AIMC Topic: Population Dynamics

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Demographic forecast modelling using SSA-XGBoost for smart population management based on multi-sources data.

PloS one Jun 25, 2025
Population prediction could provide effective data support for social and economic planning and decision-making, especially for the sub-national population forecasting accurately. In addition to realizing efficient smart population management, this r...
Machine Learning Algorithms Forecasting Humans Male Demography Population Dynamics Boosting Machine Learning Algorithms Cell Phone Female
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Modelling the seasonal dynamics of Aedes albopictus populations using a spatio-temporal stacked machine learning model.

Scientific reports Jan 30, 2025
Various modelling techniques are available to understand the temporal and spatial variations of the phenology of species. Scientists often rely on correlative models, which establish a statistical relationship between a response variable (such as spe...
Mosquito Vectors Spatio-Temporal Analysis Population Dynamics Seasons Aedes Machine Learning Models, Biological Animals
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Adapting physics-informed neural networks to improve ODE optimization in mosquito population dynamics.

PloS one Dec 23, 2024
Physics informed neural networks have been gaining popularity due to their unique ability to incorporate physics laws into data-driven models, ensuring that the predictions are not only consistent with empirical data but also align with domain-specif...
Neural Networks, Computer Culicidae Population Dynamics Animals
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Predicting the seasonal dynamics of Dalbulus maidis (Hemiptera: Cicadellidae) in corn using artificial neural networks.

Neotropical entomology Dec 5, 2024
This study addresses the challenge of predicting Dalbulus maidis (DeLong & Wolcott) (Hemiptera: Cicadellidae) density in cornfields by developing an artificial neural network (ANN). Over two years, we collected data on meteorological variables (atmos...
Brazil Population Dynamics Zea mays Neural Networks, Computer Animals Population Density Seasons Hemiptera
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Integrating dynamic models and neural networks to discover the mechanism of meteorological factors on Aedes population.

PLoS computational biology Sep 27, 2024
Aedes mosquitoes, known as vectors of mosquito-borne diseases, pose significant risks to public health and safety. Modeling the population dynamics of Aedes mosquitoes requires comprehensive approaches due to the complex interplay between biological ...
Mosquito Vectors Oviposition Meteorological Concepts Models, Biological Aedes Temperature Animals Computational Biology Population Dynamics China Machine Learning Computer Simulation Female Neural Networks, Computer
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Assessing spirlin Alburnoides bipunctatus (Bloch, 1782) as an early indicator of climate change and anthropogenic stressors using ecological modeling and machine learning.

The Science of the total environment Aug 22, 2024
Combining single-species ecological modeling with advanced machine learning to investigate the long-term population dynamics of the rheophilic fish spirlin offers a powerful approach to understanding environmental changes and climate shifts in aquati...
Machine Learning Ecosystem Environmental Monitoring Animals Cyprinidae Population Dynamics Climate Change
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From expansion to efficiency: Machine learning-based forecasting of Japan's building material stocks under demographic declines.

The Science of the total environment Aug 19, 2024
Japan's unique demographic trajectory, marked by population decline and aging, coupled with continued urbanization, presents distinct challenges for aligning built environment capacity with resource efficiency. This study aims to investigate the hist...
Urbanization Construction Materials Population Dynamics Sustainable Development Machine Learning Conservation of Natural Resources Japan Forecasting
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Using neural ordinary differential equations to predict complex ecological dynamics from population density data.

Journal of the Royal Society, Interface May 15, 2024
Simple models have been used to describe ecological processes for over a century. However, the complexity of ecological systems makes simple models subject to modelling bias due to simplifying assumptions or unaccounted factors, limiting their predic...
Population Density Ecosystem Population Dynamics Neural Networks, Computer Models, Biological Algorithms
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Dynamic analysis of a fuzzy Bobwhite quail population model under g-division law.

Scientific reports Apr 27, 2024
This paper is concerned with a kind of Bobwhite quail population model where the parameters and initial values are positive parabolic fuzzy numbers. According to g-division of fuzzy sets and based on the symmetrical parabolic fuzzy numbers, the cond...
Animals Population Dynamics Models, Biological Fuzzy Logic Colinus
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The marital and fertility sentiment orientation of Chinese women and its influencing factors - An analysis based on natural language processing.

PloS one Feb 21, 2024
BACKGROUND: With the evolution of China's social structure and values, there has been a shift in attitudes towards marriage and fertility, with an increasing number of women holding diverse perspectives on these matters. In order to better comprehend...
Attitude Female China Marriage Population Dynamics Humans Socioeconomic Factors Women's Rights Fertility Child Natural Language Processing
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