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<CourseUnit xmlns="http://www.manchester.ac.uk/CUICourseUnitDetails" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.manchester.ac.uk/CUICourseUnitDetails.xsd">
  <UnitCode Applicant="Y" Label="Unit code" Student="Y">
    <Code>CIVL40411</Code>
  </UnitCode>
  <UnitTitle Applicant="Y" Label="Unit title" Student="Y">
    <Title>Climate Data Application</Title>
  </UnitTitle>
  <MaxUnits Applicant="Y" Label="Credit rating" Student="Y">
    <Units>15</Units>
  </MaxUnits>
  <TeachingPeriods Applicant="Y" Label="Teaching period(s)" Student="Y">
    <Period>Semester 1</Period>
  </TeachingPeriods>
  <AcademicCareer Applicant="Y" Label="Academic career" Student="Y">
    <Value>Undergraduate</Value>
  </AcademicCareer>
  <UnitLevel Applicant="Y" Label="Unit level" Student="Y">
    <Level>Level 4</Level>
  </UnitLevel>
  <StaffList Applicant="Y" Label="Teaching staff" RoleLabel="Course Unit Role" Student="Y">
    <StaffMember>
      <Name>Benjamin Parkes</Name>
      <Role>Unit coordinator</Role>
    </StaffMember>
  </StaffList>
  <OfferedBy Applicant="Y" Label="Offered by" Student="Y">
    <OrganisationList>
      <Organisation>
        <OrgName></OrgName>
      </Organisation>
    </OrganisationList>
    <GroupList>
      <Group>
        <GroupName></GroupName>
      </Group>
    </GroupList>
    <FheqLevels>
      <FheqLevel>
        <LevelNumber>1</LevelNumber>
        <LevelName>FHEQ level (Framework for Higher Education Qualifications) ' Masters/Integrated Masters P4 ' </LevelName>
      </FheqLevel>
    </FheqLevels>
    <Ects>
      <MaxUnits>European Credit Transfer &amp; Accumulation System Rating :   7.5</MaxUnits>
    </Ects>
  </OfferedBy>
  <MarketingOverview Applicant="Y" Label="Marketing Course unit overview" Student="">
    <Content>&lt;p&gt;Engineers are expected to develop infrastructure systems with true longevity; however, the conditions of the future are by their nature undetermined. The impact of anthropogenic climate change is exacerbating the issues of understanding future conditions, both the direct impacts and the societal changes associated with responses to climate change. Engineers will need to understand the impacts of climate change and what they mean for the people using the systems that are being built, maintained, operated and eventually decommissioned. This unit will give students hands on experience with research quality climate data and models. The methods used also introduce data science tools to the students.&amp;nbsp;&lt;/p&gt;</Content>
  </MarketingOverview>
  <UnitOverview Applicant="" Label="Course unit overview" Student="Y">
    <Content>&lt;p&gt;Engineers are expected to develop infrastructure systems with true longevity; however, the conditions of the future are by their nature undetermined. The impact of anthropogenic climate change is exacerbating the issues of understanding future conditions, both the direct impacts and the societal changes associated with responses to climate change. Engineers will need to understand the impacts of climate change and what they mean for the people using the systems that are being built, maintained, operated and eventually decommissioned. This unit will give students hands on experience with research quality climate data and models. The methods used also introduce data science tools to the students.&amp;nbsp;&lt;/p&gt;</Content>
  </UnitOverview>
  <Aims Applicant="Y" Label="Aims" Student="Y">
    <Content>&lt;p&gt;The unit aims to:&amp;nbsp;&lt;/p&gt;&lt;p&gt;Give students practical experience using state of the art climate change projections data&amp;nbsp;&lt;/p&gt;&lt;p&gt;Teach students to critically analyse the suitability of models of climate impacts&amp;nbsp;&lt;/p&gt;&lt;p&gt;Teach students the difference between sources of uncertainty and how to treat them appropriately&amp;nbsp;&lt;/p&gt;&lt;p&gt;Introduce some basic data science techniques to the students&amp;nbsp;&lt;/p&gt;</Content>
  </Aims>
  <LearningOutcomes Applicant="Y" Label="Learning outcomes" Student="Y">
    <Content>&lt;p&gt;ILO 1. Understand the tools used to determine climate impacts and the issues engineers face when dealing with climate impacts.&lt;/p&gt;&lt;p&gt;ILO 2. Application of climate data for use in simple impacts models. Strengths and weaknesses of climate data as a tool.&amp;nbsp;&lt;/p&gt;&lt;p&gt;ILO 3. Data science methods for analysis of large datasets (typical climate model outputs are ~Tb).&amp;nbsp;&lt;/p&gt;&lt;p&gt;ILO 4. Presentation skills for conveying the importance of their work to non-specialists.&lt;/p&gt;&lt;p&gt;&amp;nbsp;&lt;/p&gt;</Content>
