A collection of blue-green, rod-shaped bacteria appears to be floating against a black background. The bacteria have a textured surface that gives them a unique, almost fuzzy appearance.
A collection of blue-green, rod-shaped bacteria appears to be floating against a black background. The bacteria have a textured surface that gives them a unique, almost fuzzy appearance.
Simulation Analysis

Analyzing community behavior and energy flow patterns effectively.

A close-up view of a red agar plate with a central colony surrounded by small bubbles or droplets, suggesting microbial growth or chemical reaction. The surface appears glossy and smooth, with a stark contrast between the vibrant red and the white colony.
A close-up view of a red agar plate with a central colony surrounded by small bubbles or droplets, suggesting microbial growth or chemical reaction. The surface appears glossy and smooth, with a stark contrast between the vibrant red and the white colony.
A petri dish filled with a greenish medium featuring numerous colonies of bacteria that range in color from yellow to brown. The colonies are circular and vary in size, with some concentrated more heavily in certain areas, indicating possible growth patterns or reactions. The surface has a glossy, wet appearance, suggesting it is freshly cultivated.
A petri dish filled with a greenish medium featuring numerous colonies of bacteria that range in color from yellow to brown. The colonies are circular and vary in size, with some concentrated more heavily in certain areas, indicating possible growth patterns or reactions. The surface has a glossy, wet appearance, suggesting it is freshly cultivated.
A natural formation with textured brown rocks interspersed with vibrant green algae. The surface is uneven and appears moist, indicating a coastal or marine environment where tidal pools may form. Small shell-like structures are scattered throughout the scene.
A natural formation with textured brown rocks interspersed with vibrant green algae. The surface is uneven and appears moist, indicating a coastal or marine environment where tidal pools may form. Small shell-like structures are scattered throughout the scene.
Data Integration

Integrating experimental data to validate and refine models accurately.

Data Integration

Utilizing experimental data to parameterize and validate models for accurate community behavior predictions.

A vibrant tide pool scene featuring a central green sea anemone surrounded by various types of marine life. The background consists of rich brown and maroon algae interspersed with barnacles and small shells, providing a diverse and textured environment.
A vibrant tide pool scene featuring a central green sea anemone surrounded by various types of marine life. The background consists of rich brown and maroon algae interspersed with barnacles and small shells, providing a diverse and textured environment.
Fine-Tuning GPT-4

Enhancing GPT-4 to solve differential equations and optimize parameters for microbial community modeling.

A shallow pond with moss-covered rocks and a flow of water entering from a small pipe, surrounded by algae and plant growth along the edges.
A shallow pond with moss-covered rocks and a flow of water entering from a small pipe, surrounded by algae and plant growth along the edges.

We develop models to simulate energy flow in microbial communities, parameterizing them with experimental data and refining through validations while optimizing complex differential equations for accurate predictions.

Swirling patterns of dark water are contrasted by vibrant patches of bright green and yellow algae or moss on the surface. Foamy textures are scattered across the water, creating an abstract and organic design.
Swirling patterns of dark water are contrasted by vibrant patches of bright green and yellow algae or moss on the surface. Foamy textures are scattered across the water, creating an abstract and organic design.
Our Mission
Core Values

Our focus is on analyzing community behavior, energy patterns, and stability to enhance understanding and predictability through reliable simulations and laboratory validations.

Modeling

Simulating energy flow in microbial communities effectively.

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