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)
312
norm) and percentage values (VLFC%, LFC% and
HFC%),andLFCandHFCratio(LFC/HFC,%)[17].
Poincare´ plot indexes of heart rate variability
(HRV). Minor axis (SD1, ms), major axis (SD2, ms)
and the SD1/SD2 ratio indices; RR histogram
triangular interpolation (TINN, ms) and triangular
index (Trl); heart rate level
in A, B and C points
(RR_A, ms, RR_B, ms, RR_C, ms); maximum heart
rate response to active orthostatic test ), absolute
values (dRRB, ms) and percentage values
(dRRBpr,%), the duration of the transition process
(T_AB,s,T_BC,s)[18‐20].
3.3 Dataextractionfromweb‐baseddatabase
Interviewer
(user) before starting to fill in the
questionnaires for the first time must register and
identify himself in the information system. After
completing a questionnaire in the database, the
management system generates the conclusion and
submitsresultstotheuser.Responsemodelfromone
ofthe13questionnaires,i.e.,Anxietyand
Depression
Scale(HAD),isshowninFigure4.
A problem of feature extraction from heart rate
data related to the diagnosis of sleep disorders and
diseasesisconsidered.Rawdataofheartrateinterval
(RR, ms) sequences are taken from web‐based
database. The standard methods for time series
analysis,
e.g.statisticalinference, hypotheses testing,
correlation analysis, spectral analysis, etc., are
includedinthedevelopedtool.
Figure4.Theexampleoftheconclusionfromthetestusing
AnxietyandDepressionScale.
Algorithm for diagnostics of sleep quality and
disturbed sleep is based on evaluation of sleep
structure(sleepstages)usingsophisticatedanalysisof
parametersofRRintervaltimeseriesrecordedduring
Holtermonitoring.
Different statistical, spectral and non‐linear
dynamic parameters of RR interval time series are
storedinthedatabank.
After
HR data analysis, a verbal conclusion
regarding the functional state of autonomic HR
control reflecting seafarer’s functional status is
presented.
Theresultsofanalysisofquestionnaires’dataand
physiological signals from the heart (RR intervals)
provide useful information of seafarer’s functional
status, including mental and physical fatigue, stress
and ability
to perform the daily duties as well as
changesoffunctionalstatustoextremeenvironmental
and labour factors. The developed system allows
detecting the crew working capacity and proposes
measures that can be faster and more efficient in
restoringfunctionstatusandimprovingmanagement
ofthehumanfactorsduringseamissions.
4 PILOTSTUDY
The pilot study, in which 25 seafarers were
investigatedduringtheirseamission,wasperformed.
Adatabasetesting‐thetestingof25seafarers.The
system’s testing results confirmed that Web based
databank for practical use is convenient; users give
prioritytoelectronicdataentry.
Allthetest
datacollectioninonedatabaseallows
themtoquicklyexportdataandtoperformstatistical
analysis.
The study results demonstrated that sea farer’s
functionalstatusmostlydependsonthephysicaland
mental fatigue during operational activity. The
functional status is also influenced by gender, age,
physicalfitness,pain,boredomandemotions.
Thelimitationofthepilotstudyisarelativesmall
numberofinvestigatedpersons,includingmonitoring
ofHRduringseamissions.
5 CONCLUSIONS
ThedevelopedWebsystemwasbasedontheclient‐
server architecture and international open source
technologies, including Apache web server, PHP
scripts and MySQL database. The system
is
implementedinclientserverarchitecture.Theserver
storesthedataandcontrolssystem’sbasicfunctions.
Themainoperationaladvantageofthedeveloped
systemistheaccesstothedatabankforseveralusers
atthesametime.Usersgiveprioritytoelectronicdata
entry against filling questionnaires on paper.
Electronic
data entry saves operational time and
materialresources.
ACKNOWLEDGMENTS
Presented research was carried out in Klaipeda
University and funded by a European Social Fund
Agency grant for national project “Lithuanian
Maritime Sectorsʹ Technologies and Environmental
ResearchDevelopment”(VP1‐3.1‐SMM‐08‐K‐01‐019)
REFERENCES
[1]OECD Health Data 2013, http://stats.oecd.org/
index.aspx?DataSetCode=HEALTH_STAT
[2]Varoneckas A., Mackutė‐Varoneckienė A., Martinkėnas
A., Žilinskas A., Varoneckas G. Web‐based tool for
management of CAD patients after coronary bypass