• No results found

Thin Solid Films

N/A
N/A
Protected

Academic year: 2021

Share "Thin Solid Films"

Copied!
6
0
0

Loading.... (view fulltext now)

Full text

(1)

Fluorination of silicon carbide thin films using pure F

2

gas or XeF

2

Nicolas Batisse, Katia Guérin, Marc Dubois, André Hamwi, Laurent Spinelle, Eric Tomasella

Laboratoire des Matériaux Inorganiques UMR UBP-CNRS 6002, Clermont Université, Université Blaise Pascal, Clermont-Ferrand

a b s t r a c t a r t i c l e i n f o

Article history:

Received 5 August 2009

Received in revised form 10 May 2010 Accepted 30 May 2010

Available online 8 June 2010

Keywords:

Silicon Carbide Thin Films Composites

Carbide-Derived Carbon Fluorination

Two fluorination methods: direct fluorination using F2 gas andfluorination by the decomposition of fluorinating agent XeF2have been applied to silicon carbide SiC thinfilms in order to form a composite of carbide derived carbonfilm together with residual silicon carbide. Before and after fluorination, the thin films have been characterized by Scanning Electron Microscopy, Rutherford Backscattering spectroscopy, Fourier Transformed InfraRed and Raman spectroscopies. Whereas directfluorination leads to irreversible damages into the thinfilms, XeF2method allows a progressive etching of the silicon atoms and the formation of non-fluorinated carbon.

© 2010 Elsevier B.V. All rights reserved.

1. Introduction

Due to high hardness, low friction coefficient, good chemical inertness and good biocompatibility, the amorphous carbon coatings are of great interests for numerous tribological applications. However, their tribological properties are very sensitive to the environment factors[1,2]and depend on the deposition method and conditions. To increase their tribological performances in aqueous conditions, the presence of silicon atoms can be useful[3]. Plasma-Assisted Chemical Vapour Deposition allows to obtain a multilayer structured coating with alternating layers of silicon-doped a-Si1-x–Cx:H and undoped a- C:H layers. Another way to produce carbon-SiC thinfilms consists in the extraction of silicon atoms from carbide by chlorination process [4,5]. Gaseous chlorine is known to react with metallic atoms at high temperature (600 – 900 °C) to form most of the time a gaseous chloride which is easily removed, and a carbon called carbide derived carbon (CDC). Carbon nature depends on parameters such as crystallographic structure of the carbide precursor, steric hindrance of the chloride or chlorination conditions[5,6].

Many studies have been devoted to the chlorination of silicon carbide because of the multiplicity of carbon structures found after chlorination : from amorphous carbon to carbon onions and nanodiamonds[7]. However, in order to thermodynamically favor the formation of SiCl4instead of CCl4, a chlorination temperature of about 900 °C is required [4]. In order to decrease the synthesis

temperature,fluorination can be chosen as another way of haloge- nation[8]. In the same way than chlorination,fluorination of silicon carbide can results in a gaseous siliconfluoride which should be easily extracted from the carbon structure. However, thermodynamic calculations are needed in order to optimize the synthesis temper- ature and the carbide/fluorine ratio. In particular, formation of fluorinated carbons must be avoided. Fluorination is not an easy chemical synthesis route and can be conducted by different ways: by electrochemical reaction using a liquidfluorinating agent such as HF [9], by volatile inorganicfluorides in glow discharge using for example a CF4-plasma[10]or by the reaction of gaseous atomic or molecular fluorine[11–13]. On one hand, electrochemicalfluorination needs a very high concentration of HF, i.e. a very corrosive media, to obtain not a very high reaction yield[14], on the other hand, plasmafluorination is efficient for surface functionalization but not for an homogeneous fluorination of the material bulk. So, for the bulk reaction such as the transformation of carbide into carbon, gaseousfluorination should be the best way to proceed. Two types offluorine species can be used:

