Thermal Infrared Anomalies Associated with Recent Crustal
Earthquakes in Gorj County in Romania
MARIA A. ZORAN*, ROXANA S. SAVASTRU, DAN M. SAVASTRU, MARINA N. TAUTAN,
DANIEL V. TENCIU
National Institute of R&D for Optoelectronics,
Bucharest- Magurele,
ROMANIA
*Corresponding Author
Abstract: - Cumulative stress-energy in tectonic active regions associated with ongoing deformation (co-
seismic stress) along the main active geologic faults manifests various earthquakes’ precursors. Macro-
fracturing processes are preceded by micro-fracturing phenomena which amplify strain field, and geophysical
fields’ disturbances like space-time anomalies of Earth’s fracto-emission signals (Thermal; Ionospheric;
Electric Field; Acoustic; Radon in air, underground water, and soil; Neutron, etc.) registered months to days
before the occurrence of earthquakes. Multispectral and multisensor time series satellite data and space-based
geodetic (GPS and GNSS) measurements in synergy with ground-based geophysical/geochemical
measurements bring a significant contribution to survey pre-earthquake signals in the tectonic active areas. This
study aims to assess the role of seismo-induced thermal infrared (TIR) anomalies characterized by the ground-
level air-AT and land surface temperature-LST changes as significant precursors of crustal moderate and strong
earthquakes recorded in Gorj County, Oltenia region in Romania. North-West Targu Jiu area is an active
tectonic area characterized by two strike-slip faults systems of North-West- South West and East-West
orientation, where on 13 February 2023 was recorded a shallow strong earthquake of moment magnitude Mw=
5.2 and 17 km focal depth, followed by 14 February 2023 stronger earthquake of Mw = 5.7 and 6 km focal
depth. Several months beyond have been recorded more than 1000 aftershocks of Mw ≤ 4.9. Based on MODIS
Terra/Aqua and NOAA AVHRR time series data, some days to weeks before the seismic sequence has detected
LST and AT anomalies.
Key-Words: - seismic sequence, Land Surface Temperature, Air temperature, MODIS and NOAA AVHRR
satellite data, Gorj County area, Romania
Received: March 27, 2023. Revised: June 27, 2023. Accepted: August 28, 2023. Published: September 20, 2023.
1 Introduction
With the increase in economic development of
Romania, unexpected earthquake disasters in active
geotectonic regions can cause more serious
economic and societal damage than ever before. In
frame of the rapid urbanization, the seismic
risk/hazard assessment of Romania due to ground
motion variability is of high importance for
monitoring and implementing early warning
systems. The continuous surveillance, satellite, and
in-situ monitoring and analysis of current seismicity
present a significant scientific challenge. Also, the
all-weather, high-spatial, and temporal resolution
and high dynamic range of satellite remote sensing
sensors provide a new investigation tool for
earthquake events.
As natural hazards in Romania, earthquakes
resulting from crustal-scale fault-related
deformation (co-seismic stress) turn moderate
hazards into severe risks in densely populated areas
and high-value infrastructures. The earthquake
risk/hazard in Romania is one of the highest in
Europe, being determined for almost half of its
territory by the increased seismic activity of the
Vrancea seismogenic region characterized by a high
rate of occurrence of large earthquakes in a narrow
focal volume at depth from 70 to 160 km, which is
located beneath the Southern Carpathian Arc, [1],
[2]. Presently moderate seismic activity in Romania
is concentrated at the still seismically active
contacts between the major tectonic units: the
orogens and platforms, [3], [4]. Is well recognized
that crustal seismicity in Romania is distributed
within some belts located along the Carpathian
Mountains and the Pannonian Depression with
significant concentration in the Vrancea crustal area
WSEAS TRANSACTIONS on ENVIRONMENT and DEVELOPMENT
DOI: 10.37394/232015.2023.19.83
Maria A. Zoran, Roxana S. Savastru,
Dan M. Savastru, Marina N. Tautan,
Daniel V. Tenciu
E-ISSN: 2224-3496
873
Volume 19, 2023
and the front of Eastern Carpathians bend, in the
Fagaras Mountains area, in the Danubian area,
Banat, Crisana, Maramures and North Dobrogea
regions, [5]. An unusual crustal doublet earthquake
sequence started on 13 February 2023 with an
earthquake of moment magnitude Mw = 5.2 at 17
km depth, close to Targu Jiu city, in Gorj County in
Romania. The strongest event, of moment
magnitude Mw= 5.7 and 6 km focal depth, occurred
