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Publications (10 of 34) Show all publications
Trasune, L., Orozco, L. E., Salonen, J. S., Otiniano, G. A., Porter, T. J., Weckstrom, J., . . . Heikkila, M. (2026). A comparison of Holocene temperature reconstructions from vegetation proxies and brGDGTs in northern Fennoscandia. Quaternary Science Reviews, 372, Article ID 109727.
Open this publication in new window or tab >>A comparison of Holocene temperature reconstructions from vegetation proxies and brGDGTs in northern Fennoscandia
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2026 (English)In: Quaternary Science Reviews, ISSN 0277-3791, E-ISSN 1873-457X, Vol. 372, article id 109727Article in journal (Refereed) Published
Abstract [en]

Studies on Holocene climate conditions commonly show discrepancies between different proxy-based reconstructions, calling for in-depth analysis of both the proxies and the derived climate reconstructions. Here, we conducted multi-proxy Holocene warm-season temperature reconstructions for a sedimentary record from Lake Tippakuru in northeastern Finland, using pollen, plant macrofossils, and the novel branched glycerol dialkyl glycerol tetraethers (brGDGTs) as climate proxies. In addition, we prepared a regional climate reconstruction by integrating pollen-based reconstructions from nearby sites. Mainly, we evaluated the potential of using brGDGTs as a climate proxy and compared the reconstructed climate shifts with those reconstructed from classical vegetation-based proxies (pollen and plant macrofossils). We see significant discrepancies between the three proxies, most notably during the early Holocene where plant macrofossils and brGDGTs indicate warm conditions while the pollen-based reconstructions are equivocal and strongly depend on the quantitative reconstruction method used. Additionally, the brGDGT records indicate an abrupt cooling at ca. 5.8 cal ka BP which is not seen in the classical proxies at the study site, but only in neighbouring localities. The results highlight the need for modern-day studies on seasonal variability and bacterial sources of brGDGTs to disentangle non-thermal biases and evaluate seasonal imprints in temperature reconstructions. In general, our results imply that not only the choice of climate proxies but also the methodological choices in the proxy-based quantitative reconstructions affect the climatic interpretation, especially during the early Holocene transitional period. We highlight the need for both multi-proxy and multi-method approaches in paleoclimate studies, as well as the need to expand the knowledge of brGDGT responses to climatic and other environmental variables.

Keywords
Paleoclimatology, Pollen, Plant macrofossils, brGDGTs, Holocene, Europe, Fennoscandia, Vegetation dynamics, Climate reconstruction
National Category
Climate Science
Identifiers
urn:nbn:se:su:diva-255529 (URN)10.1016/j.quascirev.2025.109727 (DOI)001632975700001 ()2-s2.0-105044296333 (Scopus ID)
Available from: 2026-05-19 Created: 2026-05-19 Last updated: 2026-08-18Bibliographically approved
Sjöström, J. K., Martínez Cortizas, A., Nylund, A., Piilo, S. R., Orme, L. C., Gyllencreutz, R., . . . Kylander, M. E. (2026). A stormy past: long-term temperature evolution and volcanic activity as drivers of Holocene storminess in the eastern North Atlantic. Quaternary Science Reviews, 381, Article ID 109901.
Open this publication in new window or tab >>A stormy past: long-term temperature evolution and volcanic activity as drivers of Holocene storminess in the eastern North Atlantic
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2026 (English)In: Quaternary Science Reviews, ISSN 0277-3791, E-ISSN 1873-457X, Vol. 381, article id 109901Article in journal (Refereed) Published
Abstract [en]

Understanding long-term variability in storminess is essential for constraining future climate patterns in the eastern North Atlantic, a region shaped by complex ocean–atmosphere interactions. Here, we reconstruct storm, fire, and hydroclimate variability from grain size, inorganic geochemistry, plant macrofossil and molecular organic records since mid-Holocene at Glenties Bog, a coastal blanket bog in western Ireland. Comparing our results with existing palaeostorminess records, we provide new insights into a dynamic interplay between wind strength, fire incidence, and hydrological conditions throughout the Holocene.

Long-term temperature evolution influenced the background wind and hydroclimatic state, while volcanic activity became a key forcing mechanism during parts of the late Holocene. The warm mid-Holocene coincided with lower wind strength and enhanced fire activity, while no assoication between storm periods and volcanic activity was inferred, indicating that the climate state at the time of the volcanic forcing affects the climatic response.

