{"title":"Detecting marine heatwaves below the sea surface globally using dynamics-guided statistical learning","authors":"Xiang Zhang, Furong Li, Zhao Jing, Bohai Zhang, Xiaohui Ma, Tianshi Du","doi":"10.1038/s43247-024-01769-x","DOIUrl":"10.1038/s43247-024-01769-x","url":null,"abstract":"Extreme warm water events, known as marine heatwaves, cause a variety of adverse impacts on the marine ecosystem. They are occurring more and more frequently across the global ocean. Yet monitoring marine heatwaves below the sea surface is still challenging due to the sparsity of in situ temperature observations. Here, we propose a statistical learning method guided by ocean dynamics and optimal prediction theory, to detect subsurface marine heatwaves based on the observable sea surface temperature and sea surface height. This dynamics-guided statistical learning method shows good skills in detecting subsurface marine heatwaves in the oceanic epipelagic zone over many parts of the global ocean. It outperforms both the classical ordinary least square regression and popular deep learning methods that do not effectively exploit ocean dynamics, with clear dynamical interpretation for its outperformance. Our study provides a useful statistical learning method for near real-time monitoring of subsurface marine heatwaves at a global scale and highlights the importance of exploiting ocean dynamics for enhancing the efficiency and interpretability of statistical learning. Subsurface marine heatwaves in the oceanic epipelagic zone can be detected based on satellite-measured sea surface temperature and height anomalies, by using a statistical learning method guided by ocean dynamics.","PeriodicalId":10530,"journal":{"name":"Communications Earth & Environment","volume":" ","pages":"1-9"},"PeriodicalIF":8.1,"publicationDate":"2024-10-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43247-024-01769-x.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142566011","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jefferson A. Riera, Ricardo M. Lima, Justin Ezekiel, P. Martin Mai, Omar Knio
{"title":"Addressing extreme weather events for the renewable power-water-heating sectors in Neom, Saudi Arabia","authors":"Jefferson A. Riera, Ricardo M. Lima, Justin Ezekiel, P. Martin Mai, Omar Knio","doi":"10.1038/s43247-024-01777-x","DOIUrl":"10.1038/s43247-024-01777-x","url":null,"abstract":"A renewable energy design optimization model is proposed to plan investments in power, water, and heat technologies. The intermittent nature of renewables requires that these models capture the variability and complementarity of resources at high spatial and temporal resolutions. However, most planning models use time-series reduction methods that, while capturing data variance, often smooth out extreme weather or demand patterns. To account for extreme patterns and design reliable energy systems, we propose a clustering-optimization framework that considers extreme weather days. This framework is applied to design an integrated multi-sector energy system for the Neom region in Saudi Arabia. Our results show that fully renewable systems designed without considering extreme days could not meet demands and instead required external power or water supplies during a post-optimization simulation. Once extreme days were considered in the optimization, system reliability increased at the expense of larger generation and storage capacity investments. In the Neom region of Saudia Arabia, renewable power systems designed without considering extreme weather days do not meet the demands and require external energy or water supplies according to the data-driven approach combining cost and technical parameters and renewable resource availability.","PeriodicalId":10530,"journal":{"name":"Communications Earth & Environment","volume":" ","pages":"1-13"},"PeriodicalIF":8.1,"publicationDate":"2024-10-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43247-024-01777-x.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142565996","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jianqing Wang, Josep Peñuelas, Xiuzhen Shi, Yuan Liu, Manuel Delgado Baquerizo, Jiaoyan Mao, Guoyou Zhang, Cheng Liu, Genxing Pan
{"title":"Soil microbial biodiversity supports the delivery of multiple ecosystem functions under elevated CO2 and warming","authors":"Jianqing Wang, Josep Peñuelas, Xiuzhen Shi, Yuan Liu, Manuel Delgado Baquerizo, Jiaoyan Mao, Guoyou Zhang, Cheng Liu, Genxing Pan","doi":"10.1038/s43247-024-01767-z","DOIUrl":"10.1038/s43247-024-01767-z","url":null,"abstract":"The contribution of the soil microbes to agroecosystem multifunctionality under global change remains poorly understood. Here, based on data from a field experiment involving elevated carbon dioxide (CO2) and warming in a rice-wheat agroecosystem, we found that soil microbes influence the impact of climate change on agroecosystem functions. The stability of food production during the rice season increased under elevated CO2 but decreased under warming, with no significant changes in the wheat season. The interactive influences of elevated CO2 and warming on agroecosystem multifunctionality