on 14 February 2023. Also, the earthquake sequence
triggered more small and moderate earthquakes,
which have been recorded during several phases of
seismic activity, of which on 20 March 2023 was
recorded an aftershock of Mw = 4.9. The
accompanied specific seismicity bursts continued
after several months, and more than 1000
aftershocks have been recorded, of which more than
250 events of Mw ≥ 2.0 have been registered till the
end of July 2023, corresponding to our investigation
period in this study. Like in many regions of the
world, seismic sequence phenomena are rather
common, being also recorded in Romania (Sinaia
zone in Carpathian foredeep, Galati, Banat, and
Arad-Crisana zones), [6]. For active seismic areas,
the temperature response of co-seismic stress
expressed by land surface temperature -LST and air
temperature-AT parameters spatiotemporal
variability is a significant information source that
can be used to verify that the change of bedrock
temperature contains the dynamic change of crustal
stress before and after moderate and strong
earthquakes, [7]. The novelty of this study consists
in monitoring and analysis of time series MODIS
Terra/Aqua and NOAA AVHRR thermal infrared
satellite data for detection of land surface
temperature-LST and air surface temperature-AT
anomalies before and after seismic sequence doublet
occurrence of 13/14 February 2023 recorded in Gorj
Country. This study attempts to provide a basis for
creating crustal earthquake warning systems in
seismogenic areas by using the capabilities of in-situ
and satellite remote sensing platforms for studying
various types of possible pre-earthquake anomalies.
2 Regional Seismotectonic Setting
In Romania, however, from the instrumental data,
the seismic cluster in the Gorj area placed in the
Northern- Western part of the Oltenia region (CSC
in Figure1) is significantly higher, both in duration
and number of events compared to similar seismic
sequences in other areas. Strike slip-type
deformations have played an important role in the
tectonic development of the region. At the contact
between the Moesian Platform and the Carpathians
orogen generated small-to-moderate crustal
earthquakes as a consequence of large-scale
transcurrent deformation recorded during the
Tertiary drift of the tectonic units in Transylvania
into the Carpathians embayment through the rapid
roll-back of the slab attached to the European
continent in the Vrancea region, [8].
Fig. 1: Seismogenic zones for crustal earthquakes in
Romania are defined as polygons: DOB—
Dobrogea, ND—North Dobrogea orogeny, BD—
Bârlad Depression, MO—Moesian Platform, FC—
Făgăraş-Câmpulung, CSC—Central South
Carpathians, DA—Danubian, BA—Banat, TRA—
Transylvania
Experimental work observed that the seismicity
along the Southern Carpathians is enhanced in the
Eastern sector, known as the Făgăraş-Câmpulung
zone (FC), and in the Western sector, in the
Danubian zone (DA). Also, more recent data
suggest that the segment between them has a high
earthquake-generating potential, [9], being
considered as a new seismogenic area (central part
of the Southern Carpathians—CSC which shows
similar features to that in the FC zone. The
seismogenic region of the crustal earthquake
sequence is located between the Intramoesian Fault
to the East and the Camena-Jiu Fault to the West, at
the contact of the Getic Depression and Carpathians
Orogen. This region is characterized by the two
normal fault systems, one of strike-slip oriented
NW-SE intersected with the second fault system E-
W oriented. The interplay of geotectonic, land
WSEAS TRANSACTIONS on ENVIRONMENT and DEVELOPMENT
DOI: 10.37394/232015.2023.19.83
Maria A. Zoran, Roxana S. Savastru,
Dan M. Savastru, Marina N. Tautan,
Daniel V. Tenciu
E-ISSN: 2224-3496
874
Volume 19, 2023
surface, and climatic processes at local and regional
scales is responsible for the variety of the
mountain’s orogenic belts and the surrounding
basins' spatiotemporal changes, [10], [11], [12]. The
crustal seismicity in Romania is mainly
concentrated along the external side of the
Carpathian orogen and Pannonian depression. Is
well demonstrated that most of the hypocentres are
located in the upper crust (in the first 20 km depth),
[6]. The Gorj seismogenic area, where these
earthquakes occurred is known for weak to
moderate seismic activity, according to the updated
version of the ROMPLUS Catalog, [13], the last
estimated earthquake with a moment magnitude of
5.2 was recorded on 20 June 1943 at a depth of 9.9
km, 45.0/23.0 Lat/Long, and very few small
earthquakes of Mw 3.5 occurred till 13 February
2023.
