AIMC Topic: Models, Theoretical

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Integrating climate scenarios and advanced modeling to predict freshwater fish invasions: insights from Carassius species in Iran.

Scientific reports
Freshwater ecosystems are increasingly imperiled by the dual pressures of biological invasions and climate change, necessitating robust predictive frameworks for effective management. This study integrates advanced ensemble machine learning (EML) wit...

Using fuzzy logic and mathematical models to predict the financial efficiency of industrial enterprises.

PloS one
The frequent development and unpredictable, dynamic nature of industrial enterprises require an effective financial efficiency detection process. The prediction process uses a large volume of information to identify the details of resources and opera...

Adversarial susceptibility analysis for water quality prediction models.

Scientific reports
Water quality is a critical factor for human health and environmental sustainability. Rapid urbanization and industrialization have led to significant water contamination, increasing the prevalence of waterborne diseases. This study investigates the ...

Critique of impure reason: Unveiling the reasoning behaviour of medical large language models.

eLife
Despite the current ubiquity of large language models (LLMs) across the medical domain, there is a surprising lack of studies which address their . We emphasise the importance of understanding as opposed to high-level prediction accuracies, since it...

Porosity prediction from well logging data via a hybrid MABC-LSSVM model.

PloS one
Porosity is a key parameter for evaluating reservoir performance, but high-precision prediction is highly challenging in complex shale reservoirs due to the strong heterogeneity of the formation and the highly nonlinear relationship between logging p...

Leveraging spatial data infrastructure for machine learning based building energy performance prediction.

PloS one
The calculation, management and maintenance of energy performance of buildings (EPBs) are significant in increasing energy efficiency in buildings and reducing greenhouse gas emissions since it is estimated that approximately one third of energy cons...

A HAZOP-based hazard identification model for urban gas accidents: Development and empirical validation.

PloS one
Urban gas accidents pose significant threats to public safety and urban infrastructure, with traditional hazard identification methods often relying on manual inspections and experience-based judgments, leading to incomplete or inconsistent results. ...

Landslide susceptibility assessment via the information value-coupled machine learning models.

PloS one
Collapses and landslides are frequent in the southern mountainous areas of the economic zone on the northern slopes of the Tianshan Mountains in Xinjiang, and an accurate assessment of susceptibility can effectively avoid potential risks, which is cr...

An investigation of strong edge geodesic number on m-polar fuzzy environment and its application.

PloS one
For crisp graphs, the notion of edge geodesic numbers has been known for a long time. But lately, the focus has shifted to investigating this idea in fuzzy graphs, which has resulted in studies of a number of properties. Determining a strong edge geo...

Research on the stability of the ballast water tank on the offshore floating platform based on numerical simulation.

PloS one
The study of stabilisation performance is a crucial consideration in the design of offshore floating platforms. For large floating structures, incorporating passive anti-roll tanks is a common technique for roll reduction. To investigate the feasibil...