https://zsmwiki.etsi.org/index.php?action=history&feed=atom&title=PoC_19_AI-enabled_predictive_closed_loops 2026-06-05T23:06:42Z Revision history for this page on the wiki MediaWiki 1.39.3 https://zsmwiki.etsi.org/index.php?title=PoC_19_AI-enabled_predictive_closed_loops&diff=333&oldid=prev 2026-04-20T15:27:51Z

<p></p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en-GB"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 16:27, 20 April 2026</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l27">Line 27:</td> <td colspan="2" class="diff-lineno">Line 27:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>This PoC is WORKING on:</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>This PoC is WORKING on:</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* Topic 3 - [[Topic 3 - Intent-driven Closed-Loop automation|Intent-driven Closed-Loop automation]]</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* Topic 3 - [[Topic 3 - Intent-driven Closed-Loop automation|Intent-driven Closed-Loop automation]]</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>* Topic 2 - [[<del style="font-weight: bold; text-decoration: none;">Topic 2 </del>- Automation in Multi-Stakeholder Ecosystems|Automation in Multi-Stakeholder Ecosystems]]</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>* Topic 2 - [[<ins style="font-weight: bold; text-decoration: none;">Topic2 </ins>- Automation in Multi-Stakeholder Ecosystems|Automation in Multi-Stakeholder Ecosystems]]</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br/></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br/></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== PoC Demo ==</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== PoC Demo ==</div></td></tr> </table>

Burckarda https://zsmwiki.etsi.org/index.php?title=PoC_19_AI-enabled_predictive_closed_loops&diff=332&oldid=prev 2026-04-20T15:24:53Z

<p>Created page with &quot;== PoC Team == * Nextworks * Orange Romania * CAFA Tech * Industrial System Institute == Main Contact == * Giacomo Bernini (g.bernini&#039;&#039;_at_&#039;&#039;nextworks.it) * Matteo Ravalli (m.ravalli&#039;&#039;_at_&#039;&#039;nextworks.it) == Contributors == * Catalin Brezeanu (catalin.brezeanu&#039;&#039;_at_&#039;&#039;orange.com) * Marius Iordache (marius.iordache&#039;&#039;_at_&#039;&#039;orange.com) * Märten Rannu (marten.rannu&#039;&#039;_at_&#039;&#039;cafatech.com) * Tanel Järvet (tanel.jarvet&#039;&#039;_at_&#039;&#039;cafatech.com) * Christos Verikoukis (cveri&#039;&#039;_at_&#039;&#039;isi...&quot;</p> <p><b>New page</b></p><div>== PoC Team ==<br /> * Nextworks<br /> * Orange Romania<br /> * CAFA Tech<br /> * Industrial System Institute<br /> <br /> == Main Contact ==<br /> * Giacomo Bernini (g.bernini&#039;&#039;_at_&#039;&#039;nextworks.it)<br /> * Matteo Ravalli (m.ravalli&#039;&#039;_at_&#039;&#039;nextworks.it)<br /> == Contributors ==<br /> * Catalin Brezeanu (catalin.brezeanu&#039;&#039;_at_&#039;&#039;orange.com)<br /> * Marius Iordache (marius.iordache&#039;&#039;_at_&#039;&#039;orange.com)<br /> * Märten Rannu (marten.rannu&#039;&#039;_at_&#039;&#039;cafatech.com)<br /> * Tanel Järvet (tanel.jarvet&#039;&#039;_at_&#039;&#039;cafatech.com)<br /> * Christos Verikoukis (cveri&#039;&#039;_at_&#039;&#039;isi.gr)<br /> <br /> == Abstract ==<br /> This PoC will showcase a zero-touch network and service management solution, capable to deploy virtualized AI-enabled closed loop functions in support of prediction of network slice performance degradation in collaborative robots application scenarios. The PoC targets the AI-enabled and automated operation of vertical services and network slices through zero-touch closed loops, with deployment of services for prioritized traffic (URLLC) in support of collaborative robot operations. The goal is to validate the zero-touch deployment and operation of virtualized closed loop functions, integrated with an MLOps framework for training and deployment of ML models, that make use of ML-enabled analytics (for prediction of network slice performance) and ML-enabled decision (for network slice congestion identification and remediation) to guarantee ultra low latency communications for collaborative robots.<br /> <br /> This PoC is developed using the network and service management solutions, including an MLOps platform for lifecycle management of AI/ML models, developed in the European Commission (EC) funded project, under the Horizon Europe programme, ADROIT6G [1]. The implementation of these solutions is aligned with the ZSM standards. More specifically, the design architecture of the use case follows the automation principles of ZSM 003, while the AI-driven closed loop based automation, which integrates a closed loop governance and an MLOps platform, is aligned with the ZSM 009-1, ZSM 009-2 and ZSM 009-3. <br /> <br /> == PoC Proposal ==<br /> Full PoC proposal on ETSI portal as<br /> [https://docbox.etsi.org/ISG/ZSM/05-CONTRIBUTIONS/2026/ZSM(26)000050r1_ZSM_PoC_Proposal_on_AI-enabled_closed_loops.doc ZSM(26)000050r1] - [[media:ZSM POC 19.pdf|Download pdf]]<br /> <br /> == PoC Topics ==<br /> This PoC is WORKING on:<br /> * Topic 3 - [[Topic 3 - Intent-driven Closed-Loop automation|Intent-driven Closed-Loop automation]]<br /> * Topic 2 - [[Topic 2 - Automation in Multi-Stakeholder Ecosystems|Automation in Multi-Stakeholder Ecosystems]]<br /> <br /> == PoC Demo ==<br /> * demo #1, June 2026, Showcasing PoC results at 2026 EuCNC &amp; 6G Summit conference.<br /> * demo #2, July 2026, Showcasing Final PoC results at 2026 IEEE MeditCom conference.<br /> <br /> == PoC Report(s) ==<br /> * PoC #19 Final report expected in July 2026</div>

Burckarda