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2011 Nov 18
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how to define the bound between parameters in nls() (Jinsong Zhao)
The multiple exponential problem you are attempting has a well-known and long history.
Lanczos 1956 book showed that changing the 4th decimal in a data set changes the
parameters hugely.
Nevertheless, if you just need a "fit" and not reliable paramters, you could
reparameterize to k1 and k2diff=k2-k1, so k2=k1+kdiff. Then kdiff has a lower bound of 0,
though putting 0 will almost certainly get you into computational trouble. You probably
want an upper bound on k1 too. The problem is discussed in the book I published with Mary
Walker-Smith in 1987, but I think our treatment is still only a...