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Limnological Review

Limnological Review is an international, peer-reviewed, open access journal that covers all different subdisciplines of freshwater science, published quarterly online by MDPI (from Volume 22, Issue 1 - 2023). The Polish Limnological Society is affiliated with Limnological Review and its members receive discounts on article processing charges.

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All Articles (424)

  • Article
  • Open Access

Chlorophyll-a (Chl-a) is widely used as a proxy for phytoplankton biomass and lake trophic status. This exploratory study compared Random Forest, XGBoost, and a one-step Long Short-Term Memory (LSTM) network using 1012 station–date observations and 43 contemporaneous water quality predictors from Leon County, Florida, during 2014–2024. Initial shuffled five-fold validation favored XGBoost (mean RMSE 10.45 µg L−1; mean R2 0.484), but shared stations across folds and prior manual configuration selection limit that comparison. Additional validation held out entire stations in five outer folds and selected configurations using three station-blocked inner folds. Pooled outer RMSE was 11.92, 10.49, and 10.91 µg L−1 for Random Forest, XGBoost, and LSTM, respectively; the corresponding R2 values were 0.371, 0.513, and 0.473. Six expanding training periods ending in 2017–2022, each assessed over the next two years, evaluated sensitivity to chronological cutoff. These tests complement the original 2014–2019 versus 2020–2024 split, for which R2 was 0.054–0.071. Random Forest had the lowest RMSE in all six windows, while LSTM had negative R2 in four. Spatial transfer remained limited for Lakes Munson and Iamonia. Nested evaluation separates the new configuration search from each outer assessment, but the dataset and predictor panel had already been examined; the reanalysis is not an untouched external validation. The findings describe conditional concentration estimation using contemporaneous measurements, not advance forecasting or assured transfer across contrasting lakes.

Limnol. Rev.

20 October 2026

Location of Leon County, Florida, and the four lakes selected for spatial evaluation: Iamonia, Jackson, Munson, and Bradford.
  • Feature Paper
  • Article
  • Open Access

Ancient irrigation tanks are a defining component of Sri Lanka’s freshwater landscape, but their CO2 flux dynamics remain poorly characterized and are underrepresented in carbon databases. This study quantified hourly daytime CO2 fluxes and examined associations between CO2 flux and environmental variables in Thalangama Tank (TG) and Huruluwewa Tank (HW), which are situated in contrasting hydroclimatic zones. An automated floating chamber was deployed monthly in each tank between January 2025 and January 2026 to capture the monsoon seasons, while water quality parameters and hydro-meteorological data were monitored simultaneously. TG, a small and shallow tank located in the Wet Zone, showed predominantly positive daytime CO2 fluxes across the sampled campaigns, and no significant seasonal dynamics were observed. In contrast, HW, a large but shallow Dry Zone tank, showed both daytime CO2 uptake and emission, and daytime CO2 flux varied significantly among seasons. Daytime net emission was observed during the first inter-monsoon and northeast monsoon periods, while CO2 uptake was observed during the southwest monsoon and second inter-monsoon periods. At HW, daytime CO2 flux was strongly associated with the ionic gradient, moderated by strong hydrometeorological forcing. Conversely, CO2 flux in TG was weakly related to the ionic gradient but associated with the metabolic balance and rainfall variation. These contrasting patterns suggest that hydrometeorological and physicochemical conditions are important factors associated with daytime CO2 exchange in tropical irrigation tanks. Also emphasize the potential for significant temporal variability in CO2 flux among tropical artificial freshwater systems.

Limnol. Rev.

14 October 2026

Location of the two study sites. The main map shows the island-wide distribution of three climatic zones: Dry Zone (yellow), Intermediate Zone (light green), and Wet Zone (dark green), with the locations of the two study tanks indicated by colored dots. Huruluwewa Tank is situated in the North-Central Dry Zone (Orange color dot), while Thalangama Tank is located in the southwestern Wet Zone (Blue color dot). The blue inset maps show the digitized outlines and spatial morphology of Huruluwewa and Thalangama tanks, with separate scale bars indicating their approximate dimensions. Boundary layers were obtained from the National Spatial Data Infrastructure, Sri Lanka. (https://www.nsdi.gov.lk accessed on 11 July 2026). Base map obtained from OpenStreetMap ©OpenStreetMap Distributed under the Open Data Commons Open Database License (ODbL) v1.0 (for further information, please see https://www.openstreetmap.org/copyright/en, accessed on 11 July 2026). The final map was produced using QGIS Desktop version 3.34.5.
  • Article
  • Open Access