3 Data and Methods
Reliable earthquake forecasting, very important for
preventing and mitigating earthquake disasters, is
still elusive. However, the key to reliable prediction
is identifying physical earthquake presignals, [1],
[14], [15]. In spite of being reported seismological,
geophysical, geochemical, geodetic, and
hydrological precursors to earthquakes, most of
these precursors are physically irrelevant or
statistically insignificant. Macro-fracturing
processes are preceded by micro-fracturing
phenomena that amplify the strain field, with a
resulting rock deformation (co-seismic stress) and
associated geophysical fields’ disturbances. Space-
time anomalies of Earth’s emitted radiation (thermal
infrared satellite data provided months to weeks
before the occurrence of earthquakes), ionospheric,
space weather, radon and thoron in underground
water and soil, etc.), and electromagnetic anomalies
are considered as pre-seismic signals, [16], [17],
[18]. As Southern Carpathian Mountains ranges and
adjacent sedimentary basins may record signals and
proxies that may provide knowledge on the
geophysical state of the region, a major challenge is
to extract all available information contained in the
system and to interpret it in terms of involved
processes. Seismological and geodetic observation
networks that record ground displacements,
velocities, and accelerations of the Earth’s surface
are crucial for understanding earthquakes.
Earthquakes can produce significant surface sphere,
atmosphere, and lithosphere precursory anomalies
effects due to earthquake preparation phases, [19].
Thermal Infrared (TIR) satellite imagery provided
by different TIR sensors (Moderate Resolution
Imaging Spectroradiometer -MODIS Terra/Aqua,
Geostationary Meteorological Satellite 5/Visible and
Infrared Spin Scan Radiometer -GMS-
5/VISSR, NOAA Advanced Very High-Resolution
Radiometer -AVHRR, Meteosat Second Generation
Spinning Enhanced Visible and Infra-Red Imager -
MSG/SEVIRI and so on), [20], [21], [22], [23],
[24], [25]. Among these effects, we consider
variations in Land Surface Temperature (LST) and
Air Temperature (AT) that reflect associated
disturbances, [26], [27], [28], [29], [30]. The effect
scales are connected with the earthquake
magnitudes and focal mechanisms. The
characteristics of TIR anomalies exhibit spatial
variations due to the different geological and
meteorological (air relative humidity, pressure, wind
intensity and directions, surface solar irradiance,
cloud cover) backgrounds. Also, time series satellite
data in different spectral wavelengths together with
innovative analytical techniques, improved
methodologies, and innovative conceptual and
quantitative modeling, are required to resolve these
problems. As TIR anomalies are supposed to be
caused by the direct or indirect influence of the
increasing crustal stress in Gorj Country, Oltenia
region in Romania we used time series analysis to
detect the anomalous behavior of the TIR signal,
[31]. To explore earthquake seismic sequence
characteristics related to cluster seismicity during
tremorgenic slow-slip events and thermally
activated processes in Gorj County, time series of
AT and LST have been investigated. ENVI 5.7, e-
cognition, and ORIGIN 11 software have been used.
4 Results and Discussion
4.1 Temporal Pattern of Gorj Sequence
The temporal pattern of the Gorj crustal earthquakes
function of the focal depth distribution during the
investigated time period is presented in Figure 2,
which evidences a decreasing trend of aftershocks
appearance with the initial time of the seismic
sequence. During the 13 February 2023 to 25 July
investigated time period, the permanent and
temporary stations operated by the Romanian
Seismic Network have recorded more than 255
crustal earthquakes of moment magnitude of 2
Mw ≤ 5.7, the majority seismic events being located
in a narrow hypocentral volume region in the range
of Latitude 45.09 °N - 45.2 °N, Longitude 23.02 o E
– 23.22 o E, and 2.0 km-19 km depth range as can be
seen in Figure 3. Also, during the study period in the
Gorj County have been registered more than 700
earthquakes of moment magnitude 1 Mw 2.0,
WSEAS TRANSACTIONS on ENVIRONMENT and DEVELOPMENT
DOI: 10.37394/232015.2023.19.83
Maria A. Zoran, Roxana S. Savastru,
Dan M. Savastru, Marina N. Tautan,
Daniel V. Tenciu
E-ISSN: 2224-3496
875
Volume 19, 2023
that means a continuous seismic activity attributed
to physical mechanisms of earthquake-to-earthquake
triggering.
