Cutting-edge: Using map photo satellite technology and advanced algorithms to forecast the future

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As a meteorologist, I provide weather forecasts.  Map photo satellite and radar images are some of my graphical tools.  I hope you like them too...

While I provide information about meteorology and satellite technology, it shouldn't be too complicated for you.  For readers who are curious about weather, I like simplifying the content and language.  Using relatable examples, incorporating more visuals, and focusing on the basics of weather forecasting could make this article more appealing.

What can we do to determine patterns?  Check out this basket of tricks we use.  Fill in the blanks.

First, we make vertical outlines of key variables using facts from various sources.  Computer programs chart dew point, temperature, and other stuff for us.

Then you'd have to make a 3D representation of each number.  Forecasting models and vertical mapping software use this product.  Data is handled by these computer programs.  Satellite photos from:

Map Photo Satellite

Advanced uses for satellite data

Fitting into the big picture

From a launch station, a radiosonde, follows a weather balloon up through the atmosphere. Radiosondes measure temperature, humidity, wind etc.  Using radio waves, they send the information back to the station.

We can analyze map photo satellite images and drawings after we put the data on the map. This helps us figure out where things are going geographically. Data can also help us make better decisions and it can be used to track environmental changes. You can then compare the radiosonde data with satellite images. 

There's a lot of value here, but it's still limited. We only send this expensive little equipment package twice a day from each dispatch station. Satellites would be a lot more efficient if they replaced this old technology. Satellite information can at least enhance vertical profiles derived by other means. Especially over oceans and remote places.

Map photo satellites are more sophisticated, and techniques will keep improving.

How to make the map photo satellite profiles?

Filters change the look of scanned images.  We add supplementary data, then run it through more computers.

Weather satellites use many wavelengths to dance around atmospheric gas absorption spectra.  Carbon dioxide, oxygen, water vapour, and ozone have different bands.

Light spectrum wavelengths can help sort out small differences in intensities.  Comparing our traces with known compositions helps us identify substances.

Atmosphere layers stop radiation from below and re-emit it.  It affects what the map photo satellite sees.  Satellites get radiation from emitting layers.  What can we do to fill in the gaps?

In other wavelengths, the layer's weaker absorption allows some radiation from the surface and lower atmosphere to get through.  Research went into devising weighting functions and simpler algorithms to separate meaning from chaos.

Physical Science Tests

The atmosphere is evenly distributed with oxygen and carbon dioxide.  Satellite temperature soundings are useful because of this scattering.  Humidity and ozone profiles are calculated using the data and other physical properties.

Clouds complicate things even more. Although they're distorted by rain, microwaves from the earth give us more information. Microwaves are stopped by precipitation.  Radar is useful because of that. 

We can build temperature and humidity profiles in cloudy areas this way.  It's best to use these numbers to fortify infrared data.  How complete is it?

For this to work, we need good vertical resolution, less than a kilometer.  Inversion temperature anomalies, which increase temperature with height, cause ambiguity in photos.  With this data, we can come up with more than one solution.

Here's what you need...statistics!  Researchers build profiles by trial and error.  To fill in the gaps, they construct empirical correlations between measured and expected values.

How?  Linear regression statistics and other formulas are used to derive mathematical variables.  By adjusting a standardized profile, computers work out deviation vectors and make a more realistic profile.

Air Science Information

















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Meteorology and Statistics

As with any guesswork, accuracy is a challenge, especially when good map photo satellite data is scarce.  First guesses are sometimes taken too seriously without being all that good.  What can we do about it?

This gets better with intensive explorations and longitudinal studies.  As pattern recognition software develops and data libraries grow, non-linear physics problems will get solved and even initial estimates will be better.

The huge math is easier to handle with more powerful computers.  We can now do iterative calculations quickly and get more information from less data by repeating them many times.  They'll be able to do their jobs even better with newer map photo satellite equipment.  Likewise, more research into theory will make it easier to interpret the pictures.

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Map Photo Satellite - What is the role of satellites in monitoring?

To create a three-dimensional weather map photo satellite data becomes reconfigured to give us atmospheric profiles.



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Thank you to my research and writing assistants, ChatGPT and WordTune, as well as Wombo and others for the images.

GPT-4, OpenAI's large-scale language generation model (and others provided by Google and Meta), helped generate this text.  As soon as draft language is generated, the author reviews, edits, and revises it to their own liking and is responsible for the content.