were found to be minimal. The abundance of soil fungi and nematode was associated with agroecosystem stability during the rice and wheat seasons, respectively. Soil archaeal diversity and bacterial abundance were linked to agroecosystem multifunctionality in the rice and wheat seasons, respectively. Our work proves the positive effects of soil microbes on agroecosystem functions and highlights the implications of maintaining microbial diversity for agroecosystem health under climate change. Under elevated CO2 and temperature conditions, agroecosystem stability is closely associated with soil fungal and nematode abundance during the rice and wheat growing season respectively, according to field data from a rice-wheat agroecosystem experiment in Jiangsu Province, China.","PeriodicalId":10530,"journal":{"name":"Communications Earth & Environment","volume":" ","pages":"1-9"},"PeriodicalIF":8.1,"publicationDate":"2024-10-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43247-024-01767-z.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142566004","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jozsef Szilagyi, Yongqiang Zhang, Ning Ma, Richard D. Crago, Russell J. Qualls, Janos Jozsa
{"title":"Diminishing control of evaporation on rising land surface temperature of the Earth","authors":"Jozsef Szilagyi, Yongqiang Zhang, Ning Ma, Richard D. Crago, Russell J. Qualls, Janos Jozsa","doi":"10.1038/s43247-024-01796-8","DOIUrl":"10.1038/s43247-024-01796-8","url":null,"abstract":"Evaporation rates and land surface temperatures can be modified by planned water availability as well as land use and land cover changes. In general, a higher evaporation rate via its associated latent heat flux yields a cooler surface. Here we demonstrate that increasing energy at the land surface necessitates more intense latent heat fluxes for the same unit degree of surface cooling. When the wet-surface temperature is around 25 °C, a unit drop in land surface temperature requires about twice as much water to evaporate than when it is only 10 °C. As a consequence, today an estimated 5 ± 3% of extra water may be needed to evaporate globally for the same cooling effect as before the industrial era when near surface air temperature over land was about 1.5 °C cooler on average. This increase is a magnitude larger than what the thermal properties of water explain. Increasing energy at the land surface impacts global evaporation rates and surface temperatures, necessitating 5 ± 3% extra water to evaporate at the present-day for the same cooling effect, according to analysis of the latent heat flux required for surface temperature reduction through an adiabatic process.","PeriodicalId":10530,"journal":{"name":"Communications Earth & Environment","volume":" ","pages":"1-8"},"PeriodicalIF":8.1,"publicationDate":"2024-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43247-024-01796-8.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142525706","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Chi-Yuen Wang, Lee-Ping Wang, Michael Manga, Xiuyu Liang
{"title":"Groundwater-surface interaction amplified post-seismic streamflow fluctuation","authors":"Chi-Yuen Wang, Lee-Ping Wang, Michael Manga, Xiuyu Liang","doi":"10.1038/s43247-024-01735-7","DOIUrl":"10.1038/s43247-024-01735-7","url":null,"abstract":"Following the 2014 South Napa earthquake near the end of a long drought in Central California, streamflow in Sonoma Creek increased and showed amplified daily fluctuation. However, no such changes occurred in the shallow groundwater. Here we show that the amplified fluctuation reflected increased interaction between the post-seismic rising water table and plant roots in the riparian zone, according to results from numerical simulation constrained by streamflow data and hydraulic properties of riparian sediments. Evapotranspiration during the day kept the water table low beneath the riparian zone, lowering the discharge to the stream. At night, the water table rose and increased discharge to the stream. The study also show substantial spatial difference in earthquake-induced interactions between groundwater and the surface, which may influence our understanding of the spatial scale of earthquake impacts on vegetation and ecosystems. The 2014 South Napa earthquake in California caused increased streamflow and diurnal fluctuations in Sonoma Creek due to amplified interaction between rising water table and plant roots in the riparian zone, according to results from numerical simulations constrained by streamflow record and hydraulic properties of the riparian sediments.","PeriodicalId":10530,"journal":{"name":"Communications Earth & Environment","volume":" ","pages":"1-8"},"PeriodicalIF":8.1,"publicationDate":"2024-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43247-024-01735-7.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142519176","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Le-Zheng Qin, Zhaxi Suonan, Fei Zhang, Seung Hyeon Kim, Hye Gwang Kim, Kun-Seop Lee
