Michel Rwema, Bonfils Safari, Marko Laine, Mouhamadou Bamba Sylla, Lassi Roininen
{"title":"卢旺达东部省份的气温趋势和变率","authors":"Michel Rwema, Bonfils Safari, Marko Laine, Mouhamadou Bamba Sylla, Lassi Roininen","doi":"10.1002/joc.8793","DOIUrl":null,"url":null,"abstract":"<p>This study investigates air temperature trends and variability over the Eastern Province of Rwanda and its derived near-homogeneous zones for 1983–2021. Near-homogeneous zones are obtained using the K-means clustering method to classify annual long-term means of rainfall and minimum, maximum and mean temperatures from 570 grid cells in the Eastern Province. Changes in monthly, seasonal and annual minimum, maximum, and mean temperatures are computed with a 95% confidence interval using a dynamic linear state-space model. This model effectively captures temporal patterns by linking hidden states that evolve over time to observed measurements while accounting for random fluctuations. Additionally, temporal variability is assessed using standard deviation. In Eastern Rwanda, annual minimum and mean temperatures have risen to 2.95°C (confidence interval: [1.64–4.45]) and 1.87°C (confidence interval: [0.61–3.19]), respectively. A significant increase in seasonal minimum temperature is observed in all seasons, the June–July–August season presenting the highest value of 3.37 [1.75–4.81]°C. The seasonal mean and the annual maximum temperature have not significantly changed. Minimum temperature displays notable nonlinearity in its time-varying trends, remaining relatively stable during 1990–2010 before experiencing a pronounced warming trend thereafter. Over the three identified zones (1. Northwestern, 2. Central and 3. Southeastern), a significant increase in seasonal and annual minimum temperature is observed in the Northwestern and Southeastern zones. The highest increases are in the Northwestern zone, June–July–August season having 4.07 [2.26–6.08]°C. The seasonal and annual minimum, maximum and mean temperatures vary relatively little, with a standard deviation of less than 1°C in all zones. The seasonal and annual minimum and mean temperature increase over the Northwestern zone is dominant over the Eastern Province. This study identifies climate change vulnerable areas in Eastern Rwanda, offering vital insights to guide policy and decision-makers in supporting affected communities while enhancing resilience and informing future climate research.</p>","PeriodicalId":13779,"journal":{"name":"International Journal of Climatology","volume":"45 6","pages":""},"PeriodicalIF":3.5000,"publicationDate":"2025-02-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/joc.8793","citationCount":"0","resultStr":"{\"title\":\"Trends and Variability of Temperatures in the Eastern Province of Rwanda\",\"authors\":\"Michel Rwema, Bonfils Safari, Marko Laine, Mouhamadou Bamba Sylla, Lassi Roininen\",\"doi\":\"10.1002/joc.8793\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>This study investigates air temperature trends and variability over the Eastern Province of Rwanda and its derived near-homogeneous zones for 1983–2021. Near-homogeneous zones are obtained using the K-means clustering method to classify annual long-term means of rainfall and minimum, maximum and mean temperatures from 570 grid cells in the Eastern Province. Changes in monthly, seasonal and annual minimum, maximum, and mean temperatures are computed with a 95% confidence interval using a dynamic linear state-space model. This model effectively captures temporal patterns by linking hidden states that evolve over time to observed measurements while accounting for random fluctuations. Additionally, temporal variability is assessed using standard deviation. In Eastern Rwanda, annual minimum and mean temperatures have risen to 2.95°C (confidence interval: [1.64–4.45]) and 1.87°C (confidence interval: [0.61–3.19]), respectively. A significant increase in seasonal minimum temperature is observed in all seasons, the June–July–August season presenting the highest value of 3.37 [1.75–4.81]°C. The seasonal mean and the annual maximum temperature have not significantly changed. Minimum temperature displays notable nonlinearity in its time-varying trends, remaining relatively stable during 1990–2010 before experiencing a pronounced warming trend thereafter. Over the three identified zones (1. Northwestern, 2. Central and 3. Southeastern), a significant increase in seasonal and annual minimum temperature is observed in the Northwestern and Southeastern zones. The highest increases are in the Northwestern zone, June–July–August season having 4.07 [2.26–6.08]°C. The seasonal and annual minimum, maximum and mean temperatures vary relatively little, with a standard deviation of less than 1°C in all zones. The seasonal and annual minimum and mean temperature increase over the Northwestern zone is dominant over the Eastern Province. This study identifies climate change vulnerable areas in Eastern Rwanda, offering vital insights to guide policy and decision-makers in supporting affected communities while enhancing resilience and informing future climate research.