Digitizing Mt. Washington INPs Time Series Data

dc.contributor.authorStretesky, Denver
dc.contributor.departmentChalmers tekniska högskola / Institutionen för rymd-, geo- och miljövetenskapsv
dc.contributor.departmentChalmers University of Technology / Department of Space, Earth and Environmenten
dc.contributor.examinerIckes , Luisa
dc.contributor.supervisorIckes, Luisa
dc.date.accessioned2025-02-13T08:29:02Z
dc.date.available2025-02-13T08:29:02Z
dc.date.issued2024
dc.date.submitted
dc.description.abstractAs technology in computing has advanced, it has opened many new tools to aid researchers. Among these tools is neural networks. These will be utilized to digitize an old handwritten dataset taken from Mt. Washington Observatory. This dataset spans over 20 years and has the potential to aid our understanding of ice nucleating particles and their effects. Three overarching steps were identified when digitizing handwritten data: pre-processing, classification, and post-processing. The first two will be focused on here as they are the most important to the digitization process. It was also discovered how the errors in the pre-processing and classification affect the final model accuracy.
dc.identifier.coursecodeseex30
dc.identifier.urihttp://hdl.handle.net/20.500.12380/309124
dc.language.isoeng
dc.setspec.uppsokLifeEarthScience
dc.subjectDigitizing Mt. Washington INPs Time Series Data
dc.titleDigitizing Mt. Washington INPs Time Series Data
dc.type.degreeExamensarbete för masterexamensv
dc.type.degreeMaster's Thesisen
dc.type.uppsokH
local.programmeÖvrigt, MSc
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