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)
590
Figure8. A PRN code sequence a, of length 1023,
constructedwithinScenarioD
Figure9. Cross‐correlation function of twoalternative
PRN codes, constructed within Scenarios B and D,
respectively
4 DISCUSSIONANDCONCLUSION
ShortcomingsofthecurrentlydeployedGoldcodefor
GNSS pseudorange measurements are addressed in
researchpresentedinthismanuscript.Constructionof
Chaotic Ranging Code (CRC), an alternative logistic
map‐basedrangingPRNcodeforsatellitepositioning,
was considered in this research, and resulting code
assessedforits
performance,asapotentialcandidate
for the GNSS pseudorange measurement code. The
alternative CRC code performance was compared
with Gold code ones, based on methodology and
Gold code assessment presented by (Mitra, 2007).
Research was focused on spectrum efficiency and
code orthogonality issues, as well as as with
transparency of
the process, with the quality of
encryptionmarginallyconcerned in accordance with
theguidingmethodologyadopted.
Scenarios A, B, C, and D (Table 1) presented the
CRC sequences with different performance levels.
Their auto‐correlation functions performed well,
allowingforacceptableorthogonality, andthereforea
proper inter‐operability, allowing for simultaneous
utilisationofthesamespectrumbyaconstellationof
GNSS satellites. Lattices are suppressed sufficiently,
with several scenarios performing even better than
the standard GNSS Gold code PRN (Mitra, 2007).
However,FoMvaluesvarylargely.Asitisexpected,
larger codes and wider spread brings more robust
encryption and wider
bandwidth. Still, the selection
ofparticularconfigurationofalogisticmapmayhave
significant impact on the FoM for particular logistic
map‐encryptedPRNcode.
In summary, a framework for construction of a
ranging code alternativeto the GNSS Gold code for
pseudorange measurement was assembled, in
compliancewithrequirementsfor
GNSSrangingcode
performance and based on utilisationof chaotically‐
behavinglogisticmap.TheCRCgenerationalgorithm
developedby(Kanso,Smaoui,2009) was configured
and assessed for performance using methodology
developed by (Mitra, 2007) to compare its quality
withtheexistingGNSSPRNGoldcode.Fourvariants
oftheCRCs
weregenerated,andtheirperformances
assessed. The interpretation of research results
revealed variations in encryption robustness
depending on logistic map configuration, and
confirmed importance of construction of long PRN
codes. Future research will address a wider set of
logistic map configurations across the range of
configuration parameters, development and
utilisation of
more exact measures of encryption
strength for PRN code assessment based on
methodological approach outlined in (Roeck, 2009)
and(Yang,Xiao‐Jun,2012),andCRCfieldvalidation
in simulated scenarios of GNSS spoofing cyber‐
attacks.
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