#form" class="custom-btn custom-btn-c-blue custom-btn-bg-yellow custom-btn-b-yellow"> <span class="cta"> Contact us </span> </a> </div> </div> <div class="inner_content_text-right inner_content_text-col pb-small pt-small"> <div class="progetto_info"> <span class="pretitle uppercase"> Client </span> <div class="text-right"> <p class="big"> Companies in the railway infrastructure management sector</p> <p class="small"> </p> </div> </div> <div class="progetto_info"> <span class="pretitle uppercase"> Typology </span> <div class="text-right flex-row"> <a target="_self" class="single_link" href="https://www.cefriel.com/research/?lang=en"> <p class="medium"> Research </p> <svg class="single_link-arrow"> <use xlink:href="#BigArrow_square"></use> </svg> </a> </div> </div> <div class="progetto_info"> <span class="pretitle uppercase"> Know-how </span> <div class="text-right flex-row"> <a href="https://www.cefriel.com/research/?lang=en" class="single_link"> <p class="medium"> Research </p> <svg class="single_link-arrow"> <use xlink:href="#BigArrow_square"></use> </svg> </a> </div> <div class="text-right flex-row"> <a href="https://www.cefriel.com/know-how/knowledge-technologies/?lang=en" class="single_link"> <p class="medium"> Knowledge Technologies </p> <svg class="single_link-arrow"> <use xlink:href="#BigArrow_square"></use> </svg> </a> </div> </div> <div class="progetto_info"> <span class="pretitle uppercase"> Service </span> <div class="flex-row"> <div class="text-right flex-row"> <a href="https://www.cefriel.com/services/?lang=en/#step_1" class="single_link"> <p class="medium"> Services </p> <svg class="single_link-arrow"> <use xlink:href="#BigArrow_square"></use> </svg> </a> </div> </div> </div> <div class="progetto_info"> <span class="pretitle uppercase"> Contact person </span> <div class="text-right"> <p class="medium"> Ilaria Baroni</p> </div> </div> </div> </div> </div> <div class="fake-bg"></div> </div> </div> <div class="doppio_box_testo_v1 " style="background-color:transparent ; --bgDesk: url(''); --bgMob: url('')">  <div class="main-container">  <div class="full-container pb-small pt-large" style="background-color:transparent ;"> <div class="box-top"> <span class="pretitle uppercase"> <div class="square small"></div>SCENARIO </span>  </div> <div class="box-bottom"> <div class="box-bottom-inner"> <div class="box-header"> <img src="https://www.cefriel.com/wp-content/uploads/2022/04/Icone_Blu_SPG-11.svg" alt="" srcset=""> <h2 class="bold">Need</h2> </div> <h4> Shift in maintenance approach from a preventive-predictive to a prescriptive one;<br /> <br /> Enhance operators’ decision-making process, considering all possible implications (even conflicting ones);<br /> <br /> Strengthen the role of the individual in the maintenance process by designing and developing advanced interfaces to enable information-supported decision-making processes. </h4> </div> <div class="box-bottom-inner"> <div class="box-header"> <img src="https://www.cefriel.com/wp-content/uploads/2022/07/Soluzione80.png" alt="" srcset=""> <h2 class="bold">Solution</h2> </div> <h4> The framework developed by Cefriel enables predictive analysis of failures and optimization of planned maintenance in the railway sector, facilitating the sharing and reuse of data, software, and other digital artefacts, process reproducibility, and the creation of a secure environment, where various stakeholders involved in maintenance can collaborate.