20.04.2014 Views

design space pruning heuristics and global optimization method for ...

design space pruning heuristics and global optimization method for ...

design space pruning heuristics and global optimization method for ...

SHOW MORE
SHOW LESS

You also want an ePaper? Increase the reach of your titles

YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.

Table 8 lists the 10 best asteroid sequences, ordered in terms of final mass. Table<br />

9 lists the Keplerian orbital elements of each of the asteroids that appear in Table 8, in the<br />

J2000 heliocentric ecliptic frame.<br />

4.2 Application of Methodology to Intermediate Problem<br />

4.2.1 Pruning Phase<br />

First, the <strong>pruning</strong> phase of the <strong>method</strong>ology is applied to the intermediate<br />

problem. The first step of the <strong>pruning</strong> phase requires keeping only asteroid sequences<br />

where the semi-major axis of each asteroid increases from one asteroid to the next. This<br />

first step reduces the number of asteroid sequences in the <strong>design</strong> <strong>space</strong> from 10,368 to<br />

1,728 (a factor of 6 reduction). Only two sequences were eliminated that yield feasible<br />

solutions (final mass greater than 500 kg), <strong>and</strong> their optimum final masses are 608 kg <strong>and</strong><br />

524 kg. These solutions rank 191 st <strong>and</strong> 467 th , respectively. There<strong>for</strong>e, this first <strong>pruning</strong><br />

step is effective in reducing the size of the <strong>design</strong> <strong>space</strong> without eliminating the best<br />

asteroid sequences.<br />

The second <strong>and</strong> third steps in the <strong>pruning</strong> phase use two metrics to eliminate a<br />

user-chosen percentage of asteroid pairs from each leg of the trajectory. Since this<br />

problem is not significantly larger than the small sample problem, the same percentage<br />

reductions are applied to each leg: k 1 = 0.3, k 2 = 0.25, <strong>and</strong> k 3 = 0.15. The first of these<br />

two metrics – the angle between two asteroids’ angular momentum vectors – reduces the<br />

number of asteroid sequences from 1,728 to 824 (factor of 2). The second metric – the<br />

optimal, phase-free, impulsive ∆V – further reduces the number of asteroid sequences<br />

from 824 to 416 (factor of 2).<br />

Overall, the <strong>pruning</strong> procedure reduces the number of asteroid sequences by a<br />

factor of 25, from 10,368 to 416. While 199 feasible sequences are eliminated, only one<br />

sequence in the top ten is eliminated (M f = 831, ranked 7 th overall). The next best<br />

96

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!