  </LearningOutcomes>
  <Knowledge Applicant="Y" Label="Knowledge and understanding" Student="Y">
    <Content></Content>
  </Knowledge>
  <IntellectualSkills Applicant="Y" Label="Intellectual skills" Student="Y">
    <Content></Content>
  </IntellectualSkills>
  <PracticalSkills Applicant="Y" Label="Practical skills" Student="Y">
    <Content></Content>
  </PracticalSkills>
  <TransferableSkills Applicant="Y" Label="Transferable skills and personal qualities" Student="Y">
    <Content></Content>
  </TransferableSkills>
  <EmployabilitySkillsList Applicant="Y" Label="Employability skills" Student="Y">
    <Skill>
      <SkillId></SkillId>
      <SkillDescription></SkillDescription>
    </Skill>
  </EmployabilitySkillsList>
  <Syllabus Applicant="Y" Label="Syllabus" Student="Y">
    <Content>&lt;p&gt;The course is built of two related sections, lectures and practical analysis. The latter of which will also contribute to the coursework.&amp;nbsp;&lt;/p&gt;&lt;p&gt;&amp;nbsp;&lt;/p&gt;&lt;p&gt;Lecture topics: &amp;nbsp;&lt;/p&gt;&lt;p&gt;Responses to climate change - How people react to climate change and what steps they take. Discussion of which bodies should lead the response. No correct answer but the students will need to defend their decision. &amp;ndash; Mitigation and adaptation&amp;nbsp;&lt;/p&gt;&lt;p&gt;What are climate MIPs and why do they matter. Model intercomparison projects are common in environmental sciences, this lecture will discuss their strengths and weaknesses along with how to use them properly.&amp;nbsp;&lt;/p&gt;&lt;p&gt;Uncertainty analysis and proper treatment of uncertainty in climate projections. With multiple scenarios, timelines and models along with high resolution projections on restricted areas, there is a lot of data, students will be tasked with understanding uncertainties and their sources, along with the implications of these uncertainties&amp;nbsp;&lt;/p&gt;&lt;p&gt;Climate injustice - Discussion of the issue, specifically that poorer countries are suffering more from climate change and that their responses are therefore more expensive&amp;nbsp;&lt;/p&gt;&lt;p&gt;Invasive species and their influence on infrastructure - Climate change will cause migrations, typically in the UK we don&amp;#39;t worry about mosquitoes but that will need to change with warming&amp;nbsp;&lt;/p&gt;&lt;p&gt;Changes to the pdf of weather - Why extremes are more common, what this means for structures or resilience. Describe the difference between a 10 year storm in 2000 and 2050&amp;nbsp;&lt;/p&gt;&lt;p&gt;&amp;nbsp;&lt;/p&gt;&lt;p&gt;Practical topics (Two per year, option to cycle projects):&lt;/p&gt;&lt;p&gt;One case study will be used to teach relevant skills and will last from W2:W5. The other case study will be from W6:W11 and will be assessed. &amp;nbsp;&lt;/p&gt;&lt;p&gt;Change in wind farm available energy from observed data or climate simulations - requires data analysis and post processing to estimate power from a given farm&amp;nbsp;&lt;/p&gt;&lt;p&gt;Change in solar farm energy from observed data or climate simulations - requires data analysis and post processing to estimate power from a given farm&amp;nbsp;&lt;/p&gt;&lt;p&gt;Heat waves in observed data or climate simulations - multiple definitions of heat wave, choosing correct definition for a given use is important. Related topics are heat stress and heating or cooling demand&amp;nbsp;&lt;/p&gt;&lt;p&gt;Response of a hydrological system to climate change&amp;nbsp;&lt;/p&gt;&lt;p&gt;Determine deviation of a monsoon system under climate change - also investigate the issues with GCM data compared to high resolution observations&amp;nbsp;&lt;/p&gt;</Content>
  </Syllabus>
  <TeachingMethods Applicant="Y" Label="Teaching and learning methods" Student="Y">
    <Content>&lt;p&gt;Large group lectures&amp;nbsp;&lt;/p&gt;&lt;p&gt;Practical skills in computer laboratories&amp;nbsp;&lt;/p&gt;</Content>
  </TeachingMethods>
  <AssessmentMethods Applicant="Y" Label="Assessment methods" Student="Y">
    <IntroText> </IntroText>
    <Method>
      <MethodId>3</MethodId>
      <MethodName>Report</MethodName>
      <MethodWeight>90%</MethodWeight>
    </Method>
    <Method>
      <MethodId>7</MethodId>
      <MethodName>Oral assessment/presentation</MethodName>