Regional background concentrations of 10 priority potential pollutants (Hg, Cd, Zn, Pb, Cu, Cr, Co, Ni, Fe, and Mn) were established for the first time in the water and bottom sediments of 18 lakes in the Central Baraba Lowland. Comparison of natural and technogenic limnosystems using three normalization standards (regional background concentrations (RBC), upper continental crust (UCC), and Post-Archean Australian shale (PAAS)) showed that the choice of reference fundamentally influences enrichment/depletion interpretations. Concentration coefficients for Mg, Si, Sr, Pb, and Mn are standard-independent (“stable”), whereas those for Cd, Sb, Cr, Cu, and Hg are standard-dependent (“unstable”) and require explicit specification of the reference. Despite similar bulk sediment geochemistry, spheroidal and irregular Si–Fe slag particles found in technogenic limnosystems provide direct mineralogical evidence of aerotechnogenic input. Alkaline, bicarbonate-sodium waters act as an effective geochemical barrier, sequestering elements in the solid phase and supporting self-purification. Sapropels meet Class I of State Standard GOST R 54000-2010 for all elements except Zn (Class II), confirming their resource potential under proper quality control. Future work should expand the list of analytics and include all components (water, sediments, biota, and catchment soils) to build a comprehensive model of limnosystem functioning under anthropogenic load.

Limnol. Rev.

12 October 2026

(A) The location of the studied limnosystems in the central part of the Baraba Lowland (Southwestern Siberia), with orange circles representing model technogenic limnosystems, green circles representing model natural limnosystems, and blue circles representing other studied limnosystems; (B) the location of the Baraba Lowland on a world map. Lakes: 1—Kambala, 2—Barchin, 3—Chulym, 4—Bol. Kazatovo, 5—Kajly, 6—Bergul, 7—Yargol, 8—Peschanoe, 9—Tsybovo, 10—Zhiloye-K, 11—Bugristoe, 12—Chistoe, 13—Bol. Kajly, 14—Mostovoe, 15—Sarbalyk, 16—Suetok, 17—Bol. Kurgan, 18—Bilgen.
  • Article
  • Open Access

Monopterus albus (Asian swamp eel) is a commercially important, air-breathing freshwater fish harvested throughout East and Southeast Asia. As a protogynous species, it begins life as a female, passes through a transitional phase, and ultimately becomes male, making sexual-state classification difficult and potentially affecting management in capture fisheries and aquaculture. We examined sex–size relationships in market-purchased, reportedly wild-caught M. albus from northern and northeastern Thailand using gonadal histology to determine sexual state, together with body length (BL), body mass (BM), and a separate otolith-aged sample. Among 199 histologically examined individuals, no females were observed above approximately 70 cm BL or 270 g BM. Across much of the intermediate size range, female, transitional, and male individuals overlapped in size. Transitional individuals reached 78 cm and 424 g, showing that the upper values represent female-exclusion boundaries rather than thresholds identifying males. No male was smaller than 55 cm BL or 200 g BM, although sampling below these values was sparse. Otolith-derived age estimates from a separate sample of 70 eels provided local size-at-age context but could not establish age at sex transition because sexual state was not determined in those individuals. Comparisons with published studies showed substantial regional variation in size–sex relationships, indicating that size-based criteria developed in one region may not transfer reliably elsewhere. The boundaries identified here provide practical guidance for fisheries monitoring and broodstock selection in northern and northeastern Thailand while emphasizing the need for locally validated criteria elsewhere.

Limnol. Rev.

5 October 2026

Regional map of Monopterus albus study locations across East and Southeast Asia used in the comparative synthesis. The focal market-purchase locations for this study (Chiang Mai and Khon Kaen, Thailand) are highlighted as site #16 and distinguished as CM and KK, respectively. Other numbered sites correspond to locations from prior published studies discussed in Section 4.3.

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Limnol. Rev. - ISSN 2300-7575