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  <titleInfo>
    <title>Data assimilation for real-time forecast of influent flow and ammonia in wastewater treatment plant</title>
    <subTitle>a case study of Damhusaen catchment, Copenhagen</subTitle>
  </titleInfo>
  <name type="personal">
    <namePart>Tansar, Husnain</namePart>
    <role>
      <roleTerm authority="marcrelator" type="text">creator</roleTerm>
    </role>
  </name>
  <name type="personal">
    <namePart>Babel, Mukand Singh</namePart>
    <role>
      <roleTerm type="text">Chairperson</roleTerm>
    </role>
  </name>
  <name type="personal">
    <namePart>Duc Hoang Nguyen</namePart>
    <role>
      <roleTerm type="text">Examination committee</roleTerm>
    </role>
  </name>
  <name type="personal">
    <namePart>Sutat Weesakal</namePart>
    <role>
      <roleTerm type="text">Examination committee</roleTerm>
    </role>
  </name>
  <name type="personal">
    <namePart>Madsen, Henrik</namePart>
    <role>
      <roleTerm type="text">Examination committee</roleTerm>
    </role>
  </name>
  <name type="personal">
    <namePart>Mark, Ole</namePart>
    <role>
      <roleTerm type="text">Examination committee</roleTerm>
    </role>
  </name>
  <name type="corporate">
    <namePart>AIT Fellowship</namePart>
    <role>
      <roleTerm type="text">Scholarship donor</roleTerm>
    </role>
  </name>
  <typeOfResource>text</typeOfResource>
  <genre authority="marc">series</genre>
  <genre authority="marc">technical report</genre>
  <originInfo>
    <place>
      <placeTerm type="code" authority="marccountry">th</placeTerm>
    </place>
    <place>
      <placeTerm type="text">Pathum Thani, Thailand</placeTerm>
    </place>
    <publisher>Asian Institute of Technology</publisher>
    <dateIssued>2018</dateIssued>
    <issuance>continuing</issuance>
  </originInfo>
  <language>
    <languageTerm authority="iso639-2b" type="code">eng</languageTerm>
  </language>
  <physicalDescription>
    <extent>1 online resource, 135 : ill. (some col.)</extent>
  </physicalDescription>
  <abstract>From  last  two  decades,  the  proper  management  of  wastewater  has  got  significant  attention  because  of  the  quantitative  and  qualitative  problems  in  drainage  network  of  major  cities.  Around the globe, these issues have ad dressed by modelers using different numerical models.  The  overloading  of  wastewater  treatment  plant  (WWTP)  during  wet  weather  flow  and  deterioration of water quality in dry weather flow are the major problems of the study area. The  previous research studie s on this catchment emphasized to improve model forecast for better  management  of  urban  drainage  network  and  WWTP.  The  system  measurements  were assimilated in MIKE 1D (MIKE URBAN) model of Damhusåen catchment, Denmark using  data assimilation tool under MIK E ZERO to get more reliable model forecast. The  general  filtering  algorithm  with  predefined  constant  weighting  function  is  used  to  assimilate discharge and water level measurements in drainage system. The model forecast is  corrected using observation s at  measurement locations to distribute model errors to the whole  state s of the drainage system. The flow is forecasted using the first order auto - regressive error  forecast  model  (AR1)  which  propagates  model  errors  at  measurement  locations  in  forecast  period.  The model errors  are estimated prior to time of forecast and used  in forecast period.  Furthermore, the  radar - based rainfall is applied and evaluated with rain gauge rainfall. The calibration was performed using hydrodynamic and advection dispersion model. The wet  weather and dry weather flow was calibrated and validated for four events. The concentration  of ammonia is calibrated for one event. The discharge is assimilated at tw o locations and the  volume error is significantly reduced up to 22%  and 6%  at verification location and inlet of WWTP, respectively. The water level measurements  are bias corrected using mean filed bias  adjustment (MFB) method. During water level assimilat ion, the volume error is only reduced  up to 2.3% and 0.9% at FT8182 and inlet of WWTP. The update forecast skill of model is improved up to 04 and 07 hours lead time at  assimilation  and v erification  location s as compared to without update. The average RMSE without and with  update as a function of forecast lead time are 0.128 m 3 /s, 0.240 m 3 /s and 0.060 m 3 /s, 0.198 m 3 /s  at  assimilation and  verification location s , respectively.  Furthermore, the impact of discharge  and water level assimilation on accumulated mass of ammonia per day at inlet of WWTP shows  reduction in mass up to 209.5  kg and 9.98  k g .  The  discharge and water level assimilation does  not have significant impact on  concentration and mass  of amm onia . Furthermore, t he radar data  is validated with rain gauge rainfall and the correlation coefficient is found more than 0.40 for  all  rain  gauges  except  one  station.  The  radar - based runoff  is  compared  with  rain  gauge  and  radar runoff is overestimated. Th e  mean filed bias (MFB) adjustment is done to correct  radar - based rainfall which shows a limited correction to  radar - based runoff. Moreover, the evaluation  of  data  assimilation  on  real - time  control  shows  the  minimum  volume  error  as  compared  to  other  scenarios.  This research  can  significantly  contribute  in  optimization  and  efficient  management of  urban drainage network and WWTP.</abstract>
  <note>A thesis submitted in partial fulfillment of the requirements for the  degree of Master of Engineering in Water Engineering and Management</note>
  <note>Thesis (M.Eng.) - Asian Institute of Technology, 2018</note>
  <subject authority="lcsh">
    <topic>Water treatment plants</topic>
    <geographic>Copenhagen</geographic>
  </subject>
  <subject authority="lcsh">
    <topic>Rain and rainfall</topic>
    <topic>Measurement</topic>
    <geographic>Copenhagen</geographic>
  </subject>
  <subject authority="lcsh">
    <topic>Ammonia</topic>
    <topic>Measurement</topic>
  </subject>
  <relatedItem type="series">
    <titleInfo>
      <title>Thesis;  no. WM-18-06</title>
    </titleInfo>
    <name type="corporate">
      <namePart>Asian Institute of Technology.</namePart>
      <namePart/>
    </name>
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  <identifier type="uri">http://203.159.5.9/ait-thesis/detail.php?q=B04463 </identifier>
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    <url displayLabel="Full-Text">http://203.159.5.9/ait-thesis/detail.php?q=B04463 </url>
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  <recordInfo>
    <recordCreationDate encoding="marc">200820</recordCreationDate>
    <recordChangeDate encoding="iso8601">20260818085733.0</recordChangeDate>
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