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Operational dispersion modeling of 2023 Shishaldin Volcano eruption: complications from unknown granularity and mafic co-PDC plumes

This study reanalyzes the 2023 Shishaldin Volcano eruption using the Ash3d model to demonstrate how unknown tephra grain sizes and the distinct behavior of pyroclastic density current-generated plumes complicate operational ash dispersion forecasting for remote mafic eruptions.

Original authors: Hans F. Schwaiger, Matthew W. Loewen, Kristi Wallace

Published 2026-07-07
📖 6 min read🧠 Deep dive

Original authors: Hans F. Schwaiger, Matthew W. Loewen, Kristi Wallace

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

Imagine a volcano named Shishaldin, sitting on a remote island in Alaska, deciding to throw a very messy party in 2023. Over five months, it threw 13 explosive "parties," sending clouds of volcanic ash (tephra) into the sky. These ash clouds were a big problem for airplanes and ships, so scientists at the Alaska Volcano Observatory (AVO) had to act like weather forecasters, trying to predict exactly where the ash would land.

They used a powerful computer program called Ash3d to make these predictions. Think of Ash3d as a sophisticated video game engine that simulates how smoke moves through the air. However, the 2023 eruptions were tricky, and the computer's predictions sometimes missed the mark. This paper explains why the predictions were off and how the scientists fixed the "game engine" to make it smarter.

Here is the breakdown of what happened, using simple analogies:

1. The Standard Prediction (The "Single Smokestack" Model)

Usually, when a volcano erupts, scientists imagine a single, giant smokestack shooting straight up from the crater. The computer model was built to handle this. It assumes:

  • The ash comes from one spot (the vent).
  • The ash goes up to a specific height.
  • The ash particles are all roughly the same size (like a bag of mixed sand).

For many of the 13 eruptions, this "single smokestack" model worked great. It told the National Weather Service (NWS) where to warn pilots and ships, and the warnings were accurate.

2. The Problem: Two Types of Ash Clouds

The trouble started because Shishaldin didn't just shoot ash straight up. It also created Pyroclastic Density Currents (PDCs).

  • The Analogy: Imagine a fountain shooting water high into the air (the main plume). Now, imagine that as the water hits the ground, it splashes sideways, creating a low, fast-moving wave of water that rolls along the ground (the PDC).
  • The Reality: The main plume shot high into the sky, but the PDCs rolled down the sides of the volcano. These PDCs then kicked up their own clouds of ash, called co-PDC plumes.

These co-PDC plumes were different from the main plume in two key ways:

  1. They were lower: Instead of shooting 30,000 feet up, they stayed low, maybe only 2,000 to 10,000 feet.
  2. They were finer: The main plume had big, heavy rocks (scoria) that fell quickly near the volcano. The PDC clouds were like a fine mist of dust that could travel much farther.

3. Why the Computer Got Confused

The computer model was like a chef who only knows how to cook one type of soup. When the volcano served a "two-soup" meal (a high, rocky plume AND a low, dusty plume), the chef got confused.

  • The Wind Shear Issue: The wind at Shishaldin often blew in different directions at different heights (like a multi-layered cake of wind). The high plume might get blown East, while the low PDC plume got blown West. The computer, thinking there was only one cloud, couldn't explain why the ash was landing in two different places.
  • The Grain Size Issue: The computer assumed the ash was a uniform mix. But in reality, the ash was a mix of heavy rocks and fine dust. The heavy rocks fell close to the volcano, while the fine dust traveled far away. Because the computer didn't know about the "fine dust" from the PDCs, it sometimes predicted no ash would land in a town, when in reality, a fine dusting did.

4. The "Missing" Clues

Because Shishaldin is so remote, scientists couldn't easily run out there to collect ash samples while it was erupting. It was like trying to solve a puzzle without seeing the picture on the box.

  • The Community Heroes: The scientists had to rely on help from the local community. People in towns like False Pass and Cold Bay, and even fishermen on boats, collected samples of the ash and sent them to the lab.
  • The Discovery: When they analyzed these samples, they found the "smoking gun." The ash near the volcano was heavy and coarse, but the ash in the towns was fine and dusty. This proved that a second, low-level source (the co-PDC plume) was responsible for the distant ash.

5. Fixing the Computer (The Upgrade)

The scientists realized they had to upgrade their "video game engine" (Ash3d) to handle this complexity. They added three new features:

  1. Terrain Awareness: They taught the computer to "see" the mountains and valleys, so it knows ash can't fly through a mountain but can flow around it.
  2. Better Mixing: They improved how the computer simulates the air mixing, so it knows how dust rises from the ground into the wind.
  3. The "Double Source" Mode: This was the biggest fix. They allowed the computer to simulate two eruptions at once:
    • Source A: The main high plume (rocky, high up).
    • Source B: The co-PDC plume (fine dust, low down, starting from the side of the volcano).

6. The Result

When they re-ran the simulations for the tricky eruptions (like Event 12) using these new settings, the computer finally matched reality. It correctly predicted that the high plume would go one way, while the low, dusty PDC plume would go another way, landing fine ash in places the old model missed.

The Big Takeaway

This paper isn't just about a volcano in Alaska; it's about how scientists and emergency managers work together.

  • The Teamwork: The volcano scientists (AVO) provided the data, and the weather forecasters (NWS) issued the warnings. They had to talk constantly to interpret the confusing data.
  • The Lesson: Even a tiny amount of ash (a "trace") can shut down a major airport runway (like in Cold Bay), causing huge problems for travel.
  • The Future: By fixing the computer model to understand that volcanoes can shoot ash from the ground and the sky simultaneously, scientists can now give better warnings for future eruptions, keeping planes and ships safer.

In short: The volcano played a trick on the scientists by sending ash from two different heights with two different textures. The scientists used community help to figure out the trick, updated their computer model to see the trick, and are now better prepared for the next time the volcano decides to throw a party.

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