molecularfluorine delivered from 1 atm. pressure of pure fluorine gas or atomicfluorine generated by the decomposition of a fluorinating agent. Amongst thefluorinating agents one is particularly interesting namely XeF2. This compound which is a solid at room temperature has a vapor pressure of 3.8 mm Hg at 25 °C and of 318 mm Hg at 100 °C [15]. So rather low increase of the temperature leads to its sublimation and the gaseous form can easily decompose into inert gaseous xenon and atomicfluorine[15]. The advantage of XeF2is that its thermal decomposition can be put under control to release a definite quantity of reactivefluorine during the reaction and thus to control both the reactivity withfluorine and the fluorine level.

⁎ Corresponding author. Tel.: +33 473407567; fax: +33 473407108.

E-mail address:Katia.guerin@univ-bpclermont.fr(K. Guérin).

0040-6090/$– see front matter © 2010 Elsevier B.V. All rights reserved.

doi:10.1016/j.tsf.2010.05.120

Contents lists available atScienceDirect

Thin Solid Films

j o u r n a l h o m e p a g e : w w w. e l s ev i e r. c o m / l o c a t e / ts f

(2)

In this work, the main attention was paid to comparison of treatment of silicon carbide thinfilm by 1 atm. molecular fluorine gas (process called direct fluorination) and by XeF2 (process called controlledfluorination). Investigation of the thin film morphology should allow a better comprehension of thefluorination mechanism and more particularly kinetic effects not predicted by thermodynam- ical calculations. For this aim, Rutherford Back Scattering spectroscopy (RBS) combined with Scanning Electron Microscopy (SEM), Infrared and Raman spectroscopies have been used and correlated.

2. Experimental Methods 2.1. Synthesis

Silicon carbide thinfilms were deposited by reactive magnetron sputtering at 13.56 MHz frequency in an Alcatel SCM 450 sputtering equipment under different Ar-N2 gas atmospheres from a silicon carbide target[16]. SiC thinfilms were deposited on glassy carbon for RBS and fluorination purposes. The films composition has been confirmed by RBS. Its thickness determined both by sputtering rate and by SEM, was around 300 nm.

Twofluorination ways were used: fluorination under 1 atm. of purefluorine gas stream (Fig. 1a) andfluorination by the decompo- sition of XeF2asfluorinating agent in a closed reactor (Fig. 1b). For directfluorination, gaseous fluorine was purchased from Solvay Fluor (purity 98-99% V/V with HF max. 0.5% V/V and other gases, primarily O2/N2at approximately 0.5% V/V). Fluorineflow was set at 8 mL.min-1 i.e. fluorination conditions close to those established in a closed reactor. Prior to and afterfluorination, the thin film was outgassed at 130 °C under nitrogen gas for 2 hours except the samplesfluorinated at temperature lower than 130 °C for which no outgassing was performed beforefluorination. The first outgassing is made in order to remove traces of moisture, which could form HF in the presence of fluorine gas. As a matter of fact, HF can catalyse the fluorination but this process is not controlled because the moisture content is not stable.

Forfluorination by XeF2, a closed reactor was used in order to preserve the defined fluorine amount released by the thermal decomposition of XeF2. It was assembled under argon atmosphere in a glove box. Because of the low decomposition temperature of XeF2, solid XeF2and carbide have been placed in the reactor under argon atmosphere. The equilibrium XeF2(s) ↔ XeF2(g) occurs and XeF2 decomposes into gaseous xenon and atomicfluorine on the surface of the target[17]. Fluorination conditions (120 °C) have been chosen in order to favour the kinetic of XeF2(g) decomposition, so both

fluorination temperature and pressure are nearly the same for the two differentfluorination ways. But, concentrations of the reactive species F2 and F change. The corresponding reactions are the following :