These results indicate that future warming may lead to profound changes in wind strength, hydroclimate, and fire regimes. Notably, climate-change-induced lowering of peatland water tables may increase the susceptibility of blanket bogs to intense and deep peatland fires.

This study provides new insight into Holocene wind and hydroclimate dynamics in the eastern North Atlantic, improving understanding of the mechanisms driving North Atlantic climate variability across contrasting climate states.

National Category
Climate Science
Identifiers
urn:nbn:se:su:diva-254365 (URN)10.1016/j.quascirev.2026.109901 (DOI)001727640300001 ()2-s2.0-105034081036 (Scopus ID)
Available from: 2026-04-22 Created: 2026-04-22 Last updated: 2026-04-22Bibliographically approved
Trasune, L., Salonen, J. S., Stivrins, N., Amon, L., Stancikaite, M., Gedminiene, L., . . . Schenk, F. (2026). High temperature seasonality as a signature of late-Quaternary AMOC weakening in Northern Europe. Quaternary Science Reviews, 376, Article ID 109843.
Open this publication in new window or tab >>High temperature seasonality as a signature of late-Quaternary AMOC weakening in Northern Europe
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2026 (English)In: Quaternary Science Reviews, ISSN 0277-3791, E-ISSN 1873-457X, Vol. 376, article id 109843Article in journal (Refereed) Published
Abstract [en]

Late-Quaternary disruptions of the Atlantic Meridional Overturning Circulation (AMOC) have been linked to profound impacts on local and regional climate as well as vegetation. Temperature seasonality patterns during these AMOC events, most notably during the Younger Dryas, are not yet fully understood, as studies have shown two possible scenarios: overall cooling patterns in Younger Dryas, or warm summers with extreme winter cooling. Here we assess the seasonal temperature trends of late-Quaternary weak AMOC states in Northern Europe, based on new quantitative pollen- and plant macrofossil-based January and July temperature reconstructions using multi-method ensemble reconstruction approaches. For plant macrofossils, we implement a “dynamic” calibration approach, where a spatial extent of the modern calibration region varies based on an independent proxy for the past continentality regime. This allows the reconstruction to algorithmically select the most representative modern calibration region for each time slice. We find an indication that abrupt AMOC weakening is associated with winter-dominated cooling of up to 10 °C but relatively stable summers.

Keywords
Baltic states, Continentality, Lateglacial, Palaeoclimate, Plant macrofossils, Pollen, Summer temperature, Winter temperature
National Category
Climate Science
Identifiers
urn:nbn:se:su:diva-252291 (URN)10.1016/j.quascirev.2026.109843 (DOI)001680195900001 ()2-s2.0-105028909044 (Scopus ID)
Available from: 2026-02-10 Created: 2026-02-10 Last updated: 2026-05-05Bibliographically approved
Salonen, J. S., Schenk, F., Williams, J. W., Shuman, B., Lindroth Dauner, A. L., Wagner, S., . . . Luoto, M. (2025). Patterns and drivers of Holocene moisture variability in mid-latitude eastern North America. Nature Communications, 16, Article ID 3582.
Open this publication in new window or tab >>Patterns and drivers of Holocene moisture variability in mid-latitude eastern North America
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2025 (English)In: Nature Communications, E-ISSN 2041-1723, Vol. 16, article id 3582Article in journal (Refereed) Published
Abstract [en]

Proxy data for eastern North American hydroclimate indicate strong and persistent multi-millennial droughts during the Holocene, but climate model simulations often fail to reproduce the proxy-inferred droughts. Diagnosing the data–model mismatch can offer valuable insights about the drivers of hydrological variability and different regional sensitivities to hydroclimate forcing. Here we present a proxy–modeling synthesis for Holocene climates in the eastern North American mid-latitudes, including machine-learning-based water balance reconstructions and high-resolution climate simulations. These data-model results resolve prior-generation inconsistencies, show consistent spatiotemporal patterns of Holocene hydroclimate change, and enable assessment of the driving mechanisms. This agreement suggests that the secular summer insolation trend, combined with the Laurentide Ice Sheet deglaciation and its effect on atmospheric circulation, together explain the extent and duration of drier-than-present climates. In addition, our high-resolution proxy data and transient simulations reveal clear multi-centennial climate variability. In our simulations, temperature-driven increases in evapotranspiration exceed regional precipitation gains, drying much of the region during the mid Holocene. This suggests that the mid-Holocene multi-millennial drought was driven by similar processes compared to the drying trajectory projected for mid-latitude North America over this century, which is also primarily driven by warming.