020 40 60 80 100 120 140 160
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
Mw
D
Day during 13 February 2023-25 July 2023
Mw
0
2
4
6
8
10
12
14
16
18
20
D (km)
Fig. 2: Temporal distribution of Gorj seismic crustal
doublet sequence after 13 -14 February 2023
earthquakes
Fig. 3: Epicentral map of the Gorj County seismic
sequence during 13 February -25 July 2023 function
of moment magnitude and spatial location
The dominant tectonic stress in the Gorj
seismogenic active area and faulted area results in
accumulation and rise in the strain energy in the
subsurface rocks, which may be released through
rupturing of rocks and in the form of foreshocks,
mainshocks, and aftershocks. Thus, the analysis of
the phenomena occurring in the pre and post-
sequence of the investigated seismic event will
provide useful information on the future Gorj area
seismicity. Is well-recognized that earthquakes are
associated with ongoing deformation along the main
active geologic faults. According to the
Lithosphere–Atmosphere–Ionosphere coupling
model seismic events are complex fields, that
include several channels for energy transfer as well
as mechanisms of chemical composition change,
[22], [23].
4.2 Land Surface Temperature Anomalies
This study used time series Moderate Resolution
Imaging Spectroradiometer (MODIS) Terra satellite
thermal imagery data over the Gorj- Targu Jiu
epicentre region to analyze thermal anomalies
associated with earthquake prediction. The daily
land surface temperature (LST) products provided
by MODIS MOD11A2/LST_Day and _Night_1km
evidenced a strong temperature anomaly consisting
of a sudden drop with more than 5 oK some days
before the seismic sequence (Figure 4).
Fig. 4: Temporal distribution of MODIS Terra LST
recorded in the Gorj- Targu Jiu area during the
2000-2023 period
The results in this study are in good accordance
with the findings in the field that based on various
methods and datasets, reported LST anomalous
enhancement or drop detected from TIR satellite
time series imagery before or after earthquakes,
[32]. Due to the properties of the local fault, the
(oK)
Time Series MODIS Terra for GORJ seismogenic area
Earthquake 14 February 2023
WSEAS TRANSACTIONS on ENVIRONMENT and DEVELOPMENT
DOI: 10.37394/232015.2023.19.83
Maria A. Zoran, Roxana S. Savastru,
Dan M. Savastru, Marina N. Tautan,
Daniel V. Tenciu
E-ISSN: 2224-3496
876
Volume 19, 2023
temperature sensitivity of the cracks of the
underground rocks, and nucleation and propagation
of slow-slip events can explain and may contribute
to the natural complexity of the seismic
phenomenon, potentially explaining a much wider
spectrum of rupture behaviors and recurrence
patterns of the earthquakes, [33], [34]. As the Gorj
seismic sequence occurred at the intersection of the
two normal fault systems, one of strike-slip oriented
NW-SE and the second fault system E-W oriented,
is considered of slow-slip event, that always is
associated with bursts of low-frequency earthquakes
or tremors that may be responsible for the recorded
thermal anomalies, [35], [36].
4.3 Air Surface Temperature Anomalies
As Figure 5 shows, based on NOAA AVHRR
satellite data from 1 January 2023 till 10 February
2023 Air Temperature at 2 m height AT recorded a
thermal anomaly of almost 5.5 oK above the Targu-
Jiu Gorj County, as possible to be associated with
the preparation phase of the earthquakes.
Fig. 5: Air Temperature anomaly recorded by
NOAA AVHRR satellites before Gorj crustal
seismic sequence on February 2023
Only a few days before seismic events daily AT and
air relative humidity RH recorded a sudden drop
(Figure 6), followed by increasing trends.
020 40 60 80 100 120 140 160 180 200 220
-10
-5
0
5
10
15
20
25
30
Air Temperature
Air Relative Humidity
Day during 1 January 2023- 25 July 2023
Mean Air Temperature (oC)
40
50
60
70
80
90
100
Mean Air Relative Humidity (%)
GORJ
Earthquakes
Fig. 6: Temporal pattern of Air Temperature and
Relative Humidity during 1 January 2023 -25 July
2023 in Gorj County.