XeF2→Xe + 2F ð1Þ

SiC + 4F→ C + SiF4 ð2Þ

2.2. Physico-chemical characterizations

Thermodynamic calculations of the reaction products in the system SiC/fluorine-containing gases have been conducted over 25- 1000 °C temperature range with 50 °C step using a Gibbs energy minimization software. The program Factsage 5.3 (GTT technologies, Germany) was used. The effects of temperature and pressure on the composition of equilibrium reaction products have been studied. The hypotheses necessary to carry out the thermodynamic calculations concern the choice of the gas and solid phases and the choice of thermodynamic data. The calculations were done for a closed system with a constant total pressure and ideal gases (activity coefficients are equal to unity). However, whereas thermodynamical data on gaseous fluorine carbon compounds are referenced, a lack in thermodynamic data on solid carbonfluorides must be noticed. Such lack could easily be offset by knowledge acquired since 20 years in our laboratory on carbonfluorides preparation[18].

Thefilm composition was investigated by RBS using 2 MeV alpha particles and 15 nA current intensity. A charge of 10μC was collected at 165° detection angle. As amorphous carbon substrate was used, its RBS signal appears at lower energy than thefilm constituent ones and does not overlap. To determine the composition, experimental spectra were simulated using the SIMNRA software[19].

A JOBIN YVON T64000 spectrometer with a charge-coupled device multichannel detector was used for Raman investigations at room temperature. The radiation source was a 514.5 nm argon laser line.

The laser power was tuned to low power (100 mW) in order to avoid the sample decomposition under the beam. 3 scans of 640 s were made for a single spectrum. The resolution was equal to 0.08 cm-1.

Fourier Transformed InfraRed FTIR spectra were measured over the range 4000-400 cm-1 by a FTIR Nicolet 5700 spectrometer equipped with a diffuse reflection accessory. The resolution was equal to 8 cm-1. For a single spectrum, 512 scans were made on the overall range.

Fig. 1. a)fluorination under pure fluorine gas, b) fluorination under decomposition of XeF2.

(3)

SEM micrographs were recorded by Cambridge Scan 360 SEM operating at 1 kV.

3. Results and Discussion 3.1. Thermodynamic Aspect

For thermodynamic simulations made for the SiC/Cl2system[4], the thermodynamic probability of the carbon formation increases with the reaction temperature. If one mole of silicon carbide reacts with more than two moles of chlorine, a temperature as high as 900 °C is required in order to form carbon and to avoid CCl4formation.

According to our thermodynamic simulations for the SiC/F2system (Fig. 2), carbon can be formed at room temperature iffluorination is applied. So the use offluorination instead of chlorination should favor a significant decrease of the reaction temperature. The SiC/F2ratio of 1/2 should be favored in order to obtain the highest quantity of carbon. For higher quantity offluorine, some gaseous carbon fluorides are formed but they do not pollute the carbon formed.

3.2. Fluorination conditions and thinfilm composition

In order to ensure total conversion of silicon carbide into carbon, excess offluorine gas has been inserted in the furnace whatever the fluorination F2or XeF2. Indeed, thermodynamic simulation does not take into account the kinetic limitations which reduce the corrosion rates of carbide at temperatures below 400 °C. Higher excess of fluorine has been used for direct fluorination because the system is not closed and not the overall gaseousfluorine flux is efficient for carbide fluorination. Thus, the calculated equilibrium composition was not always reached under the experimental conditions.

In agreement with thermodynamic calculations, lowfluorination temperatures have been used to form carbon from carbide and also to avoid carbonfluorination. Indeed, non crystallized carbons react with fluorine to form carbon fluorides even at room temperature[13].

