4.8 Review

Non-perennial segments in river networks

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Light and hydrologic connectivity drive dissolved oxygen synchrony in stream networks

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No post-drought recovery of the macroinvertebrate community after five months upon rewetting of an irregularly intermittent Apennine River (Aterno River)

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Summary: The combined effects of global changes and increasing water demand are causing watercourses to become more intermittent, with significant impacts on freshwater biota and ecosystem processes. This study investigated the recovery dynamics of benthic invertebrates after a drought period of five months. The findings showed that recolonization was limited and partial, resulting in lower richness and abundance compared to the pre-drought community. The observed recolonization pattern was mainly influenced by aerial dispersal from downstream perennial areas. These findings highlight the drastic changes in community structure and composition caused by increasing intermittence, with negative effects on key ecosystem processes.

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Dynamics of streamflow permanence in a headwater network: Insights from catchment-scale model simulations

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Summary: This study expanded the understanding of streamflow permanence in headwater systems by developing a process-based, catchment-scale hydrologic model that identified the controls of streamflow expansion and contraction in a headwater network. The model simulated that streamflow permanence was highly dynamic in first-order reaches, with the simulated stream network length ranging from nearly 98% ± 2% of the geomorphic channel extent during wet periods to nearly 50% ± 10% during dry periods. The study also revealed a discharge threshold above which the rate of streamflow expansion decreased significantly during high-flow periods.

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Article Multidisciplinary Sciences

A global transition to flash droughts under climate change

Xing Yuan et al.

Summary: Flash droughts have become increasingly common worldwide, posing challenges to drought monitoring and prediction. The intensification of droughts has accelerated over subseasonal time scales, leading to a transition towards more flash droughts in 74% of global regions over the past 64 years. This transition is linked to amplified anomalies in evapotranspiration and precipitation deficit due to human-induced climate change. In the future, this transition is expected to expand to most land areas, with greater increases under higher-emission scenarios. These findings highlight the urgency of adapting to faster-onset droughts in a warmer future.

SCIENCE (2023)

Article Limnology

Increasing heatwave frequency in streams and rivers of the United States

Spencer J. Tassone et al.

Summary: The frequency of heatwaves in rivers has been increasing in the United States, particularly in summer and fall, in mid- to high-order streams, and at free-flowing sites and sites above a reservoir. This increase in frequency is accompanied by an increase in moderate strength heatwaves and a doubling of the annual mean total number of heatwave days at a site. These heatwaves are often associated with normal or below-normal discharge conditions and occur at sites with lower mean annual discharge.

LIMNOLOGY AND OCEANOGRAPHY LETTERS (2023)

Article Biology

Causes, Responses, and Implications of Anthropogenic versus Natural Flow Intermittence in River Networks

Thibault Datry et al.

Summary: Intermittent rivers are the predominant type of running waters on Earth, and human-induced flow intermittence (AFI) has unique hydrological and biological impacts. This review examines the causes and alterations of drying in AFI compared to natural flow intermittence (NFI), evaluates the differences in biodiversity responses, ecological functions, and ecosystem services between the two, and highlights knowledge gaps and management needs related to AFI.

BIOSCIENCE (2023)

Article Ecology

Isolation controls reestablishment mechanisms and post-drying community structure in an intermittent stream

Robert J. J. Fournier et al.

Summary: Biota in disturbance-prone landscapes have developed various strategies to persist long term, either locally or by regional recolonization. Habitat fragmentation and isolation can limit recolonization pathways and impact community reestablishment. This study investigates the effects of isolation on invertebrate community recolonization in a pristine intermittent stream.

ECOLOGY (2023)

Article Engineering, Environmental

Spatial distribution and pollution evaluation in dry riverbeds affected by mine tailings

J. G. Cuevas et al.

Summary: The objective of this study was to assess the pollution level, sources, and potential risk of heavy metals and arsenic in four dry riverbeds affected by mine tailing. Various analytical techniques and indices were used to identify the sources of contamination and assess the pollution status. The results indicated that the mine wastes were the main source of metal(loid) contamination in the dry riverbeds.

ENVIRONMENTAL GEOCHEMISTRY AND HEALTH (2023)

Article Environmental Sciences

It's dry, it has fewer charms!: Do perceptions and values of intermittent rivers interact with their management?