<br /> <br /> Cefriel developed a catalogue of digital artefacts based on its KCONG asset, with an integrated execution environment and a process traceability solution based on blockchain infrastructure. </h4> </div> </div> </div> </div> </div> </div> <div class="keywords " style="background-color:transparent ; --bgDesk: url(''); --bgMob: url('')">  <div class="main-container">  <div class="full-container pb-small pt-small" style="background-color:transparent ;"> <div class="inner-container"> <span class="pretitle uppercase" style="color: "> PROJECT'S KEYWORDS </span> <div class="keywords-container"> <div class="keywords-container-single" style="--bgKeyword:#002060 ; "> <a style="color: #ffffff" href="/?s=Artificial Intelligence "> <span class="pretitle uppercase"> Artificial Intelligence </span> </a> </div> <div class="keywords-container-single" style="--bgKeyword:#002060 ; "> <a style="color: #ffffff" href="/?s=Blockchain "> <span class="pretitle uppercase"> Blockchain </span> </a> </div> <div class="keywords-container-single" style="--bgKeyword:#002060 ; "> <a style="color: #ffffff" href="/?s=Decision Support "> <span class="pretitle uppercase"> Decision Support </span> </a> </div> <div class="keywords-container-single" style="--bgKeyword:#002060 ; "> <a style="color: #ffffff" href="/?s=Digital Asset "> <span class="pretitle uppercase"> Digital Asset </span> </a> </div> <div class="keywords-container-single" style="--bgKeyword:#002060 ; "> <a style="color: #ffffff" href="/?s=Machine Learning "> <span class="pretitle uppercase"> Machine Learning </span> </a> </div> <div class="keywords-container-single" style="--bgKeyword:#002060 ; "> <a style="color: #ffffff" href="/?s=Mobility"> <span class="pretitle uppercase"> Mobility </span> </a> </div> <div class="keywords-container-single" style="--bgKeyword:#002060 ; "> <a style="color: #ffffff" href="/?s=Predictive Maintenance "> <span class="pretitle uppercase"> Predictive Maintenance </span> </a> </div> </div> </div> </div> </div> </div> <div class="intestazione " style="background-color:transparent ; --bgDesk: url(''); --bgMob: url('')">  <div class="main-container">  <div class="full-container pb-small pt-small" style="background-color:transparent ;"> <div class="inner-container"> <div class="pretitle pretitle_separator"> <span class="uppercase no-margin">RESULTS</span> <div class="separator"></div> </div> <h2 class="intestazione-title bold">Impact</h2> </div> </div> </div> </div> <div class="elenco_puntato " style="background-color:transparent ; --bgDesk: url(''); --bgMob: url('')">  <div class="main-container">  <div class="full-container pb-small pt-small" style="background-color:transparent ;"> <div class="inner-container"> <div class="list"> <div class="list-option"> <div class="check" style=" --bgIcon: #2f3db6"> <svg class="check_icon"> <use xlink:href="#check-icon"></use> </svg> </div> <div> <p class="halfsize bold"> Facilitated creation of maintenance plans </p> <br /> <p class="halfsize description "> Maintenance of railway assets can not only be predicted but also planned, providing the possibility to easily create and share maintenance plans. </p> </div> </div> <div class="list-option"> <div class="check" style=" --bgIcon: #2f3db6"> <svg class="check_icon"> <use xlink:href="#check-icon"></use> </svg> </div> <div> <p class="halfsize bold"> Solution applied to 3 scenarios </p> <br /> <p class="halfsize description "> Cefriel's solution enabled the integration into 3 realistic use cases, involving Hitachi, RFI, and STIMIO. Stakeholders experimented with it and positively evaluated the proposed solution. </p> </div> </div> <div class="list-option"> <div class="check" style=" --bgIcon: #2f3db6"> <svg class="check_icon"> <use xlink:href="#check-icon"></use> </svg> </div> <div> <p class="halfsize bold"> Publication of scientific results </p> <br /> <p class="halfsize description "> Cefriel published and presented the framework at the 10th Transport Research Arena (TRA) Conference 2024 and at the DaMaLOS Workshop during the Extended Semantic Web Conference (ESWC) 2023. </p> </div> </div> <div class="list-option"> <div class="check" style=" --bgIcon: #2f3db6"> <svg class="check_icon"> <use xlink:href="#check-icon"></use> </svg> </div> <div> <p class="halfsize bold"> Sharing of digital artefacts in a catalog </p> <br /> <p class="halfsize description "> A catalog of digital artefacts was created to enable and test the solution: 18 datasets, 8 software components, and 18 machine learning models. </p> </div> 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