Geography
Document Type
Article
Abstract
Spatially continuous data products are essential for a number of applications including climate and hydrologic modeling, weather prediction, and water resource management. In this work, a distance-weighted interpolation method used to map daily rainfall and temperature in Hawaii is described and assessed. New high-resolution (250 m) maps were developed for daily rainfall and daily maximum (Tmax) and Minimum (Tmin) near-surface air temperature for the period 1990-2014. Maps were produced using climatologically aided interpolation, in which station anomalies were interpolated using an optimized inverse distance weighting approach and then combined with long-term means to produce daily gridded estimates. Leave-one-out cross validation was performed to assess the quality of the final daily grids. The median absolute prediction error for rainfall was 0.1 mm with an average overprediction (+0.6 mm) on days when total rainfall was less than 1 mm. On days with total rainfall greater than 1 mm, median absolute prediction errors were 2 mm and rainfall was typically underpredicted above the 10-mm threshold. For daily temperature, median absolute prediction errors were 3.1° and 2.8°C for Tmax and Tmin, respectively. On average, this method overpredicted Tmax (+1.1°C) and Tmin (+1.5°C), and errors varied considerably among stations. Errors for all variables exhibited significant seasonal variations. However, the annual range of errors was small. The methods presented here provide an effective approach for mapping daily weather fields in a topographically diverse region and improve on previous products in their spatial resolution, time period of coverage, and use of data.
Publication Title
Journal of Hydrometeorology
Publication Date
2019
Volume
20
Issue
3
First Page
489
Last Page
508
ISSN
1525-755X
DOI
10.1175/JHM-D-18-0112.1
Keywords
climate records, inverse methods, rainfall, temperature, time series
Repository Citation
Longman, Ryan J.; Frazier, Abby G.; Newman, Andrew J.; Giambelluca, Thomas W.; Schanzenbach, David; Kagawa-Viviani, Aurora; Needham, Heidi; Arnold, Jeffrey R.; and Clark, Martyn P., "High-resolution gridded daily rainfall and temperature for the Hawaiian Islands (1990-2014)" (2019). Geography. 13.
https://commons.clarku.edu/faculty_geography/13
Copyright Conditions
© Copyright 2019 American Meteorological Society (AMS). For permission to reuse any portion of this Work, please contact permissions@ametsoc.org. Any use of material in this Work that is determined to be “fair use” under Section 107 of the U.S. Copyright Act (17 U.S. Code § 107) or that satisfies the conditions specified in Section 108 of the U.S. Copyright Act (17 USC § 108) does not require the AMS’s permission. Republication, systematic reproduction, posting in electronic form, such as on a website or in a searchable database, or other uses of this material, except as exempted by the above statement, requires written permission or a license from the AMS. All AMS journals and monograph publications are registered with the Copyright Clearance Center (https://www.copyright.com). Additional details are provided in the AMS Copyright Policy statement, available on the AMS website (https://www.ametsoc.org/PUBSCopyrightPolicy). Must link to published article: https://doi.org/10.1175/JHM-D-18-0112.1
