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Impact of Weather Factors on Airport Arrival Rates: Application of Machine Learning in Air Transportation



Details

  • Journal Title:
    Journal of Aviation Technology and Engineering
  • Personal Author:
  • NOAA Program & Office:
  • Description:
    Weather is responsible for approximately 70% of air transportation delays in the National Airspace System, and delays resulting from convective weather alone cost airlines and passengers millions of dollars each year due to delays that could be avoided. This research sought to establish relationships between environmental variables and airport efficiency estimates by data mining archived weather and airport performance data at ten geographically and climatologically different airports. Several meaningful relationships were discovered from six out of ten airports using various machine learning methods within an overarching data mining protocol, and the developed models were tested using historical data.
  • Source:
    Journal of Aviation Technology and Engineering, 12(2)
  • DOI:
  • ISSN:
    2159-6670
  • Format:
    pdf
  • Publisher:
    Purdue University (bepress)
  • Document Type:
    Journal Article
  • Rights Information:
    Other
  • Compliance:
    Library
  • Main Document Checksum:
    urn:sha-512:f1698b78676bc35572c6622ec5a14b576841f86c26c8b677c235f25ebca24ba741ef6985d7be1d1a07f3d972aa7937e4ed93f43037ee9b3e46777a5de15f8ec0
  • Download URL:
  • File Type:
    Filetype[PDF - 1.75 MB ]
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