National Category
Climate Science
Identifiers
urn:nbn:se:su:diva-242898 (URN)10.1038/s41467-025-58685-7 (DOI)001468180100011 ()2-s2.0-105002978070 (Scopus ID)
Available from: 2025-05-08 Created: 2025-05-08 Last updated: 2025-05-08Bibliographically approved
Zhang, M., Leppäranta, M., Heikkilä, M., Weckström, K., Korhola, A., Kirchner, N., . . . Weckström, J. (2025). The thermal structure of small and shallow Arctic Fennoscandian lakes. Arctic, Antarctic and Alpine research, 57(1), Article ID 2433829.
Open this publication in new window or tab >>The thermal structure of small and shallow Arctic Fennoscandian lakes
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2025 (English)In: Arctic, Antarctic and Alpine research, ISSN 1523-0430, E-ISSN 1938-4246, Vol. 57, no 1, article id 2433829Article in journal (Refereed) Published
Abstract [en]

A continuous three-year field study, focusing on the thermal regime and the heat budget of twelve shallow Arctic lakes in northwest Finland, was conducted between 2019 and 2022. The results reveal diverse thermal regimes among these lakes, ranging from cold monomictic to discontinuous cold polymictic and dimictic patterns, reflecting the unique lake responses to their environmental settings. The heat budget of these lakes was predominantly influenced by the strong seasonality of the radiation balance, with latent and sensible heat fluxes consistently exhibiting negative values during the ice-free period, peaking in the summer or late fall. Air temperature and solar radiation were the primary drivers affecting lake thermal structures, at both local and regional scales. The influence of wind speed and cloudiness was more significant for lakes in the treeless tundra, but their regional impact remains relatively weak, along with the impact of precipitation. Additionally, we emphasize the critical role of lake location, geography, and morphology, and particularly altitude, lake size, and water column transparency, in determining changes in stratification and mixing dynamics, overshadowing the influence of lake depth. In conclusion, this study provides new insights into the evolving thermal dynamics of lakes in the European Arctic.

Keywords
Arctic lakes, heat budget, mixing, stratification, water temperature
National Category
Oceanography, Hydrology and Water Resources
Identifiers
urn:nbn:se:su:diva-240203 (URN)10.1080/15230430.2024.2433829 (DOI)001405038200001 ()2-s2.0-85216317742 (Scopus ID)
Available from: 2025-03-06 Created: 2025-03-06 Last updated: 2025-03-06Bibliographically approved
Trasune, L., Väliranta, M., Stivrins, N., Amon, L., Schenk, F. & Salonen, J. S. (2024). A comparison of plant macrofossil-based quantitative climate reconstruction methods: A case study of the lateglacial Baltic States. Quaternary Science Reviews, 338, Article ID 108811.
Open this publication in new window or tab >>A comparison of plant macrofossil-based quantitative climate reconstruction methods: A case study of the lateglacial Baltic States
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2024 (English)In: Quaternary Science Reviews, ISSN 0277-3791, E-ISSN 1873-457X, Vol. 338, article id 108811Article in journal (Refereed) Published
Abstract [en]

The recent advancements of new quantitative tools compatible with plant macrofossil proxy data have revived its potential for paleoclimate research. Plant macrofossils are commonly used in so-called indicator-species approaches, using methodologies that are typically built on known observations linking modern plant distributions with climate. This allows complementary paleoclimate reconstructions using an approach that is not limited by the spatial availability of calibration samples obtained from surface sediments (e.g., pollen or chironomids). We aim to evaluate the impact that various methodological choices have on the plant-macrofossil based reconstructions of January and July temperature patterns for the Lateglacial (14–11 ka BP) period. We use a variety of classic and novel quantitative climate reconstruction algorithms with plant macrofossil assemblages from 13 sites of the Baltic States. We use unfiltered plant data to evaluate the ability of each method to also handle the presence of plants that might have a weak sensitivity to temperature. Additionally, we test the influence of another methodological choice – the choice of modern calibration region – on the reconstructed climate. Our findings indicate that, with no prior filtering of summer and winter-sensitive plants, temporal temperature variations can be reconstructed with methods that implement probability density functions. Although some disparities in reconstructions are seen between the tested algorithms, we note that the choice of calibration region bears a greater influence on the results. A calibration region that best represents the past environment should be chosen rather than one representing the same spatial extent as the fossil site(s). Moreover, for long-term reconstructions, a “dynamic calibration set” approach should be considered in future studies by using a range of calibration regions and mirroring the continuously changing broadscale environmental regime of the past.