{"title":"Macrophyte litter mixtures mediate decomposition processes in coastal sediments","authors":"Le-Zheng Qin, Zhaxi Suonan, Fei Zhang, Seung Hyeon Kim, Hye Gwang Kim, Kun-Seop Lee","doi":"10.1038/s43247-024-01789-7","DOIUrl":"10.1038/s43247-024-01789-7","url":null,"abstract":"Understanding litter decomposition processes in coastal macrophyte habitats is critically important for predicting ecosystem functioning. However, decomposition processes of litter mixtures in coastal habitats remain largely unexplored. Here, we evaluated the litter mixture effects on the decomposition of six marine macrophytes (two seagrasses and four macroalgae) through in situ litter-mixing experiments with five levels of litter species richness and 36 different litter compositions. We found that the litter species identity and composition, rather than species richness, were crucial in structuring benthic faunal communities. Macroalgal litter, particularly Sargassum sp., hosted higher numbers of polychaetes and crustaceans than seagrass litter. More macroalgal presence induced faster decomposition rates of seagrass litter in the late stage, but not in the early stage. These findings suggest that changes in macrophyte diversity and composition can alter decomposition processes and, consequently, the sediment organic carbon stock through the transition of litter sources and benthic faunas. Presence of macroalgal litter triggers changes in benthic faunal communities and seagrass litter decomposition processes, resulting in alterations of the long-term sediment organic carbon stock, according to in-situ litter-mixing experiments with marine macrophytes.","PeriodicalId":10530,"journal":{"name":"Communications Earth & Environment","volume":" ","pages":"1-14"},"PeriodicalIF":8.1,"publicationDate":"2024-10-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43247-024-01789-7.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142519179","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Forecasting trends in food security with real time data","authors":"Joschka Herteux, Christoph Raeth, Giulia Martini, Amine Baha, Kyriacos Koupparis, Ilaria Lauzana, Duccio Piovani","doi":"10.1038/s43247-024-01698-9","DOIUrl":"10.1038/s43247-024-01698-9","url":null,"abstract":"Early warning systems are an essential tool for effective humanitarian action. Advance warnings on impending disasters facilitate timely and targeted response which help save lives and livelihoods. In this work we present a quantitative methodology to forecast levels of food consumption for 60 consecutive days, at the sub-national level, in four countries: Mali, Nigeria, Syria, and Yemen. The methodology is built on publicly available data from the World Food Programme’s global hunger monitoring system which collects, processes, and displays daily updates on key food security metrics, conflict, weather events, and other drivers of food insecurity. In this study we assessed the performance of various models including Autoregressive Integrated Moving Average (ARIMA), Extreme Gradient Boosting (XGBoost), Long Short Term Memory (LSTM) Network, Convolutional Neural Network (CNN), and Reservoir Computing (RC), by comparing their Root Mean Squared Error (RMSE) metrics. Our findings highlight Reservoir Computing as a particularly well-suited model in the field of food security given both its notable resistance to over-fitting on limited data samples and its efficient training capabilities. The methodology we introduce establishes the groundwork for a global, data-driven early warning system designed to anticipate and detect food insecurity. Levels of food consumption for the next 60 consecutive days can be forecast for Mali, Nigeria, Syria, and Yemen, using a machine-learning methodology that combines publicly available ecological, social-economic, and conflict-related data.","PeriodicalId":10530,"journal":{"name":"Communications Earth & Environment","volume":" ","pages":"1-13"},"PeriodicalIF":8.1,"publicationDate":"2024-10-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43247-024-01698-9.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142519175","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Anbo Luo, Guangyi Sun, Stephen E. Grasby, Runsheng Yin
{"title":"Large igneous provinces played a major role in oceanic oxygenation events during the mid-Proterozoic","authors":"Anbo Luo, Guangyi Sun, Stephen E. Grasby, Runsheng Yin","doi":"10.1038/s43247-024-01780-2","DOIUrl":"10.1038/s43247-024-01780-2","url":null,"abstract":"Low atmospheric oxygen levels during the mid-Proterozoic were occasionally interrupted by transient high oxygen levels. The cause of mid-Proterozoic ocean redox variability remains unclear. Here we investigate mercury chemostratigraphy across the Jixian section of North China Craton through two oxygenation intervals. Abnormal spikes in mercury concentration and excursions of mercury isotopes are observed in the Dahongyu and Hongshuizhuang formations, which occur just below the two oxygenation intervals, respectively. These mercury anomalies suggest that the two oxygenation events were preceded by subaerial volcanism. Furthermore, the two oxygenation intervals show increased nutrient concentrations and negative shifts in mercury isotopes, indicating that enhanced