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Free source code and tutorials for Software developers and Architects.; Updated: 29 Apr 2014.

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where 1 0 is the average pheromone concentration on the edges of the last best path before the global update, and 2 0 after the global update Unfortunately, the optimal values of 1 and 2 are not known Again for the TSP, empirical analyses showed that ACS worked best when ( 1 1)/( 2 1) 04, which gives nk = 10 [215] It is important to note that the above is for a speci c algorithm, used to solve a speci c class of problems The value of nk should rather be optimized for each di erent algorithm and problem nt , maximum number of iterations: It is easy to see that nt plays an important role in ensuring quality solutions If nt is too small, ants may not have enough time to explore and to settle on a single path If nt is too large, unnecessary computations may be done 0 , initial pheromone: During the initialization step, all pheromones are either initialized to a constant value, 0 (for MMAS, 0 = max ), or to random values in the range [0, 0 ] In the case of random values, 0 is selected to be a small positive value If a large value is selected for 0 , and random values are selected from the uniform distribution, then pheromone concentrations may di er signi cantly This may cause a bias towards the links with large initial concentrations, with links that have small pheromone values being neglected as components of the nal solution There is no easy answer to the very important question of how to select the best values for the control parameters While many empirical studies have investigated these parameters, suggested values and heuristics to calculate values should e considered with care These are given for speci c algorithms and speci c problems, and should not be accepted in general To maximize the e ciency of any of the algorithms, the values of the relevant control parameters have to be optimized for the speci c problem being solved This can be done through elaborate empirical analyses Alternatively, an additional algorithm can be used to learn the best values of the parameters for the given algorithm and problem [4, 80].

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3. Set the workgroup name for Windows networking 4. Coordinate wireless channels, if applicable. Four easy steps, right If all goes well, the steps are easy, logical, and foolproof. But in technology, as in real life, things don t always go exactly right. So let me show you a few examples of connecting appliances to your network and explain where things may go awry. DataMatrix encoder for .net use .net data matrix . Server and storage appliances. 39 Barcode barcode library with .Related: Intelligent Mail Creating .NET

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The gbest and lbest PSO algorithms presented in Algorithms 161 and 162 perform synchronous updates of the personal best and global (or local) best positions Synchronous updates are done separately from the particle position updates Alternatively, asynchronous updates calculate the new est positions after each particle position update (very similar to a steady state GA, where o spring are immediately introduced into the population) Asynchronous updates have the advantage that immediate feedback is given about the best regions of the search space, while feedback with synchronous updates is only given once per iteration Carlisle and Dozier reason that asynchronous updates are more important for lbest PSO where immediate feedback will be more bene cial in loosely connected swarms, while synchronous updates are more appropriate for gbest PSO [108] Selection of the global (or local) best positions is usually done by selecting the absolute best position found by the swarm (or neighborhood) Kennedy proposed to select the best positions randomly from the neighborhood [448] This is done to break the e ect that one, potentially bad, solution drives the swarm The random selection was speci cally used to address the di culties that the gbest PSO experience on highly multi-modal problems The performance of the basic PSO is also strongly in uenced by whether the best positions (gbest or lbest) are selected from the particle positions of the current iterations, or from the personal best positions of all particles The di erence between the two approaches is that the latter includes a memory component in the sense that the best positions are the best positions found over all iterations The former approach neglects the temporal experience of the swarm Selection from the personal best positions is similar to the hall of fame concept (refer to Sections 859 and 1521) used within evolutionary computation.

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Many employees do not have the monetary resources to see them through until the next payday Their solution is to request a pay advance, which is deducted from their next paycheck It is a humane gesture on the part of the payroll manager to comply with such requests but it plays havoc with the efficiency of the payroll department Whenever such a request is made, the payroll staff must manually calculate the taxes to ake out of the payment, then manually cut a check and have it signed However, the inefficiencies are not yet over! In addition, the staff must manually enter the pay advance in the computer system so that the amount is properly deducted from the next paycheck For larger advances, it may be necessary to make deductions over several paychecks, which requires even more work Furthermore, if an employee quits work before earning back the amount of the advance, the company has just incurred a loss Clearly, paycheck prepayments do not help the efficiency of the payroll department This is a particularly significant problem in organizations where the average pay level is near the minimum wage, since the recipients may not have enough money to meet their needs The best practice that solves this problem seems simple, but can be quite difficult to implement Create a rule that no paycheck prepayments will be issued, which effectively ends the extra processing required of the payroll staff The trouble with this rule is that a needy employee can usually present such a good case for a pay advance that exceptions will be made; this grinds away at the rule over time, until it is completely ignored Other managers will assist in tearing down the rule by claiming that they will lose good employees if advances are not provided to them The best way to support this rule is to form an association with a local lending institution that specializes in short-term loans Then, if an employee requests an advance, he can be directed to the lending institution, which will arrange for an interest-bearing loan to the employee When this arrangement exists, it is common for employees to tighten their budgets rather than pay the extra interest charged for use of the lender s money This improves employee finances while increasing the processing efficiency of the payroll staff Be sure to arrange for alternative employee financing before setting up a noadvance rule in order to be certain that alternative financing will be available to employees Then go over the rule with all employees several weeks before it is to be implemented, so that employees will have fair warning of the change Also, have brochures available in the payroll department that describe the services of the lending institution, as well as contact information and directions for reaching it.

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