5 Conclusion
This study examined the spatial and temporal
distribution of crustal seismicity recorded in Gorj
County, Oltenia in Romania in relation to possible
presignals. According to our investigation, the time
series analysis of crustal seismicity in Gorj County
between 13 February 2023 and 25 July 2023 shows
that the most crustal seismicity is clustered in a
narrow focal volume region in the range of Latitude
45.09 °N - 45.2 °N, Longitude 23.02 oE 23.22 oE
and 2.0 km- 19 km depth. Based on time series
MODIS Terra/Aqua and NOAA AVHRR satellite
data have been recorded land surface temperature-
LST and air surface temperature-AT anomalies
before and after seismic sequence doublet
occurrence of 13/14 February 2023 of moment
magnitudes Mw 5.2/5.7 recorded in Gorj Country.
The depths of the moderate crustal earthquakes in
Gorj County in Romania mainly distributed within
the upper 20 km, suggest that thermal infrared
anomalies can represent better the radiation
characteristics of shallow earthquakes. This research
discovers some characteristics of thermal infrared
radiation associated with crustal earthquakes in Gorj
County in Romania and looks at the relationship
WSEAS TRANSACTIONS on ENVIRONMENT and DEVELOPMENT
DOI: 10.37394/232015.2023.19.83
Maria A. Zoran, Roxana S. Savastru,
Dan M. Savastru, Marina N. Tautan,
Daniel V. Tenciu
E-ISSN: 2224-3496
877
Volume 19, 2023
between thermal anomalies and faults. However,
reported thermal infrared anomaly patterns
associated with moderate–strong earthquakes in
Gorj can provide important reference values and for
the first time can significantly aid earthquake
research in this region. However till now, despite
extensive investigations worldwide, and reported
seismological, geodetic, geophysical, geochemical,
and hydrological precursors to earthquakes, no
precursor patterns for reliably predicting major
earthquakes have been identified.
Acknowledgment:
This work was supported by the Romanian Ministry
of Research, Innovation and Digitalization: through
Program 1- Contract no. 18PFE/30.12.2021;
National Research Development and Innovation
Plan 2022-2027, project no. PN 23 05; Grant
CNCS-UEFISCDI, project number PN-III-P4-PCE-
2021-0585; Romanian Ministry of European
Investment and Projects & Romanian Ministry of
Research, Innovation and Digitalization, Contract
no.8/1.2.1 PTI ap.2/17.02.2023.
References:
[1] Sokolov V.Y., Wenzel F., Mohindra, R.,
Probabilistic seismic hazard assessment for
Romania and sensitivity analysis: A case of
joint consideration of intermediate-depth
(Vrancea) and shallow (crustal) seismicity,
Soil Dynamics and Earthquake Engineering
29, 2009, p.364– 381.
[2] Ismail-Zadeh A., Matenco L., Radulian M.,
Cloetingh S., & Panza, G., Geodynamics and
intermediate-depth seismicity in Vrancea (the
south-eastern Carpathians): current state-of-
the-art. Tectonophysics, 530, 2012, 50-79.
[3] Ergin M., Aktar M., Lower crustal seismic
activity in the Adana Basin (Eastern
Mediterranean): Possible connection to
gravitational flexure. Tectonophysics 730,
2018, p.1-10.
[4] Singer J., Diehl T., Husen S., Kissling
E., Duretz T., Alpine lithosphere slab rollback
causing lower crustal seismicity in northern
foreland. Earth Planet. Sci. Lett. 397, 2014,
p.42-56.
[5] Bala A., Radulian M., Popescu E.,
Earthquakes distribution and their focal
mechanism in correlation with the active
tectonic zones of Romania. Journal of
Geodynamics, 36(1-2), 2003, p.129-145.
[6] Bala A.,Raileanu V., Dinu C., Diaconescu M.,
2015. Crustal seismicity and active fault
systems in Romania. Romanian Reports in
Physics, 67 (3), p.1176-1191.
[7] Chen S., Liu Q., Liu P., Zhuo Y., Prospect and
research progress of detecting dynamic
change in crustal stress by bedrock
temperature, Geohazard Mechanics 1(2),
2023, p.119-127.