Keywords
Baltic States, Europe, Lateglacial, Paleoclimate reconstructions, Plant macrofossils, Quaternary
National Category
Climate Science
Identifiers
urn:nbn:se:su:diva-238008 (URN)10.1016/j.quascirev.2024.108811 (DOI)001278481400001 ()2-s2.0-85199260214 (Scopus ID)
Available from: 2025-01-17 Created: 2025-01-17 Last updated: 2025-01-17Bibliographically approved
Hällberg, P. L., Smittenberg, R., Kylander, M. E., Villanueva, J., Davtian, N., Hapsari, A., . . . Schenk, F. (2024). Disentangling seasonal and annual precipitation signals in the tropics over the Holocene: Insights from δD, alkanes and GDGTs. Quaternary Science Reviews, 344, Article ID 108948.
Open this publication in new window or tab >>Disentangling seasonal and annual precipitation signals in the tropics over the Holocene: Insights from δD, alkanes and GDGTs
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2024 (English)In: Quaternary Science Reviews, ISSN 0277-3791, E-ISSN 1873-457X, Vol. 344, article id 108948Article in journal (Refereed) Published
Abstract [en]

Rainfall seasonality in the tropics has a substantial impact on both ecosystems and human livelihoods. Yet, reconstructions of past rainfall variability have so far generally been unable to differentiate between annual and seasonal precipitation changes. Past variations in seasonality are therefore largely unknown. Here, we disentangle hydrogen isotopic (δD) signals from terrestrial leaf waxes and algae in an 8000-year peat core from Sumatra, which reflect annual versus wet season rainfall signals, respectively. We validate these results using lipid biomarkers by reconstructing vegetation dynamics via n-alkane distributions and peatland hydrological conditions using glycerol dialkyl glycerol tetraethers (GDGTs), as well as biomass burning using levoglucosan concentrations in the core. Finally, we compare our proxy results to a transient climate model simulation (MPI-ESM1.2) to identify the mechanism for seasonality changes. We find that algal δD indicates stronger Indonesian-Australian Summer Monsoon (IASM) precipitation in the Mid-Holocene, between 8 and 4.2 cal ka BP. A period of alternating flooding, droughts and wildfires is reconstructed between 6 and 4.2 cal ka BP, implicating very strong monsoonal precipitation and drying out and burning during a longer and intensified dry season. We attribute this strong rainfall seasonality in the Mid-Holocene mainly to orbitally forced insolation seasonality and a strengthened IASM, consistent with the modeling results. In terms of annual rainfall, terrestrial plant δD, vegetation composition and GDGTs all indicate wetter conditions peaking between 3 and 4.5 cal ka BP, preceded by drier conditions, followed by drastic and rapid drying in the late Holocene from around 2.8 cal ka BP. Our multiproxy annual precipitation reconstruction thereby indicates the wettest overall conditions approximately 1500–2000 years later than a nearby speleothem δ18O record, which instead follows the seasonally biased algal δD in our record. We, therefore, hypothesize that speleothem reconstructions over the Holocene in parts of the tropics with low but significant seasonality may carry a stronger seasonal component than previously suggested. The data presented here contribute with new insights on how isotopic rainfall proxies in the tropics can be interpreted. Our findings resolve the seasonal versus annual components of Holocene rainfall variability in the Indo-Pacific Warm Pool region, highlighting the importance of considering seasonality in rainfall reconstructions.

