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CHAPTER 2. TEMPORAL INTEGRATION 30<br />

implicit Adams methods can be written in the form<br />

y j+1 = y j +∆t<br />

m+1 <br />

m ′ =1<br />

α m′<br />

g j+2−m′<br />

(2.1)<br />

where the αm′ ’s and m are predetermined constants that depend on the order of the<br />

method. Here, y j is our current solution at some time t j , y j+1 is the solution we want<br />

at the new time t j+1 ,andg j−m is the time-derivative of the solution evaluated at time<br />

t j−m and solution value y j−m (i.e. g j−m = G(y j−m ,tj−m)). The BDF methods can be<br />

written in the form<br />

y j+1 =<br />

m<br />

m ′ =0<br />

β m′<br />

y j−m′<br />

+∆tγg j+1<br />

(2.2)<br />

Again, the βm′ ’s, γ, andmare predetermined constants that depend on the order<br />

of the method. Note, that since these methods are implicit we need to know g n+1 ,<br />

requiring us to solve a nonlinear equation in order to compute yn+1.<br />

We tested each of the above integrators with sweeps in bias on different grids to<br />

see which integrator more efficiently handled the temporal integration. For a sweep in<br />

bias, we start with the equilibrium Wigner function, set V =0.008V , and integrate<br />

in time for 2000 fs. We then increase the bias voltage by 0.008V , take the final f<br />

vector from the previous integration and use this as an initial condition for the next<br />

2000 fs. This pattern is repeated until a maximum bias voltage is reached (in this case<br />

0.480V ). The table below summarizes the runtimes for the two different integrators<br />

(in the VODEPK case, the implicit Adams method was used) for 3 different grids.

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