</p>\",\"PeriodicalId\":13779,\"journal\":{\"name\":\"International Journal of Climatology\",\"volume\":\"45 6\",\"pages\":\"\"},\"PeriodicalIF\":3.5000,\"publicationDate\":\"2025-02-17\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://onlinelibrary.wiley.com/doi/epdf/10.1002/joc.8793\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal of Climatology\",\"FirstCategoryId\":\"89\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1002/joc.8793\",\"RegionNum\":3,\"RegionCategory\":\"地球科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"METEOROLOGY & ATMOSPHERIC SCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Climatology","FirstCategoryId":"89","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/joc.8793","RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"METEOROLOGY & ATMOSPHERIC SCIENCES","Score":null,"Total":0}
Trends and Variability of Temperatures in the Eastern Province of Rwanda
This study investigates air temperature trends and variability over the Eastern Province of Rwanda and its derived near-homogeneous zones for 1983–2021. Near-homogeneous zones are obtained using the K-means clustering method to classify annual long-term means of rainfall and minimum, maximum and mean temperatures from 570 grid cells in the Eastern Province. Changes in monthly, seasonal and annual minimum, maximum, and mean temperatures are computed with a 95% confidence interval using a dynamic linear state-space model. This model effectively captures temporal patterns by linking hidden states that evolve over time to observed measurements while accounting for random fluctuations. Additionally, temporal variability is assessed using standard deviation. In Eastern Rwanda, annual minimum and mean temperatures have risen to 2.95°C (confidence interval: [1.64–4.45]) and 1.87°C (confidence interval: [0.61–3.19]), respectively. A significant increase in seasonal minimum temperature is observed in all seasons, the June–July–August season presenting the highest value of 3.37 [1.75–4.81]°C. The seasonal mean and the annual maximum temperature have not significantly changed. Minimum temperature displays notable nonlinearity in its time-varying trends, remaining relatively stable during 1990–2010 before experiencing a pronounced warming trend thereafter. Over the three identified zones (1. Northwestern, 2. Central and 3. Southeastern), a significant increase in seasonal and annual minimum temperature is observed in the Northwestern and Southeastern zones. The highest increases are in the Northwestern zone, June–July–August season having 4.07 [2.26–6.08]°C. The seasonal and annual minimum, maximum and mean temperatures vary relatively little, with a standard deviation of less than 1°C in all zones. The seasonal and annual minimum and mean temperature increase over the Northwestern zone is dominant over the Eastern Province. This study identifies climate change vulnerable areas in Eastern Rwanda, offering vital insights to guide policy and decision-makers in supporting affected communities while enhancing resilience and informing future climate research.
期刊介绍:
The International Journal of Climatology aims to span the well established but rapidly growing field of climatology, through the publication of research papers, short communications, major reviews of progress and reviews of new books and reports in the area of climate science. The Journal’s main role is to stimulate and report research in climatology, from the expansive fields of the atmospheric, biophysical, engineering and social sciences. Coverage includes: Climate system science; Local to global scale climate observations and modelling; Seasonal to interannual climate prediction; Climatic variability and climate change; Synoptic, dynamic and urban climatology, hydroclimatology, human bioclimatology, ecoclimatology, dendroclimatology, palaeoclimatology, marine climatology and atmosphere-ocean interactions; Application of climatological knowledge to environmental assessment and management and economic production; Climate and society interactions