Keywords
Leaf waxes, Indo-Pacific warm pool (IPWP), Southeast Asia, Biomarkers, Stable isotopes, Organic geochemistry, Paleoclimatology
National Category
Climate Science Geochemistry
Research subject
Geochemistry
Identifiers
urn:nbn:se:su:diva-227454 (URN)10.1016/j.quascirev.2024.108948 (DOI)001331630400001 ()2-s2.0-85205568278 (Scopus ID)
Available from: 2024-03-13 Created: 2024-03-13 Last updated: 2025-02-01Bibliographically approved
Zhang, M., Leppäranta, M., Korhola, A., Kirchner, N., Granebeck, A., Schenk, F., . . . Weckström, J. (2024). Drivers of spatio-temporal variations in summer surface water temperatures of Arctic Fennoscandian lakes (2000–21). Polar Research, 43, Article ID 9580.
Open this publication in new window or tab >>Drivers of spatio-temporal variations in summer surface water temperatures of Arctic Fennoscandian lakes (2000–21)
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2024 (English)In: Polar Research, ISSN 0800-0395, E-ISSN 1751-8369, Vol. 43, article id 9580Article in journal (Refereed) Published
Abstract [en]

The Arctic region is covered with numerous small lakes whose ecosystems are vulnerable to current climate warming and resultant changes in water temperature, ice-cover duration and lake levels. Data on thermal features of these lakes are sparse, which hinders our understanding of the possible ecosystem impacts of the warming climate and climate feedbacks at larger spatial scales. We investigated spatial–temporal variations of lake surface water temperatures (LSWT) in 12 Arctic lakes in north-west Finnish Lapland and explored the predominant drivers of LSWTs by continuous year-round observations. The lake surface temperature data were recorded using thermistors at bi-hourly resolution during the years 2000, 2007–08 and 2019–2021. A large regional heterogeneity was observed in the timing of the maximum and minimum LSWTs and the overall patterns of the annual cycle. Our results reveal that July air temperature, maximum lake depth and altitude explained most of the variance in the summer LSWT (> 85%). The remaining variance was related to geographic location (longitude and latitude), lake morphometric features, such as lake area and catchment area, and certain physico-chemical characteristics, such as Secchi depth and dissolved organic carbon content. Our results provide new insights into thermal responses of different types of small Arctic lakes to climate change.

Keywords
Arctic lakes, Climate change, geochemistry, morphometry, topography, water temperature
National Category
Meteorology and Atmospheric Sciences
Identifiers
urn:nbn:se:su:diva-239175 (URN)10.33265/polar.v43.9580 (DOI)001318657400001 ()2-s2.0-85202190233 (Scopus ID)
Available from: 2025-02-07 Created: 2025-02-07 Last updated: 2025-02-07Bibliographically approved
Sjöström, J. K., Gyllencreutz, R., Martínez Cortizas, A., Nylund, A., Piilo, S. R., Schenk, F., . . . Kylander, M. E. (2024). Holocene storminess dynamics in northwestern Ireland: Shifts in storm duration and frequency between the mid- and late Holocene. Quaternary Science Reviews, 337, Article ID 108803.
Open this publication in new window or tab >>Holocene storminess dynamics in northwestern Ireland: Shifts in storm duration and frequency between the mid- and late Holocene
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2024 (English)In: Quaternary Science Reviews, ISSN 0277-3791, E-ISSN 1873-457X, Vol. 337, article id 108803Article in journal (Refereed) Published
Abstract [en]

Substantial uncertainties exist regarding how future climate change will affect storminess (storm frequency and intensity) in Ireland and the United Kingdom (UK). Knowledge about spatiotemporal variations of past storminess gives us a better understanding of its mechanisms on centennial to millennial time scales, as well as the impact of external forcing on future storminess in climate models. Here, we present the oldest storm record to date from Ireland, covering the last 8000 years, reconstructed from the Roycarter Bog, a coastal blanket bog in north-western Ireland. The sequence was analysed for grain-size, chemical, mineral and organic molecular composition. The chronology was built on 11 AMS radiocarbon dates. The deposit characteristics, location and low inorganic content suggest aeolian transport of particles to the bog throughout the studied period. Cluster analysis of the grain-size frequency curves, along with the coarse to fine sand ratio, allowed the identification of eleven storm periods (cal yr BP): 6150–5500 (1); 4970–4130 (2); 4000 (3); 3490–3290 (4); 3230 (5); 2850–2590 (6); 2170–1920 (7); 1440 (8); 1225–890 (9); 620–470 (10); and 290–230 (11). During the mid-Holocene, the relative sea level was lower and the local beach sources located further away, giving a longer transport distance compared to the late Holocene. In the latter part of the mid-Holocene (6150–4130 cal yr BP), during the Holocene thermal maximum, increased storminess and wind strengths were inferred for north-western Ireland, manifested as two longer storm periods. During the late Holocene the storm frequency increased, and a greater number (9) of shorter storm periods were recorded. Comparison between our results and regional peat palaeostorm records from Scotland, north of our study site, showed an antiphase relationship between storminess in Ireland and Scotland during the latter part of the mid-Holocene, but mostly in-phase storminess over the last 3000 years. Taken together, enhanced wind strength and storminess were recorded during the warmer mid-Holocene, while an increased frequency of storm events occurred in the cooler late Holocene. Mid-Holocene storm periods occurred during locally wet periods, while most of the storm periods during late Holocene occurred during drier phases. Alternatively, the elevated mineral input during late Holocene promoted microbial activity and peat decomposition. The apparent variability in cyclicity and frequency between the mid- and late Holocene indicates that the processes governing storminess in the region shifted. This calls for further studies ahead, including climate modelling, to disentangle the complex processes governing storminess on millennial to centennial time scale.