Marylise Cottet et al.

Summary: This paper investigates the interactions between perceptions, values, and management of intermittent rivers by conducting interviews and mental mapping exercises with stakeholders along the Albarine River in France. The results reveal a devaluation and neglect of intermittent sections in favor of perennial ones, as well as a lack of consideration for the future of intermittent rivers and their value in the context of climate change.

ENVIRONMENTAL SCIENCE & POLICY (2023)

Article Biology

Citizen scientists can help advance the science and management of intermittent rivers and ephemeral streams

Amelie Truchy et al.

Summary: This article discusses how smartphone applications used by citizen scientists can be utilized to quantify the extent and occurrence of intermittent rivers and ephemeral streams. It introduces a new app, DRYRivERS, specifically designed for monitoring such rivers. Through case studies, it demonstrates the potential of citizen science in improving knowledge of these river ecosystems and guiding water management policies.

BIOSCIENCE (2023)

Article Geosciences, Multidisciplinary

A hydrological framework for persistent pools along non-perennial rivers

Sarah A. Bourke et al.

Summary: Persistent surface water pools along non-perennial rivers are essential water resources for plants, animals, and humans. This study presents a comprehensive framework for understanding the hydrology of these pools, including the key hydraulic mechanisms that control their persistence. Throughflow of alluvial water and groundwater discharge are identified as the main mechanisms, and various diagnostic tools are summarized and critiqued for their application in studying these hydraulic processes. The framework allows for assessing the vulnerability of river pools to climate change and groundwater extraction.

HYDROLOGY AND EARTH SYSTEM SCIENCES (2023)

Article Ecology

From meta-system theory to the sustainable management of rivers in the Anthropocene

Nuria Cid et al.

Summary: Regional-scale ecological processes in river networks are fundamental for biodiversity and ecosystem functioning, but are often overlooked in river management practices. A meta-system approach is proposed to integrate these processes into river conservation, restoration, and biomonitoring, with the implementation of relevant measurements and indicators. Alternative management strategies are needed to guide practitioners in applying recent advances in ecology to preserve and restore river ecosystems in the face of increasing alteration of river network connectivity worldwide.

FRONTIERS IN ECOLOGY AND THE ENVIRONMENT (2022)

Article Marine & Freshwater Biology

Local hydrological conditions and spatial connectivity shape invertebrate communities after rewetting in temporary rivers

David Pineda-Morante et al.

Summary: This study investigates the formation of invertebrate communities in temporarily rivers after rewetting and finds that both hydrological conditions and spatial connectivity play important roles. The frequency and duration of drying events decrease taxonomic and functional richness, while time since the most recent rewetting increases these metrics. Network connectivity shows a significant unimodal relationship with taxonomic and functional metrics, while the presence of nearby disconnected streams is negatively related to functional richness and functional dispersion.

HYDROBIOLOGIA (2022)

Article Biodiversity Conservation

Disentangling responses to natural stressor and human impact gradients in river ecosystems across Europe

Rachel Stubbington et al.

Summary: This study found that human impacts and natural drying both have effects on river ecosystems, impacting the health of aquatic invertebrate communities. By analyzing data, it was determined that biological diversity indicators play a crucial role in assessing ecological status.

JOURNAL OF APPLIED ECOLOGY (2022)

Article Biology

The terrestrial and semi-aquatic invertebrates of intermittent rivers and ephemeral streams

Alisha L. Steward et al.

Summary: Intermittent rivers and ephemeral streams (IRES) are common waterways worldwide, supporting diverse terrestrial and semi-aquatic invertebrate fauna. However, research on these organisms is limited due to their interdisciplinary nature. This paper reviews the current literature on IRES invertebrates and presents conceptual models to understand their response to hydrological changes. The models are tested using data from wet and dry phases in IRES from Australia and France. Collaboration among terrestrial and aquatic ecologists is encouraged to further explore these organisms and ecosystems.

BIOLOGICAL REVIEWS (2022)

Article Environmental Sciences

Alternative stable states and hydrological regime shifts in a large intermittent river

Sam Zipper et al.

Summary: Non-perennial rivers and streams are becoming more widespread, and the stability of streamflow in wet and dry conditions is unclear. An investigation in the Arkansas River (USA) revealed that groundwater levels are the primary control over the hydrological regime, and stabilizing feedbacks among upstream inflows, stream-aquifer interactions, climate, vegetation, and pumping create alternative wet and dry stable states.

