Imagine you have a toy box with all kinds of toys in it – some big, some small, some soft, some hard, some red, some blue, etc. Now, suppose you want to organize these toys in a certain way. There are many ways you could do this, but one way is to sort them by size. You could put all the big toys on one side of the box and all the small toys on the other side. This would give you a nice, neat arrangement that makes it easy to find the toy you want.
Now, let's suppose you want to organize the toys in a different way, such as by color. You could put all the red toys on one side and all the blue toys on the other. This would also give you a neat arrangement, but it would look different from the previous one.
The concept of entropy in thermodynamics is a bit like organizing toys in a box. Entropy is a measure of the disorder, or randomness, of a system. In other words, it tells you how much the arrangements of the "parts" of a system are limited or disordered. Just like with our toy box, there are many possible arrangements of the parts of a thermodynamic system, such as molecules or atoms. Some arrangements are more ordered and less random than others.
When we talk about maximum entropy thermodynamics, we are referring to a particular way of thinking about thermodynamic systems. This approach assumes that, when given no other constraints, a system will naturally tend towards the arrangement that has the highest possible entropy. This is called the maximum entropy state, and it is thought to be the state that is most "likely" or "probable" for a given system.
To see why this might be the case, let's go back to our toy box. Suppose you shake the box up and then open it. The toys will now be in a more disordered arrangement than before. This is because, when the box was shaken, the toys became more randomly arranged. It is much less likely, though possible, for the box to be in the neat, organized arrangement that you carefully set up earlier.
In the same way, thermodynamic systems tend to become more disordered over time. This is because random interactions between the parts of the system will naturally lead to more disordered arrangements over time. The maximum entropy state represents the most disordered arrangement that the system can achieve. In other words, it is the state where the system has "spread out" as much as possible.
Scientists use maximum entropy thermodynamics to understand how systems behave in the long term. It can help identify which states are most stable, which processes are more likely to occur, and how energy and matter flow within a system. Just like with our toy box, understanding the patterns of how systems become more disordered can give us insights into how they work and how we can manipulate them.