From Weather Predictions to Cosmic Maps: The Legacy of Computing
The journey of modern computing began with visionaries like Alan Turing and John von Neumann. While Turing’s 1936 paper on the Turing machine laid the conceptual groundwork, von Neumann provided the architectural blueprint that defines much of our digital world. Interestingly, one of von Neumann’s primary motivations for advancing computing was the desire to generate accurate weather predictions.
Today, that same drive for predictive power has scaled from Earth’s atmosphere to the entire cosmos. The evolution of the von Neumann architecture—characterized by a central arithmetic unit, a control unit, and memory that stores both data and instructions—has enabled the creation of supercomputers capable of simulating the birth of galaxies.
The Architecture of Discovery
While the von Neumann model is simpler than the Harvard architecture—which uses separate buses for instructions and data—it set the stage for the stored-program computers we use today. This progression from basic electronic digital computers to the COSMA8 supercomputer at Durham University’s Institute for Computational Cosmology represents a massive leap in our ability to model the universe.

By utilizing these advanced systems, researchers can now move beyond theoretical mathematics to create virtual universes that mirror our own with startling accuracy.
Decoding the Universe: The Shift Toward High-Fidelity Simulations
For decades, cosmologists relied on simplified simulations. These early models focused almost exclusively on “packets” of dark matter, neglecting ordinary (baryonic) matter. The reasoning was simple: dark matter, composed of particles never seen in Earth’s laboratories, possesses a mass that dominates the gravitational evolution of the cosmos.

However, the future of cosmology lies in “baryonic physics”—the study of protons, neutrons, and the complex interactions of normal matter. We now understand that ordinary matter is not just a passenger; it actively shapes the universe.
Beyond Dark Matter: The Impact of Baryonic Physics
Recent advancements show that massive stars exploding as supernovae or gas accreting onto supermassive black holes create “cosmic winds.” These winds redistribute normal matter, which in turn alters gravitational fields and shifts the distribution of dark matter itself.
To capture this, the Colibre project—an international collaboration spanning Europe, Australia, and the United States—has spent a decade refining these simulations. Their work demonstrates that the standard cosmological model, when integrating these physical phenomena, successfully explains galaxy growth from the first billion years after the Big Bang to the present day.
The JWST Era and the Future of Virtual Universes
The arrival of the James Webb Space Telescope (JWST) has challenged previous models. The telescope has observed large galaxies very early in the history of the observable cosmos—structures that were difficult to explain using dark-matter-only simulations.
The Colibre project has bridged this gap by introducing more realistic physical parameters into their supercomputer simulations, such as:
- Dust Integration: Accounting for dust helps simulate the formation of molecular hydrogen clouds, which are essential for star birth.
- Temperature Accuracy: Previous calculations could only simulate gas temperatures above 6,000 Kelvins (hotter than the surface of the Sun). Modern simulations can now model the cold gas temperatures actually observed in galaxies.
Solving the Mystery of the “Little Red Dots”
Despite these breakthroughs, some mysteries remain. The JWST has identified enigmatic “Little Red Dots,” which may be the seeds of supermassive black holes. Currently, the Colibre simulations assume these seeds exist rather than predicting their origin.
The next trend in computational cosmology will likely involve even finer modeling to explain these “seeds,” potentially moving us closer to a complete understanding of how the first supermassive black holes formed.
Cosmological Simulations FAQ
What is the Colibre project?
Colibre is an international research project that uses supercomputers, such as COSMA8, to create realistic simulations of galaxy evolution from the early universe to today.
What is the difference between dark matter and baryonic matter?
Baryonic matter is “ordinary” matter made of protons and neutrons (like stars and planets). Dark matter consists of unseen particles that dominate the mass of the universe and drive its gravitational structure.
Why were early simulations inaccurate?
Early models lacked the computing power to include baryonic effects, such as supernovae and realistic gas temperatures, and focused solely on dark matter.
What are “Little Red Dots” in astronomy?
These are objects discovered by the James Webb Space Telescope that are thought to be the early seeds of supermassive black holes.
How does the von Neumann architecture affect science?
By providing a standardized design for stored-program computers, it enabled the development of the high-performance supercomputers required to run complex cosmological simulations.
Want to dive deeper into the intersection of computing and space? Explore our other articles on Cosmological Basics or The History of Computing Architecture. Subscribe to our newsletter for the latest updates on the James Webb Space Telescope discoveries!
