Using big data analytics to synthesize research domains and identify emerging fields in urban climatology. (13th November 2020)
- Record Type:
- Journal Article
- Title:
- Using big data analytics to synthesize research domains and identify emerging fields in urban climatology. (13th November 2020)
- Main Title:
- Using big data analytics to synthesize research domains and identify emerging fields in urban climatology
- Authors:
- Huo, Fei
Xu, Li
Li, Yanping
Famiglietti, James S.
Li, Zhenhua
Kajikawa, Yuya
Chen, Fei - Abstract:
- Abstract: The growing concerns over urbanization and climate change have resulted in an exponential growth in publications on urban climatology in recent decades. However, an advanced synthesis that characterizes the existing studies is lacking. In this review, we used citation network analysis and a text mining approach to identify research trends and extract common research topics and the emerging domains in urban climatology. Based on the clustered networks, we found that aerosols and ozone, and urban heat island are the most popular topics. Together with other clusters, four emerging topical fields were identified: secondary organic aerosols, urban precipitation, flood risk and adaptation, and greenhouse gas emissions. The city case studies' geographical information was analyzed to explore the spatial–temporal patterns, especially in the emerging topical fields. Interdisciplinary research grew in recent years as the field of urban climatology expanded to interact with urban hydrology, health, energy issues, and social sciences. A few knowledge gaps were proposed: the lack of long‐term high‐temporal‐resolution observational data of organic aerosols for model validation and improvements, the need for predictions of urban effects on precipitation and extreme flooding events under climate change, and the lack of a framework for cooperation between physical sciences and social sciences under urban settings. To fill these gaps, we call for more observational data with highAbstract: The growing concerns over urbanization and climate change have resulted in an exponential growth in publications on urban climatology in recent decades. However, an advanced synthesis that characterizes the existing studies is lacking. In this review, we used citation network analysis and a text mining approach to identify research trends and extract common research topics and the emerging domains in urban climatology. Based on the clustered networks, we found that aerosols and ozone, and urban heat island are the most popular topics. Together with other clusters, four emerging topical fields were identified: secondary organic aerosols, urban precipitation, flood risk and adaptation, and greenhouse gas emissions. The city case studies' geographical information was analyzed to explore the spatial–temporal patterns, especially in the emerging topical fields. Interdisciplinary research grew in recent years as the field of urban climatology expanded to interact with urban hydrology, health, energy issues, and social sciences. A few knowledge gaps were proposed: the lack of long‐term high‐temporal‐resolution observational data of organic aerosols for model validation and improvements, the need for predictions of urban effects on precipitation and extreme flooding events under climate change, and the lack of a framework for cooperation between physical sciences and social sciences under urban settings. To fill these gaps, we call for more observational data with high spatial and temporal resolution, using high‐resolution models that adequately represent urban processes to conduct scenario analyses for urban planning, and the development of intellectual frameworks for better integration of urban climatology and social‐economical systems in cities. This article is categorized under: Climate, History, Society, Culture > Disciplinary Perspectives Abstract : A citation network is an information network which is constructed by numerous nodes and links that connect those nodes. Citation network analysis and knowledge mapping are used in this paper to identify common research topics in urban climatology. Although a large amount of the research was identified, the overall academic landscape showed that the studies are closely knit and are focused into a few core domains composed of eight major clusters. … (more)
- Is Part Of:
- Wiley interdisciplinary reviews. Volume 12:Number 1(2021)
- Journal:
- Wiley interdisciplinary reviews
- Issue:
- Volume 12:Number 1(2021)
- Issue Display:
- Volume 12, Issue 1 (2021)
- Year:
- 2021
- Volume:
- 12
- Issue:
- 1
- Issue Sort Value:
- 2021-0012-0001-0000
- Page Start:
- n/a
- Page End:
- n/a
- Publication Date:
- 2020-11-13
- Subjects:
- citation analysis -- knowledge mapping -- text mining -- thematic synthesis -- urban climate
Climatic changes -- Periodicals
Climatic changes
Periodicals
363.7387405 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1757-7799 ↗
http://www3.interscience.wiley.com/journal/123201100/home ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/wcc.688 ↗
- Languages:
- English
- ISSNs:
- 1757-7780
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 9317.862400
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 24404.xml