simply observing the sun rise again and again is not sufficient to know beyond a reasonable doubt that it will rise again tomorrow.
one must understand the reasons why the Sun rises
That hypothesis makes no sense. What does it mean to understand why the sun rises, other than that one can see how the operation of some other regularity of the universe implies the sun will rise? For instance, we understand the sun rises (relative to a human observer) because of gravity holding the observer on the earth. If gravity were to turn off then the observer would be flung into space and stop seeing sunrises. But merely knowing the sun rises because of gravity cannot logically be sufficient to know beyond a reasonable doubt that it will rise again tomorrow, unless one also knows beyond a reasonable doubt that gravity will continue to operate tomorrow. But according to your principle, we can't know beyond a reasonable doubt that gravity (or whatever other underlying regularity our understanding is appealing to) will continue operating tomorrow, unless we understand the reasons why that regularity obtains. And that would require our understanding to rely on some deeper third regularity underlying the second; and so forth. Therefore, your hypothesis implies an infinite regress of reasons we must understand in order to know anything beyond reasonable doubt. But our finite brains cannot understand an infinite chain of reasons; they simply don't have enough wetware to store that much information.
So if we know beyond reasonable doubt that anything at all will continue, then it follows that there must be something we know beyond reasonable doubt will continue, merely because we have observed it again and again. Here's a likely candidate for that something: do you understand the reasons why masses induce gravitational fields?