      <MethodWeight>10%</MethodWeight>
    </Method>
  </AssessmentMethods>
  <FeedbackMethods Applicant="Y" Label="Feedback methods" Student="Y">
    <Content>&lt;p&gt;Coursework Assignments - Feedback provided via written comments through Turnitin 2 weeks after submission. Collective feedback provided within lecture and uploaded to Blackboard.&lt;/p&gt;</Content>
  </FeedbackMethods>
  <RequirementsList Applicant="Y" Label="Pre/co-requisites" Student="Y">
    <Requirement>
      <UnitCode></UnitCode>
      <UnitTitle></UnitTitle>
      <RequirementType></RequirementType>
      <Description></Description>
    </Requirement>
    <AdditionalRequirement></AdditionalRequirement>
  </RequirementsList>
  <AcademicPrograms Applicant="Y" Label="Academic programmes" Student="Y">
    <AcademicProgram>
      <Program>MEng (Hons) Aerospace Engineer</Program>
      <Plan>MEng (Hons) Aerospace Engineer</Plan>
      <Level>Fourth Year</Level>
      <Requirement>Optional</Requirement>
    </AcademicProgram>
    <AcademicProgram>
      <Program>MEng (Hons) Aerospace Engineer</Program>
      <Plan>MEng (Hons) Aerospace Engineer</Plan>
      <Level>Fourth Year</Level>
      <Requirement>Optional</Requirement>
    </AcademicProgram>
    <AcademicProgram>
      <Program>MEng (Hons) Civil &amp; Struct Eng</Program>
      <Plan>MEng (Hons) Civil &amp; Struct Eng</Plan>
      <Level>Fourth Year</Level>
      <Requirement>Mandatory</Requirement>
    </AcademicProgram>
    <AcademicProgram>
      <Program>MEng (Hons) Civil &amp; Struct Eng</Program>
      <Plan>MEng(Hons) Civil&amp;Struc Eng WIE</Plan>
      <Level>Fourth Year</Level>
      <Requirement>Mandatory</Requirement>
    </AcademicProgram>
    <AcademicProgram>
      <Program>MEng (Hons) Civil Engineering</Program>
      <Plan>MEng (Hons) Civil Engineering</Plan>
      <Level>Fourth Year</Level>
      <Requirement>Mandatory</Requirement>
    </AcademicProgram>
    <AcademicProgram>
      <Program>MEng (Hons) Civil Eng (Ent)</Program>
      <Plan>MEng (Hons) Civil Eng (Ent)</Plan>
      <Level>Fourth Year</Level>
      <Requirement>Mandatory</Requirement>
    </AcademicProgram>
    <AcademicProgram>
      <Program>MEng (Hons) Civil Eng w Ind Ex</Program>
      <Plan>MEng (Hons) Civil Eng w Ind Ex</Plan>
      <Level>Fourth Year</Level>
      <Requirement>Mandatory</Requirement>
    </AcademicProgram>
  </AcademicPrograms>
  <FreeChoice Applicant="Y" Label="Available as a free choice unit?" Student="Y">
    <Content>N</Content>
  </FreeChoice>
  <Accreditation Applicant="Y" Label="Accreditation" Student="Y">
    <Content></Content>
  </Accreditation>
  <RecommendedReading Applicant="Y" Label="Recommended reading" Student="Y">
    <Content>&lt;p&gt;https://www.geol.lsu.edu/jlorenzo/geophysics/uncertainties/Uncertaintiespart1.html&amp;nbsp;&lt;/p&gt;&lt;p&gt;https://www.geol.lsu.edu/jlorenzo/geophysics/graphing/graphingpart1.html&amp;nbsp;&lt;/p&gt;&lt;p&gt;https://gmd.copernicus.org/articles/9/3461/2016/gmd-9-3461-2016.pdf - Abstract and Section 3&amp;nbsp;&lt;/p&gt;&lt;p&gt;https://www.ipcc.ch/report/ar6/wg1/downloads/report/IPCC_AR6_WGI_SPM_final.pdf &amp;nbsp;&lt;/p&gt;&lt;p&gt;For Information and advice on Link2Lists reading list software, see: &amp;nbsp;&lt;/p&gt;&lt;p&gt;http://www.library.manchester.ac.uk/academicsupport/informationandadviceonlink2listsreadinglistsoftware/ &amp;nbsp;&lt;/p&gt;</Content>
  </RecommendedReading>
  <StudyHours Applicant="Y" Label="Study hours" Student="Y">
    <IntroText> </IntroText>
    <ScheduledHours Applicant="Y" Label="Scheduled activity hours" Student="Y">
      <ActivityHours>
        <ActivityType>Demonstration</ActivityType>
        <Hours>3</Hours>
      </ActivityHours>
      <ActivityHours>
        <ActivityType>Lectures</ActivityType>
        <Hours>13</Hours>
      </ActivityHours>
      <ActivityHours>
        <ActivityType>Practical classes &amp; workshops</ActivityType>
        <Hours>20</Hours>
      </ActivityHours>
    </ScheduledHours>
    <PlacementHours Applicant="Y" Label="Placement hours" Student="Y">
      <ActivityHours>
        <ActivityType></ActivityType>
        <Hours>0</Hours>
      </ActivityHours>
    </PlacementHours>
    <TotalHours Applicant="Y" Label="Independent study hours" Student="Y">
      <Hours>114</Hours>
    </TotalHours>
  </StudyHours>
  <Notes Applicant="Y" Label="Additional notes" Student="Y">
    <Content></Content>
  </Notes>
</CourseUnit>
