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Simple approaches The most prominent, simple algorithms are geometry-based and Greedy methods For complex optimisation tasks in the context of UMTS radio network planning, these methods usually fail to come to competitive solutions However, they are typically easy to implement and can serve as useful tools during optimisation First, they can be used to generate reasonable starting solutions as an input to subsequent, more sophisticated methods Second, they can be used as a reference for sophisticated methods In addition to comparing the results of sophisticated methods to an arbitrary starting solution, it can be compared to the output of simple strategies This sheds a more realistic light on the value added by sophisticated optimisation Search Methods Search methods represent a compromise between running time and quality of results They rely on evaluating a multitude of alternative network configurations The level of detail of these evaluations directly scales their running time.

When you pull items for shipping, it is always a good idea to take your I Sell sheet or ledger and pull up each item by its item number on the eBay screen. I have to do this, because I have over 2,000 items listed in my store and usually another 200 at online auction, and if I only go by my notes, I can get confused. Instead, double-check each and every item with the auction photo on the eBay site before you ship it out. This can save costly shipping mistakes. After I have the item(s) packed, with my newspaper article and order form tucked inside, I close up the box and write the buyer s name on the outside. Then I weigh the box and write the weight on the I Sell sheet. I repeat this until I get through my stack of I Sell Sheets, and then sit at the computer and input my labels into the UPS online system. After the labels print out, I go and find the correct boxes and place the labels on them. Refer to 8 for more information on how to ship. You can also ship and print labels directly from PayPal. (PayPal used to charge for this, but now it doesn t.) You can print labels for USPS and UPS. Keep in mind that the UPS rates will be higher through PayPal than if you have a UPS account and go directly through UPS. Also, UPS will not pick up from you if you go through PayPal, which means you have to flag down a driver or drive your packages to a UPS drop-off location.

Full simulation has to be exercised with care Refined search methods have powerful mechanisms to escape local minima Methods which can do so (such as Tabu Search or Simulated Annealing) need more evaluations Evolutionary Algorithms The difference to the previous algorithms is that Genetic Algorithms and Evolutionary Strategies work on a population of solutions This allows for a more widespread search for optimal solutions The consequence of this is that in each iteration several simulations have to be performed and the running time is very high The effort to implement these algorithms is only slightly higher than for greedy algorithms or search methods The inherent structure of evolutionary algorithms facilitates a parallel implementation Linear Integer Programming Linear optimisation problems are well understood in optimisation theory, and several good software packages exist to solve these problems A linear formulation is hence desirable for any optimisation task.

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If a problem can be modelled as a continuous linear problem, there is usually no difficulty in solving it to optimality If the formulation involves integer variables, the solvability and the approach s scalability depends on the specific formulation and typically requires some expertise in mathematical programming In the context of UMTS network planning, integer programs have proven most useful for coverage optimisation..

Figure 5.8 Constellation plots of same receiver (a) with and (b) without AFC enabled. With AFC enabled, the EVM has improved by more than 4 dB, enabling operation and low PER at 54 Mbps.

(11.9)

$500,000

(14.12)

Band group #1 Band Band Band #1 #2 #3

The small helper functions owntype and wanttype repeatedly prompt for input until valid data are entered:

Generally speaking, the more recent the example, the better. This is certainly true if the accomplishment you are describing relates to an industry, product, or type of job that has changed significantly since the event took place. However, if you want to use an older example that is much more powerful or relevant than anything you ve done in the past few years, then by all means use it.

7.3 Summary