ENVIRONMENTAL RESEARCH LETTERS (2022)

Article Ecology

Reconceptualizing the hyporheic zone for nonperennial rivers and streams

Amanda G. DelVecchia et al.

Summary: The passage discusses the importance of nonperennial hyporheic zones in aquatic ecosystems, highlighting the adaptability of hydrological and ecological definitions and their application to different surface conditions. It emphasizes the significance of understanding nonperennial hyporheic zones and recommends a multidisciplinary approach to explore their structure and function through holistic research.

FRESHWATER SCIENCE (2022)

Article Ecology

Aquatic invertebrate responses to riparian restoration and flow extremes in three degraded intermittent streams: An eight-year field experiment

Paul Reich et al.

Summary: Globally, riparian zones of many intermittent rivers and ephemeral streams have been severely degraded, with limited restoration efforts and assessments of desired responses and underlying mechanisms. An eight-year experiment in southeastern Australia showed that aquatic invertebrates did not significantly respond to riparian restoration, possibly due to severe drought conditions. The study highlights the importance of considering the impact of hydrological extremes and long-term effects on riparian restoration efforts in intermittent rivers and ephemeral streams.

FRESHWATER BIOLOGY (2022)

Article Green & Sustainable Science & Technology

Assessing placement bias of the global river gauge network

Corey A. Krabbenhoft et al.

Summary: The global river gauge network is biased towards large, perennial rivers, neglecting other important areas for freshwater conservation and water security. This bias weakens our understanding of key hydrologic processes and our ability to make informed water-management and policy decisions.

NATURE SUSTAINABILITY (2022)

Article Biodiversity Conservation

Ecological relevance of non-perennial rivers for the conservation of terrestrial and aquatic communities

Daniel Bruno et al.

Summary: The study evaluated the conservation value of nonperennial rivers and streams in one of Europe's driest regions, finding that these rivers and streams have higher conservation value when considering both aquatic and terrestrial taxa, highlighting the need to integrate terrestrial and aquatic communities to ensure the conservation of NPRS.

CONSERVATION BIOLOGY (2022)

Article Geosciences, Multidisciplinary

Detecting Streamflow in Dryland Rivers Using CubeSats

Zhaocheng Wang et al.

Summary: In this study, a new approach using CubeSat imagery was developed to detect the flow regime of non-perennial rivers. The approach was calibrated and validated using streamflow records in the Hassayampa River, resulting in accurate estimates of streamflow presence. This new tool provides unprecedented spatiotemporal detail for studying hydrological and biogeochemical processes in drylands.

GEOPHYSICAL RESEARCH LETTERS (2022)

Article Limnology

Prairie stream metabolism recovery varies based on antecedent hydrology across a stream network after a bank-full flood

Claire M. Ruffing et al.

Summary: The recovery of stream ecosystem function after floods in intermittent stream networks is primarily influenced by time and antecedent flow conditions, rather than spatial network position. Intermittent sites exhibit higher rates of ecosystem respiration following rewetting compared to perennial sites, while other metabolic rates recover more slowly and with less variation between sites of differing preflood conditions.

LIMNOLOGY AND OCEANOGRAPHY (2022)

Article Environmental Sciences

Identifying priority aquatic refuges to sustain freshwater biodiversity in intermittent streams in eastern Australia

Songyan Yu et al.

Summary: This study demonstrates a new approach to identify surface water bodies as priority refuges for efficient conservation management of freshwater biodiversity in intermittent stream networks, considering the spatial distribution of dry-season aquatic refuges within river networks and the temporal dynamics of hydrological connectivity between them.

AQUATIC CONSERVATION-MARINE AND FRESHWATER ECOSYSTEMS (2022)

Article Geosciences, Multidisciplinary

Headwater streams and inland wetlands: Status and advancements of geospatial datasets and maps across the United States

Jay R. Christensen et al.

Summary: This study reviews the geospatial datasets of stream and wetland in the United States and identifies their limitations. It also explores emerging technologies that can potentially improve the estimation, representation, and integration of these datasets.

