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Here, CTPT ca ( char i ( LP ) ,char i ( LP ) ,w,t ) stands for the CTPT value of
camera ca under the condition of char i ( LP ) which is the original character,
char i ( LP )whichis char i ( LP ) transformed into, weather w and time period t .
Based on this assumption, we propose a correction algorithm, namely SLPs
Correction, and there are two main steps including get potential CLPs and
correct SLPs . Basic steps are illustrated in Algorithm 2.
Algorithm 2. SLPs Correction
Input: SLPs of each camera ca ∈ CA , the limit of k when searching k -degree neigh-
bors, the time t at which the SPL being captured, the continuous occurrence limit
ʸ ,andtheinterval ʔt between the camera in question and the k -degree neighbors
Output: Output CLPs for each camera ca ∈ CA and its corresponding SLPs in ca
1: for each ca ∈ CA do
2:
// get potential CLPs
3:
potentialCLPs = ;
for i ₐ 1to k do
4:
5:
for each LP recognized by ca do
6:
if ʸ
≥ ʸ − 1in ca 's 1,2,..., k -degree neighbors in interval ʔt then
7:
Add
LP
to
potentialCLPs
;
8:
end if
9:
end for
10:
end for
11:
//correct SLPs
12:
for each slp ∈ SLPs do
13:
if potentialCLPs equals then
14:
Mark slp as Exp ;
15:
else
Select most approximate slp by maximizing sim ( slp,slp ,w,t ) ,slp
potentialCLPs ;
16:
as CLP ;
17:
Mark slp
18: end if
19: end for
20: Output CLPs and its corresponding SLPs ;
21: end for
CLPs
Accuracy Promotion. To get a higher accuracy of CLPs , data fusion
of RFID and ALPR is applied in the process of CLPs Accuracy Promotion.
Since RFID records are more accurate than ALPR to be convincible, those CLPs
whose original data both have ALPR LP records and RFID LP records could
transform into the results recognized by RFID directly. In a way, promotion of
CLPs accuracy would be acquired to enhance the correction result. Algorithm
3, CLPs Accuracy Promotion, shows the detail of how data fusion improves the
CLPs accuracy.
4 Experiment and Evaluation on In-Memory Database
In this section, experiments are designed to assess the veracity and time con-
suming of HelpMe. To evaluate the performance of HelpMe in veracity, ALPR
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