Whatever thefluorination conditions under fluorine gas (Table 1), silicon is etched from the silicon carbide in order to form silicon tetrafluoride SiF4. The level of resulting carbon can be correlated with the reaction temperature (Table 2). The lower the temperature, the higher the amount of the physisorbed species such as SiF4, F2, CF4, C2F6

trapped in the porous carbon matrix. Thefluorine level is high for all the samples. One part is involved in nickel difluoride NiF2which comes from the decomposition of the inner passivating layer of the reactor. For low synthesis temperature (the sample is then denoted SiC-F2-3), the F/C ratio is about 2 whereas for higher temperature, this ratio is lower than 1. For low temperature,fluorine could be either trapped at the molecular state by the amorphous porous carbon or

bonded on carbon dangling bonds. CF2and CF3groups could also be formed. With temperature increase, fluorine gas can either be outgassed from the amorphous carbon or react with carbon to form strong covalent carbon-fluorine bonds[13].

Forfluorination using XeF2decomposition, a SiC/F2molar ratio of 1/

20 is too low to totally extract all the silicon atoms from the carbide. But this result shows that, thanks to thisfluorination method, partial etching is possible and can result in a SiC/CDC composite. For higher molar ratio, silicon is totally etched and higher carbon level is obtained for longer fluorination time because of physisorbed fluorine gas outgassing. In order to deliberate between physisorption or chemisorption offluorine, Infrared spectroscopy measurements have been performed.

3.3. Carbon-fluorine interaction

Fig. 3shows FTIR spectra of SiC before and afterfluorination by F2

or by XeF2. Because of the reflexion diffuse mode used for FTIR analysis,first signal/noise ratio is low and no skeletal vibrations of SiC at 820 cm-1and 900 cm-1can be observed[20,21]whereas they can already been observed by transmission mode for SiC thinfilm before fluorination[16]. Indeed, no information can be obtained from SiC by such a mode, only information on carbon-carbon or carbon-fluorine vibrations could be hoped. After directfluorination, 3 main absorp- tions bands appear at 1180, 1450 and 1620 cm-1. The first one is attributed to covalent carbon fluorine bonds such as in covalent graphitefluorides[12]. The two others are related to the formation of carbon i. e. sp2C-C and C = C, respectively[22].

Spectra of samplesfluorinated by XeF2indicate that only carbon vibrations appear. No carbon-fluorine bonds are formed contrary to fluorination with fluorine gas although the synthesis temperatures are approximately the same. This can be explained by either the different reactive species involved in the twofluorination methods or the higher over-stoichiometry offluorine used for direct fluorination.

This last argument must be moderated by the fact that even if the fluorine amount is higher for the case of direct fluorination, the gas- solid contact time is short and the furnace volume is higher than the one of the XeF2closed reactor (260 mL and 100 mL, respectively). So, thefluorination of the carbon was not observed. Fluorine Freacts only with silicon atoms to form SiF4.

3.4. Morphological evolution withfluorination

Whatever thefluorination method, SEM images (Fig. 4) indicate a similarfluorination mechanism. Silicon atoms are extracted from the

Fig. 2. Thermodynamic calculations for various molar ratios offluorine/carbide.

Table 1

Fluorination conditions.

Fluorination temperature (°C)

Fluorination duration

Molar ratio SiC/F2

SiC-F2-1 130 120 s 1/200

SiC-F2-2 130 300 s 1/80

SiC-F2-3 30 120 s 1/200

SiC-XeF2-1 120 70 h 1/10

SiC-XeF2-2 120 70 h 1/50

SiC-XeF2-3 120 20 h 1/50

Table 2

Thinfilms composition determined by RBS (at. %).

Si C F Ni N O

SiC-F2-1 7.0 40.4 35.3 7.0 3.0 7.0

SiC-F2-2 3.0 53.4 32.2 5.0 3.0 3.0

SiC-F2-3 3.0 25.7 50.0 9.0 3.0 9.0

SiC-XeF2-1 35.9 55.0 3.0 0 3.0 3.0

SiC-XeF2-2 0 86.0 7.0 0 2.0 5.0

SiC-XeF2-3 0 33.65 42.0 0 4.0 8.0

(4)

amorphous silicon carbide matrix which has a columnar-like structure. This results in a formation of a new thin film where carbonaceous columns represent a matrix surrounded with porous columns (Fig. 4e, f). The porous columns are about 20 nm in diameter and allows the diffusion of bothfluorine and silicon fluoride formed during the reaction. The high reactivity and excess of molecular fluorine used for direct fluorination lead to a reorganization of the porous structure (Fig. 4d) which destroys the carbonaceous matrix

and provokes some wrenches and folds in the thinfilms (Fig. 4b). By treatment with XeF2, the reorganisation of the porous structure is avoided and CDC thinfilm surface is homogeneous.