EARTH-SCIENCE REVIEWS (2022)

Article Biodiversity Conservation

Drying niches of aquatic macroinvertebrates identify potential biomonitoring indicators in intermittent and ephemeral streams

Rebeca Arias-Real et al.

Summary: This study investigates the drying preferences of macroinvertebrates in intermittent rivers and ephemeral streams (IRES) and their potential as biomonitoring indicators. The research identifies certain macroinvertebrate groups with drying-resistant niches that can serve as potential indicators in IRES. However, functional traits have limited ability to predict drying specialization. The density, relative abundance, and richness of drying-resistant taxa are less affected by drying intensity compared to drying-sensitive taxa.

ECOLOGICAL INDICATORS (2022)

Article Environmental Sciences

Aquatic and terrestrial invertebrate community responses to drying in chalk streams

George Bunting et al.

Summary: A study on the invertebrate communities of the Candover Brook chalk stream revealed that while temporary stream channels have lower aquatic taxa richness compared to perennial reaches, the total biodiversity benefits from contributions from both aquatic and terrestrial species. It is recommended that research and monitoring should consider both aquatic and terrestrial communities in order to characterize the biodiversity and ecological quality of temporary streams.

WATER AND ENVIRONMENT JOURNAL (2021)

Article Ecology

Drying in newly intermittent rivers leads to higher variability of invertebrate communities

Julie Crabot et al.

Summary: Recent drying events may have stronger impacts on aquatic communities in recently drying (RD) networks compared to historically drying (HD) networks, particularly in terms of taxonomic richness and beta-diversity. Communities in HD networks have a higher proportion of resistant taxa.

FRESHWATER BIOLOGY (2021)

Article Geosciences, Multidisciplinary

Spatial Patterns and Drivers of Nonperennial Flow Regimes in the Contiguous United States

John C. Hammond et al.

Summary: Analysis of nonperennial flow regimes in 540 U.S. Geological Survey watersheds revealed regional differences and the significant impact of aridity and human alterations on stream drying patterns. While aridity played a key role at a continental scale, unique combinations of drivers emerged at regional scales, highlighting the importance of climate change and land cover modifications in shaping future streamflow dynamics.

GEOPHYSICAL RESEARCH LETTERS (2021)

Article Water Resources

Trends in flow intermittence for European rivers

Yves Tramblay et al.

Summary: Intermittent rivers are common in Europe, with increasing numbers of zero-flow days observed, particularly in southern Europe. Local catchment properties have a significant impact on the seasonal patterns of intermittence and zero-flow days. The SPEI is strongly related to the occurrence of zero-flow days at most stations, while there is a weaker dependence on large-scale circulation indices.

HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES (2021)

Article Ecology

Stochastic processes and ecological connectivity drive stream invertebrate community responses to short-term drought

Romainyuuii Sarremejane et al.

Summary: The study found that a short-term drought can reduce taxonomic richness and abundance of invertebrates, but not affect functional diversity. There is a high degree of functional redundancy in benthic invertebrate communities, allowing for maintenance of functional diversity despite species losses. Different feeding groups respond differently to drought, with organic matter decomposers being most affected.

JOURNAL OF ANIMAL ECOLOGY (2021)

Article Biodiversity Conservation

Efficiency of invertebrate-based bioassessment for evaluating the ecological status of streams along a gradient of flow intermittence

Julie Crabot et al.

Summary: The study found that current invertebrate-based biomonitoring indicators were not effective in distinguishing the effects of sewage and drying in intermittent rivers. It also showed that all metrics decreased linearly with increasing flow intermittence, with lower efficiency in detecting sewage effects in intermittent reaches compared to perennial reaches.

ECOLOGICAL INDICATORS (2021)

Article Water Resources

Predicting flow intermittence in France under climate change

Eric Sauquet et al.

Summary: Climate change is causing an increase in the probability of headwater drying, with future spatial patterns showing more contrast compared to current conditions. This may lead to losses of ecosystem functions in aquatic ecosystems, especially in regions with historically high probabilities of drying.

HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES (2021)

Article Ecology

The geography of metapopulation synchrony in dendritic river networks

Stefano Larsen et al.

Summary: The study found that in dendritic habitats, such as river ecosystems, network topology and branching complexity can buffer fish metapopulations against synchronous dynamics, promoting the persistence of species. Synchrony was higher between populations connected by direct water flow and decayed faster with distance over the Euclidean dimension, indicating that network topology and flow directionality play a key role in shaping spatial patterns of synchrony in fish metapopulations.