National Category
Geology Physical Geography
Identifiers
urn:nbn:se:su:diva-238171 (URN)10.1016/j.quascirev.2024.108803 (DOI)001264804800001 ()2-s2.0-85197022890 (Scopus ID)
Available from: 2025-01-29 Created: 2025-01-29 Last updated: 2025-01-29Bibliographically approved
Martínez-Abarca, R., Pérez, L., Bauersachs, T., Schenk, F., Kutterolf, S., Brenner, M., . . . Schwalb, A. (2024). Precipitation variability and environmental change across late Quaternary glacial-interglacial cycles in lowland Central America: Insights from Lake Petén Itzá (Guatemala) sediments. Quaternary Science Reviews, 344, Article ID 108985.
Open this publication in new window or tab >>Precipitation variability and environmental change across late Quaternary glacial-interglacial cycles in lowland Central America: Insights from Lake Petén Itzá (Guatemala) sediments
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2024 (English)In: Quaternary Science Reviews, ISSN 0277-3791, E-ISSN 1873-457X, Vol. 344, article id 108985Article in journal (Refereed) Published
Abstract [en]

Lowland Central America, a biodiversity hotspot in the northern Neotropics, is a region where the climate is influenced by the location and expansion-contraction of the Intertropical Convergence Zone (ITCZ) on seasonal to millennial timescales. Paleo-records from the Caribbean Sea and the eastern equatorial and subtropical Pacific Ocean illustrate the response of regional precipitation to fluctuations in global temperature, driven by glacial-interglacial cyclicity over the past 500 kyr. Here, we present a paleoclimate and paleoenvironment record from Lake Petén Itzá, lowland Guatemala, which spans the last ∼413 kyr. Sediment in the lake recorded lacustrine and terrestrial ecosystem responses to large-scale climate variability. Precipitation patterns during MIS11-9 (∼413-304 ka BP) align with the latitudinal position of the ITCZ, with superimposed effects from the strength of the Caribbean Low-Level Jet (CLLJ). A sediment hiatus, likely attributable to mass removal processes in the lake's shallower areas, spans the period from MIS8 (starting at 304 ka BP) to the end of MIS6 (at 149 ka BP). MIS6 was characterized by humid conditions, perhaps ascribable to a more southerly extension of cold fronts and intensification of the CLLJ. During MIS5, pronounced fluctuations among all sediment variables, accompanied by an abrupt decline in precipitation, may correspond with cold events inferred from North Atlantic Ocean sediment cores. Although discontinuous, the Lake Petén Itzá sediment record provides a window into late Quaternary climate and environmental change in lowland Central America.

Keywords
Central America, Inorganic geochemistry, International Continental Scientific Drilling Program, Lake Petén Itzá, Marine Isotope Stages, Paleoclimatology, Precipitation, Quaternary
National Category
Climate Science Geochemistry
Identifiers
urn:nbn:se:su:diva-237033 (URN)10.1016/j.quascirev.2024.108985 (DOI)001338590500001 ()2-s2.0-85206321128 (Scopus ID)
Available from: 2024-12-12 Created: 2024-12-12 Last updated: 2025-02-01Bibliographically approved
Organisations
Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0002-4768-9832

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