DATA EXPLORATION;
TIME-SERIES;
VISUALIZATION;
PATTERNS;
D O I:
10.1111/cgf.12650
中图分类号:
TP31 [计算机软件];
学科分类号:
081202 ;
0835 ;
摘要:
Weather conditions affect multiple aspects of human life such as economy, safety, security, and social activities. For this reason, weather forecast plays a major role in society. Currently weather forecasts are based on Numerical Weather Prediction (NWP) models that generate a representation of the atmospheric flow. Interactive visualization of geo-spatial data has been widely used in order to facilitate the analysis of NWP models. This paper presents a visualization system for the analysis of spatio-temporal patterns in short-term weather forecasts. For this purpose, we provide an interactive visualization interface that guides users from simple visual overviews to more advanced visualization techniques. Our solution presents multiple views that include a timeline with geo-referenced maps, an integrated webmap view, a forecast operation tool, a curve-pattern selector, spatial filters, and a linked meteogram. Two key contributions of this work are the timeline with geo-referenced maps and the curve-pattern selector. The latter provides novel functionality that allows users to specify and search for meaningful patterns in the data. The visual interface of our solution allows users to detect both possible weather trends and errors in the weather forecast model. We illustrate the usage of our solution with a series of case studies that were designed and validated in collaboration with domain experts.
机构:
Inst Dev Studies Kolkata, 27-D,DD Block,Sect 1, Kolkata 700064, W Bengal, IndiaInst Dev Studies Kolkata, 27-D,DD Block,Sect 1, Kolkata 700064, W Bengal, India
机构:
Calis Univ Kalisz, Fac Social Sci, Kalisz, PolandCalis Univ Kalisz, Fac Social Sci, Kalisz, Poland
Krzysko, Miroslaw
Nijkamp, Peter
论文数: 0引用数: 0
h-index: 0
机构:
Open Univ, Fac Management, Heerlen, Netherlands
Alexandru Ioan Cuza Univ, Ctr European Studies, Iasi, RomaniaCalis Univ Kalisz, Fac Social Sci, Kalisz, Poland
Nijkamp, Peter
Ratajczak, Waldemar
论文数: 0引用数: 0
h-index: 0
机构:
Adam Mickiewicz Univ, Fac Socioecon Geog & Spatial Management, Poznan, PolandCalis Univ Kalisz, Fac Social Sci, Kalisz, Poland
Ratajczak, Waldemar
Wolynski, Waldemar
论文数: 0引用数: 0
h-index: 0
机构:
Adam Mickiewicz Univ, Fac Math & Comp Sci, Poznan, PolandCalis Univ Kalisz, Fac Social Sci, Kalisz, Poland
Wolynski, Waldemar
Wenerska, Beata
论文数: 0引用数: 0
h-index: 0
机构:
Calis Univ Kalisz, Fac Social Sci, Kalisz, PolandCalis Univ Kalisz, Fac Social Sci, Kalisz, Poland