ECOLOGY LETTERS (2021)

Article Ecology

Diversity mediates the responses of invertebrate density to duration and frequency of rivers' annual drying regime

Rebeca Arias-Real et al.

Summary: This study explored how aquatic invertebrates in intermittent rivers and ephemeral streams respond to drying frequency and duration, finding that drying frequency reduces diversity while both drying duration and frequency negatively impact density metrics. Filterer, predator, and shredder trophic groups exhibited the strongest negative responses to drying, highlighting the importance of considering multiple drying characteristics in predicting drying responses in freshwater ecosystems.
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Evaluating Fish Rescue as a Drought Adaptation Strategy Using a Life Cycle Modeling Approach for Imperiled Coho Salmon

Brittany A. Beebe et al.

Summary: Climate change-induced drought may reduce stream fish rearing capacity, increasing the risk of extinction for salmonid populations. Fish rescue programs can increase adult fish abundance and lower extinction risk, especially for fish held in captivity for a full year. However, summer-only captivity and limited winter habitat could decrease adult fish abundance and increase extinction risk.

NORTH AMERICAN JOURNAL OF FISHERIES MANAGEMENT (2021)

Article Environmental Sciences

Classification and Prediction of Natural Streamflow Regimes in Arid Regions of the USA

Angela M. Merritt et al.

Summary: Understanding the variation in flow regimes among streams is crucial for stream management policies, with more robust characterization needed in arid regions. This study utilized long-term streamflow data from western USA streams to develop alternative flow-regime classifications and predict flow regimes accurately at ungauged reaches, showing promising results for assessment and management of streams in arid regions.
Article Environmental Sciences

An overview of the hydrology of non-perennial rivers and streams

Margaret Shanafield et al.

Summary: Despite the diversity in flow regimes of non-perennial rivers across various climate and geographic settings, there is a wealth of literature on their hydrologic characteristics, yet many research gaps still exist.

WILEY INTERDISCIPLINARY REVIEWS-WATER (2021)

Article Ecology

Dispersal limitation by structures is more important than intermittent drying effects for metacommunity dynamics in a highly fragmented river network

Mailys Gauthier et al.

Summary: In the Anthropocene, river networks globally face threats from human activities, with permanent and temporary fragmentation affecting aquatic biodiversity. The study shows that metacommunity dynamics in rivers are primarily shaped by permanent fragmentation, with dispersal processes varying over time in response to wet-dry cycles in dynamic river networks. The findings emphasize the importance of considering key hydrological phases and context dependency in conservation strategies for river-network ecosystems.

FRESHWATER SCIENCE (2021)

Article Geosciences, Multidisciplinary

Towards an improved understanding of biogeochemical processes across surface-groundwater interactions in intermittent rivers and ephemeral streams

Lluis Gomez-Gener et al.

Summary: Surface-groundwater interactions in intermittent rivers and ephemeral streams have significant impacts on biogeochemical processes, but further research is needed to understand the specific differences in various hydrological states.

EARTH-SCIENCE REVIEWS (2021)

Article Biodiversity Conservation

A global perspective on the functional responses of stream communities to flow intermittence

Julie Crabot et al.

Summary: This study examines the taxonomic and functional responses of aquatic macroinvertebrate communities to flow intermittence across river networks from three continents. Results show higher functional redundancy at sites with flow intermittence higher than 28%, and that functional redundancy does not compensate for biodiversity loss associated with increasing intermittence, contrary to traditional wisdom. Specific functional trait modalities, such as small body size, short life span, and high fecundity, are selected with increasing flow intermittence.

ECOGRAPHY (2021)

Article Environmental Sciences

Pervasive changes in stream intermittency across the United States

Samuel C. Zipper et al.

Summary: The study investigated trends and drivers of intermittency signatures of non-perennial streams across the United States, revealing that half of the gages showed significant trends in at least one signature during a specific time period, with changes in no-flow duration being the most common. Regional patterns of change showed widespread drying in the southern US and wetting in the north.

ENVIRONMENTAL RESEARCH LETTERS (2021)

Review Ecology

Unlocking our understanding of intermittent rivers and ephemeral streams with genomic tools

Rosetta C. Blackman et al.

