How to optimize in image exploitation

The following image shows a frequency fingerprint of a radiating object, as seen by an infrared camera or sensor.

The dashed red line is the theoretical fingerprint based on a smooth blackbody radiation curve or model. This assumes that the object has certain properties which may or may not be actually present. These assumptions are the main reason why the actual observed fingerprint (the sold red line) does not match the theoretical model.

When data is taken of an object in space for example, all that we know is the frequency spectrum or fingerprint of the object. We usually do not know what the object is actually made of, it’s shape, etc. We have to make predictions or really educated guesses for that based on the observations.

Our goal at Pinkmoon is to develop a computer algorithm or model which can rapidly identify possible sources of discrepancies between the theory and observations, such as noise in the detector or camera, dynamics such as rotation, or background illumination.


One way to approach this problem is to do a kind of decomposition of the original curve into a set of known components (i.e. transformations or convolutions of the theoretical model). This is similar to a Fourier transform. Because multiple solutions might be possible, a cost function is desired which identifies which level sets or solutions might be more likely than others.

We are using open source tools such as Anaconda, Pyradi, and other technologies including AI to arrive at an algorithm for this problem set.

A Sensitivity Analysis Using Pyradi, for Ophelia and Skyla

This article is devoted to PyRadi, which is an infrared modeling toolkit written for Python. Python is a computer language similar to MATLAB which runs on most computer systems and is completely free.

PyRadi is useful because it simplifies the process of designing and evaulating infrared vision systems. Infrared vision systems are able to detect heat signatures of life on Earth, and in other places. Additionally they can also detect many naturally occuring phenomena such as bacteria in the ocean which help our planet support life.

In my experience, infrared systems can be used for remote sensing, which means that they are deployed in space and used to observe the Earth. NASA has a mission similar to this called VIIRS which monitors ocean algae populations and tracks the rate at which they bloom.

PyRadi is completely open ended and can be played with and modified by anyone with internet access. I have been doing this for years.

Here is a summary some of the things you can do with Pyradi.

WHen you want to design a system for seeing infrared radiation, whether on the Earth or moon or both, you need to determine the performance as you generate your design. This is because the performance helps you understand how well your design will work, efficiently.

PyRadi helps with this. If you give it some information about the source of infrared light (just a rough light curve, not too hard to find for most objects), and some other basic information about your system (i.e. telescope, etc) then PyRadi will show you its guess at the performance. This is measured by the amount of signal that your system will be able to receive from it’s target or source.

Here is some output from PyRadi.

Two graphs showing output from PyRadi!

The first graph shows several curves which can be thought of as components of a transfer function, as commonly used in control theory. For anyone who doesn’t know this already, a transfer function is represented as a product of several smaller functions. It is part of the solution to a differential equation, which is the basic mathematical model of a system that evolves with respect to time (i.e. dynamical system).

Here is an example:

In this figure, the box labeled Plant is the portion of the system which we are interested in studying or modeling. The “transfer function” is basically all of the interesting aspects of the physical system which we care about. In the case of Pyradi, it includes the following:

  • Source basic radiant properties
  • Source emisivity or tendancy to illuminate debris
  • Intervening atmosphere
  • Optics passivity
  • Camera sensitivity
  • etc.

In summary, the PyRadi enables you to do what is called a Sensitivity Analysis of your experiment.

A Test of Einstein’s Theory

A recent study explored the understanding of relativity at an extra-galactic scale, which basically determines how gravity will behave over very large distances. To date, relativity remains the best description of gravitational attraction over long distances. To some, it was hoped that one day perhaps a shortcoming in the theory of relativity might point the way to a better understanding of the nature of the universe. As of yet, relativity has proved to be highly accurate. Now, a new study has opened up a new area of research.

The Hertsprung-Russel diagram showing


AMOS Paper on Space Policy to be presented soon!

Space Policy affects nations and governments, all over the word. Our economies are shaped by our efforts to expand our consciousness among the stars, as new technologies and ideas are generated by our thirst for knowledge and exploration. Much of space exploration today takes place via robotic technologies, which are teaching us more about our world and galaxy. One thing is sure, what we do in space has a deep impact on Earth. Societies are shaped by the stories and myths we tell each other. Just think of how settling America affected economies around the globe. New industries opened up, and global consciousness grew out of pure exploration. If humans settled Mars or another world, how would our society change?

X-ray telescope sees distant planet as it passes an alien sun

For the first time, x-ray frequencies have been used to study the passage of a giant exoplanet in front of its central star. The images taken tell us how x-rays are absorbed by the atmosphere of the planet, and how they interact with the planet’s moon. What kind of atmosphere would the planet need to support life as we know it?

Are accountants needed by the aerospace industry?

Accountants address a unique need by the people of the aerospace industry. A lot of us don’t have a problem making money, but we don’t understand how to save it. With excess credit card debt and entangled webs of bills, invoices, and financial obstacles we often need a friend who can give us a helping hand….

Is the aerospace industry becoming an open source community?

Lockheed Martin launched a new initiative to open its programs to the public as NASA calls for ideas and innovation from a broad set of communities and the general public. This game-changing strategy is a realization that creativity often occurs at home, in our individual communities, and among wider social networks. The idea is to tap the open source universe for new ideas on how to build a community on Mars and the moon. Some of the most interesting approaches suggest that every home will soon become a laboratory for the exploration of Mars, thanks to virtual reality gear and new software innovations. We currently have so much data on the Red Moon that folks at NASA and JPL have been able to simulate the martian environment with extraordinary levels of accuracy. What do you think would be needed to bring Mars “down to Earth?”