<?xml version="1.0" encoding="UTF-8"?><ns2:project xmlns:ns1="http://gtr.rcuk.ac.uk/gtr/api" xmlns:ns2="http://gtr.rcuk.ac.uk/gtr/api/project" xmlns:ns3="http://gtr.rcuk.ac.uk/gtr/api/fund" xmlns:ns4="http://gtr.rcuk.ac.uk/gtr/api/person" xmlns:ns5="http://gtr.rcuk.ac.uk/gtr/api/project/outcome" xmlns:ns6="http://gtr.rcuk.ac.uk/gtr/api/organisation" ns1:created="2026-06-03T15:52:43Z" ns1:href="http://gtr.ukri.org/gtr/api/projects/ADEF11C3-496A-4A49-A2D1-BF7D50309F61" ns1:id="ADEF11C3-496A-4A49-A2D1-BF7D50309F61"><ns1:links><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/persons/E6E7AC29-0A9D-4C68-87E6-5DD109CAF336" ns1:rel="PM_PER"/><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/organisations/4E8AC9FC-2BFE-4365-ADF8-440253DFB7B6" ns1:rel="LEAD_ORG"/><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/organisations/4E8AC9FC-2BFE-4365-ADF8-440253DFB7B6" ns1:rel="PARTICIPANT_ORG"/><ns1:link ns1:end="2018-03-30T23:00:00Z" ns1:href="http://gtr.ukri.org/gtr/api/funds/AB090611-6BF6-41F9-B1CC-47E5CC3E5539" ns1:rel="FUND" ns1:start="2017-01-01T00:00:00Z"/></ns1:links><ns2:identifiers><ns2:identifier ns2:type="RCUK">132454</ns2:identifier></ns2:identifiers><ns2:title>PrOBE - Predictive Obsolete Behaviour Engine</ns2:title><ns2:status>Closed</ns2:status><ns2:grantCategory>Feasibility Studies</ns2:grantCategory><ns2:leadFunder>Innovate UK</ns2:leadFunder><ns2:abstractText>PrOBE - Predictive Obsolete Behaviour Engine – is a software platform designed for decommissioning of energy 

assets, particularly in harsh environments where unambiguous information is critical and can slow projects 

down. The software automatically takes any/all available heterogenous data and continuously mines and 

structures it so that predictive insight can be quickly gleaned. It can be used to predict and prevent issues, as 

well as used for building realistic scenarios either for humans or robots to utilise to speed up their work 

decisively and safely.</ns2:abstractText></ns2:project>