Summary: Intermittent rivers and ephemeral streams are waterways that periodically cease flow or dry completely, found worldwide. These dynamic ecosystems play a crucial role in the evolutionary triggers for aquatic and terrestrial biota, with potential consequences for ecosystem services. Novel genomic tools based on high-throughput sequencing have the potential to address unanswered questions and bridge ecological-evolutionary dynamics in these ecosystems.

FRONTIERS IN ECOLOGY AND THE ENVIRONMENT (2021)

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The Drying Regimes of Non-Perennial Rivers and Streams

Adam N. Price et al.

Summary: The study analyzed 25,207 drying events from 1979 to 2018 using data from 894 USGS gauges, identifying different drying regimes based on hydrological characteristics. It was found that land cover/use has a greater impact on how rivers dry up compared to climate or physiographic characteristics.

GEOPHYSICAL RESEARCH LETTERS (2021)

Article Biodiversity Conservation

Drought effects on invertebrate metapopulation dynamics and quasi-extinction risk in an intermittent river network

Romain Sarremejane et al.

Summary: This study found that drought can decrease the stability of invertebrate metapopulations by filtering out poorly adapted species locally and synchronizing their dynamics across a river network. Among metapopulations, species with resistance and resilience traits remained stable while species vulnerable to drought faced an exponentially increasing risk of quasi-extinction as flowing habitats contracted within the river network.

GLOBAL CHANGE BIOLOGY (2021)

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Mapping dynamic non-perennial stream networks using high-resolution distributed hydrologic simulation: A case study in the upper blue river basin

Shang Gao et al.

Summary: This study investigates the capability of distributed hydrologic modeling to capture stream dynamics in the Upper Blue River Basin, OK. The results show that the CREST model can accurately capture low to moderate streamflow values at the watershed outlet and estimate wet/dry status in small headwater tributaries, while underestimating high flow values. The mapping of dynamic stream networks using the CREST simulation reveals that non-perennial streams are the most dynamic in small headwater tributaries and high-order streams are sustained by perennial flow, showcasing the potential of using distributed hydrologic models for mapping dynamic streams globally.

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Global prevalence of non-perennial rivers and streams

Mathis Loic Messager et al.

Summary: Flowing waters play a crucial role in supporting global biodiversity, biogeochemical cycles, and human societies. However, the prevalence and significance of non-perennial rivers and streams are often overlooked, contributing to the degradation of water sources and livelihoods. By analyzing global data, it was found that a significant portion of the world's rivers experience at least one day of flow cessation each year, challenging traditional river concepts and highlighting the importance of considering intermittence in river management.

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Extensibility of U-Net Neural Network Model for Hydrographic Feature Extraction and Implications for Hydrologic Modeling

Lawrence Stanislawski et al.

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REMOTE SENSING (2021)

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Flow intermittence alters carbon processing in rivers through chemical diversification of leaf litter

Ruben del Campo et al.

Summary: This study shows that the chemical diversification of leaf litter during the dry phase can affect leaf litter decomposition under reestablished lotic conditions. Laboratory treatments mimicking dry-phase habitats accelerated the decomposition of leaf litter in a perennial river reach. The results suggest that intermittent rivers may play a key role in organic matter processing on a river-network scale.

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Heatwaves, droughts, and fires: Exploring compound and cascading dry hazards at the pan-European scale

Samuel Jonson Sutanto et al.

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Refuges and ecological traps: Extreme drought threatens persistence of an endangered fish in intermittent streams

Ross Vander Vorste et al.

GLOBAL CHANGE BIOLOGY (2020)

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Large contribution from anthropogenic warming to an emerging North American megadrought

A. Park Williams et al.

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Intraseasonal Drainage Network Dynamics in a Headwater Catchment of the Italian Alps

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Water Flow Behavior and Storage Potential of the Semi-Arid Ephemeral River System in the Mara Basin of Kenya

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J. M. Hooke

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Biodiversity value of remnant pools in an intermittent stream during the great California drought

Michael T. Bogan et al.

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Sediment Respiration Pulses in Intermittent Rivers and Ephemeral Streams

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Extreme drought pushes stream invertebrate communities over functional thresholds

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Jonathan Spinoni et al.

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Jonathan Spinoni et al.

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