[8] Pavel F., Vacareanu R., Douglas J., Radulian
M., Cioflan C., Barbat A., An Updated
Probabilistic Seismic Hazard Assessment for
Romania and Comparison with the Approach
and Outcomes of the SHARE Project, Pure
Appl. Geophys. 173, 2016, p.1881–1905, DOI
10.1007/ s00024-015-1223-6
[9] Radulian M, Bala A, Ardeleanu L, Toma-
Danila D, Petrescu L, Popescu E, Revised
catalogue of earthquake mechanisms for the
events occurred in Romania until the end of
twentieth century: rEFMC, Acta Geodaetica
et Geophysica 54, 2019, p.3–18.
[10] Bala A., Radulian M., Toma-Danila D.,
Crustal stress partitioning in the complex
seismic active areas of Romania, Acta
Geodaetica et Geophysica 55, 2020, p.389–
403.
[11] Borleanu F., Petrescu L., Seghedi I., Thomas
C., De Siena L., The seismic attenuation
signature of collisional orogens and
sedimentary basins within the Carpathian
Orogen, Global and Planetary Change 223,
2023, 104093.
[12] Diaconescu M., Ghita C., Moldovan I.A.,
Oros E., Constantinescu E.G., Marius M.,
Romanian Reports in Physics 73, 2021, 710.
[13] ROMPLUS Catalog,
http://infp.ro/index.php?i=romplus (accessed
on 31 July 2023)
[14] Sandulescu M., Geotectonics of Romania, Ed.
Tehnică, Bucharest, Romania, 1984, 334.
[15] Zoran M., MODIS and NOAA-AVHRR land
surface temperature data detect a thermal
anomaly preceding the 11 March 2011
Tohoku earthquake, International Journal of
Remote Sensing, 33:21, 2012, p.6805-6817.
[16] Chen H., Qin S., Xue L.,Yang B.,Zhang K.,
Universal precursor seismicity pattern before
locked-segment rupture and evolutionary rule
for landmark earthquakes, Geoscience
Frontiers 13(3), 2022, 101314.
[17] Bhardwaj A., Sam L., Martin-Torres F.J., The
challenges and possibilities of earthquake
predictions using non-seismic precursors, Eur.
WSEAS TRANSACTIONS on ENVIRONMENT and DEVELOPMENT
DOI: 10.37394/232015.2023.19.83
Maria A. Zoran, Roxana S. Savastru,
Dan M. Savastru, Marina N. Tautan,
Daniel V. Tenciu
E-ISSN: 2224-3496
878
Volume 19, 2023
Phys. J. Special Topics 230 (1), 2021, p.367-
380.
[18] Cicerone R.D., Ebel J.E., Britton J., A
systematic compilation of earthquake
precursors, Tectonophysics 476 (3-4), 2009,
p.371-396.
[19] Panchal H., Saraf A.K., Das J., Dwivedi D.,
Satellite based detection of pre-earthquake
thermal anomaly, co-seismic deformation and
source parameter modelling of past
earthquakes. Natural Hazards Research 2(4),
2022, p.287-303.
[20] Liu Y., Wu L., Qi Y., Ding Y., General
features of multi-parameter anomalies of six
moderate earthquakes occurred near
Zhangbei-Bohai fault in China during the past
decades, Remote Sensing of Environment 295,
2023, 113692.
[21] Bellaoui, M., Hassini, A., Bouchouicha, K.,
Pre-seismic anomalies in remotely sensed
land surface temperature measurements: the
case study of 2003 Boumerdes earthquake,
Adv. Space Res. 59 (10), 2017, 2645–2657.
[22] Blackett, M., Wooster, M.J., Malamud, B.D.,
Exploring land surface temperature
earthquake precursors: a focus on the Gujarat
(India) earthquake of 2001, Geophys. Res.
Lett. 38 (18), 2011, L15303.
[23] Ouzounov, D., Freund, F., Mid-infrared
emission prior to strong earthquakes analyzed
by remote sensing data, Adv. Space Res. 33
(3), 2004, 268–273.
[24] Tronin, A.A., Hayakawa, M., Molchanov,
O.A., Thermal IR satellite data application for
earthquake research in Japan and China, J.
Geodyn. 33 (4–5), 2002, 519–534.
[25] Varotsos, P., Sarlis, N., Skordas, E., Study of
the temporal correlations in the magnitude
time series before major earthquakes in Japan,
J. Geophys. Res. Space Physics 119, 2014.
[26] Wu, L., Cui, C., Geng, N., Wang, J., Remote
sensing rock mechanics (RSRM) and
associated experimental studies, Int. J. Rock
Mech. Min. Sci. 37, 2000, 879–888
[27] Ouzounov, D., Freund, F., Mid-infrared
emission prior to strong earthquakes analyzed
by remote sensing data, Adv. Space Res. 33
(3), 2004, 268–273.
