My opinion is that this is overly ambitious, but if you decide to go through with it, here are two books that will be very useful:
A Garden of Integrals by Frank Burk
Varieties of Integration by C. Ray Rosentrater
One drawback to these two books is that they make no mention of the large number of other integrals that have been studied. Obviously, the authors have to draw a line somewhere in what they discuss, but a short two or three page appendix or afterword mentioning the integrals of Bochner, Burkill, Denjoy, Jeffery, Khintchine, Kolmogorov, Kubota, Perron, Ridder, Saks, Ward (and others I've probably overlooked) would have been a very useful addition. Indeed, both books treat mostly the same integrals, so their union doesn't tell you about the existence of much more than either of them.
As a partial remedy, there is Gordon's book:
The Integrals of Lebesgue, Denjoy, Perron, and Henstock by Russell A. Gordon
For a more thorough remedy, I recommend these two very extensive survey papers:
Peter Bullen, Non-absolute integrals in the twentieth century,
AMS Special Session on Nonabsolute Integration, 23-24 September 2000, 27 pages. (195 references)
Ralph Henstock, A short history of integration theory, Southeast Asian Bulletin of Mathematics 12 #2 (1988), 75-95. (262 references)
However, rather than attempt a survey of integration methods, I recommend focusing on a specific integration topic, such as is discussed in my 7 November 2007 sci.math post
and in the math overflow question Cauchy's left endpoint integral (1823).
Another topic is the investigation of what can be the set of all possible Riemann sums for a certain function or for functions having certain specified properties. I know of quite a few papers on this topic, but they're at home now and I don't remember enough about their titles or authors to list any of them now. (One of the authors might be I. J. Maddox.)