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AwSim™ Metrics


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The AwSim metrics tools consist of two separate applications - the Sector Analysis Metrics tool (SAM) and the Statistical Analysis Tool (SAT). SAM is the main metrics computational engine and provides the input to SAT. SAM is a metrics based statistical analysis software tool designed for air traffic analysis and systematic measurements of airspace configuration. The metrics tool evaluates various airspace utilization parameters on a sector and gate basis giving a direct measurement of sector load, configuration efficiency and traffic pattern complexity under different traffic pattern arrangements and airspace configurations.

The measurements done by the metrics tool rely on a partition of the airspace into regions, which may or not be coincident with ATC sectors, and gates based on the needs of the user. For each one of these regions and gates (when applicable) the program computes the following sets of metrics:

  • Sector load metrics
  • Sector 'busyness', traffic density, number of conflicts and conflict characteristics
  • Sector efficiency, excess distance, fuel burn, time of flight, delays, etc
  • Trajectory and traffic patterns

The Statistical Analysis Tool (SAT) is an application that compares two data sets by means of standard statistical tests. In principle SAT can compare any two data sets regardless of their origin or meaning. As primary input SAT accepts the raw metrics files written by SAM. SAT computes statistics that compare the actual distributions, the mean values and the variances of the input data sets. Pair-wise and population-based statistical tests are supported. SAT used in conjunction with SAM provides the means to perform systematic comparisons of any two-simulation experiments, which could be the result of two AwSim runs with different input data-sets or two runs with the same input data but at different stages of processing. SAT produces a log with the results of the statistical tests comparing each metric for each airspace involved in the simulation (as seen in the sample below).


                                                                              
 ============================================================================ 
 METRIC: Excess distance                                                      
 ============================================================================ 
                                                                              
                                                                              
 Group       Mean      Sigma        Min        Max   Npnts                    
 ----- ---------- ---------- ---------- ---------- -------                    
     1      350.6        369     0.2679       2331   48961                    
     2      352.4      366.4     0.2679       2247   47488                    
 Delta      5.848      12.66     -24.86      266.5   46051                    
                                                                              
 NORMALITY TESTS                                                              
                                                                              
 Group    Median      Mode Skewness  Prob  Kurtosis  Prob      Chi2  DOF Prob 
 ----- --------- --------- --------  ----  -------- ----- --------- ---- ---- 
     1     207.5     54.65    175.1     0     177.4     0 5.702e+04  147    0 
     2     211.4     67.67      170     0     168.5     0 5.415e+04  147    0 
 Delta     1.258   -0.5792    442.6     0      1869     0 1.137e+05  147    0 
                                                                              
 COMPARISON TESTS                                                             
                                                                              
 Test          Value      Prob      DOF1 DOF2/SErr                            
 --------- --------- --------- --------- ---------                            
      chi2     151.2    0.3042       143                                      
         F     1.014    0.1303 4.896e+04 4.749e+04                            
         Z   -0.7827    0.4338               2.368                            
      T-Eq   -0.7826    0.4339 9.645e+04     2.368                            
    T-Uneq   -0.7827    0.4338 9.639e+04     2.368                            
    Z-Pair     99.16         0             0.05897                            
      Sign      1880         0 4.455e+04                                      
Sample SAT output

 


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