weathering and terrestrial nutrient influx occurred during oxygenation intervals. We infer that in the breakup setting of the Columbia supercontinent, large igneous province volcanism and its efficient low-latitude weathering could rapidly increase terrestrial nutrient influx into the ocean, promoting oceanic productivity and a pulsed rise in oxygen levels. Mesoproterozoic oxygenation events were driven by volcanic eruptions from large igneous provinces, according to geochemical analysis of Hg isotopes and concentrations from 1620 to 1460 million-year-old rocks from the Jixian Section in the North China Craton.","PeriodicalId":10530,"journal":{"name":"Communications Earth & Environment","volume":" ","pages":"1-10"},"PeriodicalIF":8.1,"publicationDate":"2024-10-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43247-024-01780-2.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142519193","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Coastal urbanization may indirectly positively impact growth of mangrove forests","authors":"Shan Wei, Hongsheng Zhang, Zhenci Xu, Guanghui Lin, Yinyi Lin, Xindan Liang, Jing Ling, Alison Kim Shan Wee, Hui Lin, Yuyu Zhou, Peng Gong","doi":"10.1038/s43247-024-01776-y","DOIUrl":"10.1038/s43247-024-01776-y","url":null,"abstract":"Coastal urbanization is a key driver of mangrove loss, yet its global impacts on mangroves have yet to be thoroughly understood. Here we present a fine-scale assessment of the hidden impacts of urbanization on mangroves mediated by climate, and the joint effects of urbanization and climate at the global scale. Surprisingly, both urbanization and climate had positive impacts on mangrove growth and carbon stock in some regions, which is different from the general belief of the adverse impacts from previous research. In total, 27.3% of global mangroves received positive impacts from urbanization regarding their extent and carbon stock, among which 59.5% are indirectly mediated by climate. Moreover, mangroves in subtropical/temperate climate zones experienced more indirect positive impacts from urbanization, which enhances local climate conditions for growth by altering temperature, rainfall and sea levels. These findings suggest the feasibility of facilitating mangrove conservation through effective urban planning to achieve coastal sustainability. Mangroves may indirectly benefit from coastal urbanization in some areas due to more favorable local climatic conditions for growth, according to modeling of urbanization, climate, and mangrove growth causal relationships.","PeriodicalId":10530,"journal":{"name":"Communications Earth & Environment","volume":" ","pages":"1-11"},"PeriodicalIF":8.1,"publicationDate":"2024-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43247-024-01776-y.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142451303","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Raphaël Savelli, Vincent Le Fouest, Mélanie Becker, Garance Perrois, Fabienne Rousset, Christine Dupuy, Marc Simard, Dimitris Menemenlis
{"title":"Warming could shift the phenological responses of benthic microalgae in temperate intertidal zones","authors":"Raphaël Savelli, Vincent Le Fouest, Mélanie Becker, Garance Perrois, Fabienne Rousset, Christine Dupuy, Marc Simard, Dimitris Menemenlis","doi":"10.1038/s43247-024-01764-2","DOIUrl":"10.1038/s43247-024-01764-2","url":null,"abstract":"Intertidal mudflats colonized by sediment-dwelling microphytobenthos deliver a wide range of ecosystem services. Here we simulate the response of microphytobenthos, located on a temperate tidal mudflat along the French Atlantic coast in Northwestern Europe, exposed to changes in light, temperature, and sea level conditions predicted by the Intergovernmental Panel on Climate Change. Without sea level rise, microphytobenthos benefit from the balancing effect of net primary production fluctuations, experiencing an increase in winter and a decrease in summer. Under the worst emissions scenario, microphytobenthos bloom up to 14 days earlier in spring and 5 days later in fall, thereby extending the low-level microphytobenthos biomass period by an additional 3 weeks in summer. Sea level rise reduces light exposure leading to a pronounced decline in microphytobenthos under the medium-low emissions and worst emissions scenarios. We provide evidence that the anticipated warmer climate and sea level rise will have an impact on microphytobenthos, potentially triggering cascading effects across the entire food web and disrupting ecosystem services. Under the worst-case emission scenario, benthic microalgae from temperate mudflats are projected to bloom earlier in spring and later in the fall, and lack of light due to sea level rise may lead to overall decline, according to a coupled physical-biological model and climate scenarios.","PeriodicalId":10530,"journal":{"name":"Communications Earth & Environment","volume":" ","pages":"1-10"},"PeriodicalIF":8.1,"publicationDate":"2024-10-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s43247-024-01764-2.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142451317","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}