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IEDC-2010 Conference Proceedings (Download ... - NED University

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v f<br />

(km/h)<br />

p cr<br />

(veh/km/lane)<br />

a<br />

z<br />

ln( V ) 18<br />

1<br />

v c c<br />

3,..., N 2] 19<br />

* T a T<br />

( ) [ln(<br />

f<br />

), ( ) ,<br />

1,..., N<br />

] [<br />

1, 2,<br />

cr<br />

And<br />

a<br />

[1, , ( t 1), , ( t N )]<br />

a<br />

T<br />

( t ) z ( t ) ( t 1) ( t 1) 21<br />

20<br />

Where ( t 1) is the last estimation of the parameters.<br />

60<br />

55<br />

50<br />

critical density<br />

critical density estimation<br />

45<br />

40<br />

35<br />

30<br />

25<br />

20<br />

15<br />

10<br />

5<br />

0 0.5 1 1.5 2 2.5 3 3.5 4<br />

time(hour)<br />

Figure 10. On-line estimation of critical density based on ELS method<br />

220<br />

200<br />

free speed<br />

free speed estimation<br />

180<br />

160<br />

140<br />

120<br />

100<br />

80<br />

60<br />

0 0.5 1 1.5 2 2.5 3 3.5 4<br />

time(hour)<br />

Figure 11. On-line estimation of free speed based on ELS method<br />

The on-line estimation of the model parameters based on extended least square are shown in Figures 10,<br />

11 and 12. The simulation results are summarized in Fig. 13. Performance index for adaptive estimator is<br />

0.0865.<br />

For evaluating the performance of adaptive estimator, like non-adaptive estimator, it is assumed that the<br />

real free speed drops from 120 km/h to 100 km/h after about one hour and stays at this level until the end<br />

of the simulation.<br />

2.5<br />

exponent<br />

exponent estimation<br />

2<br />

1.5<br />

1<br />

0.5<br />

0 0.5 1 1.5 2 2.5 3 3.5 4<br />

time(hour)<br />

Figure 12. On-line estimation of exponent based on ELS method<br />

<strong>Proceedings</strong> of <strong>IEDC</strong> <strong>2010</strong>, 1-3 July, <strong>2010</strong><br />

324<br />

<strong>IEDC</strong>-333-073

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