[28] Zhang, Y., Meng, Q., A statistical analysis of
TIR anomalies extracted by RSTs in relation
to an earthquake in the Sichuan area using
MODIS LST data, Nat. Hazards Earth Syst.
Sci. 19 (3), 2019, 535–549.
[29] Zhang, Y., Meng, Q., Wang, Z., Lu, X., Hu,
D., Temperature variations in multiple air
layers before the Mw 6.2 2014 Ludian
Earthquake, Yunnan, China. Remote Sens. 13
(5), 2021, 884.
[30] Zhang Y., Meng Q., Ouillon G., Sornette D.,
Ma W., Zhang L., Zhao J., Qi Y., Geng F.,
Spatially variable model for extracting TIR
anomalies before earthquakes: Application to
Chinese Mainland, Remote Sensing of
Environment 267, 2021, 112720.
[31] Fatimah H., Bangash S., Tariq A., Naseem
A.A., Ahmed Z., Bangash A.A., Time series
temperature anomalies for earthquake
prediction using remote sensing techniques: A
case study of five major earthquakes in
Pakistan’s history, Advances in Space
Research 71(12), 2023, 5236-5255.
[32] Meng, Q., Zhang, Y., Discovery of spatial-
temporal causal interactions between thermal
and methane anomalies associated with the
Wenchuan Earthquake, Eur. Phys. J. Special
Topics, 2021, 247–261.
[33] Nie S., Barbot S., Rupture styles linked to
recurrence patterns in seismic cycles with a
compliant fault zone, Earth Planet. Sci.
Lett. 591, 2022, Article 117593.
[34] Wang B., Barbot S., Pulse-like ruptures,
seismic seismic sequence s, and tremorgenic
slow-slip events with thermally activated
friction, Earth and Planetary Science Letters
603, 2023, 117983.
[35] Barbot, S., A rate-, state-, and temperature-
dependent friction law with competing
healing mechanisms. J. Geophys. Res., 2022,
Article e2022JB025106,
[36] Barbot S., Slow-slip, slow earthquakes,
period-two cycles, full and partial ruptures,
and deterministic chaos in a single asperity
fault, Tectonophysics 768, 2019, 228, 171.
WSEAS TRANSACTIONS on ENVIRONMENT and DEVELOPMENT
DOI: 10.37394/232015.2023.19.83
Maria A. Zoran, Roxana S. Savastru,
Dan M. Savastru, Marina N. Tautan,
Daniel V. Tenciu
E-ISSN: 2224-3496
879
Volume 19, 2023
Contribution of Individual Authors to the
Creation of a Scientific Article (Ghostwriting
Policy)
Maria Zoran: Conceptualization; Methodology,
Supervision, Writing - review & editing. Roxana
Savastru: Methodology, Validation, Review. Dan
Savastru: Methodology, Validation, Review. Marina
Tautan: Methodology, Validation. Daniel Tenciu:
Software.
Sources of Funding for Research Presented in a
Scientific Article or Scientific Article Itself
This work was supported by the Romanian Ministry
of Research, Innovation and Digitalization: through
Program 1- Contract no. 18PFE/30.12.2021;
National Research Development and Innovation
Plan 2022-2027, project no. PN 23 05; Grant
CNCS-UEFISCDI, project number PN-III-P4-PCE-
2021-0585; Romanian Ministry of European
Investment and Projects & Romanian Ministry of
Research, Innovation and Digitalization, Contract
no.8/1.2.1 PTI ap.2/17.02.2023.
Conflict of Interest
The authors have no conflict of interest to declare.
Creative Commons Attribution License 4.0
(Attribution 4.0 International , CC BY 4.0)
This article is published under the terms of the
Creative Commons Attribution License 4.0
https://creativecommons.org/licenses/by/4.0/deed.en
_US
WSEAS TRANSACTIONS on ENVIRONMENT and DEVELOPMENT
DOI: 10.37394/232015.2023.19.83
Maria A. Zoran, Roxana S. Savastru,
Dan M. Savastru, Marina N. Tautan,
Daniel V. Tenciu
E-ISSN: 2224-3496
880
Volume 19, 2023