3.5. Carbon structure

Representative Raman spectra of thefilms after fluorination are shown inFig. 5. It must be noticedfirst that for untreated SiC thin films the typical strong Raman bands at about 790 and 970 cm-1, assigned to transversal and longitudinal optical phonons, respectively, what- ever the polytype of SiC [23,24], do not appear because of the amorphous character of the studied thinfilms[16]. Afterfluorination, two typical bands of carbon appear. The broad band at 1600 cm-1is typical either for amorphous non-hydrogenated carbon[25]or for carbon in diamond-like carbonfilms and is attributed to bridged graphite[26]. A second band at about 1350 cm-1is related to the breathing of six carbon rings of graphite. Its intensity appears as a good parameter to estimate the order degree in disorganised carbon [27].

Several spectra have been registered from the border to the center of the thin films for SiC-F2-1 (Fig. 5b) and such evolution is representative for all the samples whatever thefluorination condi- tions. One can observe that the full half width of carbon bands is larger when the recording is performed near the border because of a more disordered character of the carbon. Such an effect is due to the fluorine reactivity in 2 steps: etching of silicon atoms and carbon formation are followed by formation of carbon-fluoride. This latter process occurs when thefluorine level is not controlled during the synthesis in the same way as the case of directfluorination. Raman data are summarized in theTable 3where average values are obtained Fig. 3. FT-IR spectra of SiC afterfluorination by F2or by XeF2(Highlighted bands are

related to C-F bond vibrations domains).

Fig. 4. SEM images of a) SiC carbide beforefluorination, b,d,f) after fluorination under F2, c,e) afterfluorination under decomposition of XeF2.

(5)

from 3 spectra recorded on the center of the thinfilms i.e. where fluorination is less effective.

So the presence of carbon even for the slowerfluorination kinetics is proved by this characterization. Robertson and Ferrari have suggested a classification of the carbon type owing to the position and the shape of the carbon bands [28]. Such classification is particularly judicious for amorphous carbon thinfilms. In this method, thefitting of carbon bands requires an asymmetrical Breit-Wigner- Fano function (BWF)[29]for the G band and a Lorentzian for the D band.Fig. 5c) shows application of this method to a typical Raman spectrum of the studied samples.

Calculated on the basis offitting, ID/IGratio corresponds to the ratio of the area of the D band over the one of the G band. Then coherence length Lain the graphitic plane can be deduced owing to the relation:

La= 0.740 (ID/IG)1/2. Owing to theTable 3and because 0% carbon sp3is not possible, the thinfilms can be put at the beginning of the step two of Ferrari and Robertson classification (Fig. 5a). It means that carbon atoms in the thinfilms exhibit mainly the sp2carbon hybridization and some graphitic nanocrystallites are expected with coherence length ranged in between 6 to 8 agglomerated aromatic rings. At the Raman scale, no differences are registered according to thefluorina- tion method.

4. Conclusion

Unusual thinfilms with bimodal dispersion of layers, i.e. both SiC and CDC-SiC, have been prepared by an originalfluorination method using XeF2decomposition. Atomicfluorine formed by the decompo- sition of gaseous XeF2on the target surface reacts preferentially with silicon atoms and is evolved to the gas phase. Such a way allows the fluorination to be controlled contrary to the direct process using molecularfluorine. Moreover, the release of SiF4allows a progressive cleaning of the thinfilms surface and this species is easily removed from the surface. The formed carbons rearrange themselves to form a real nanostructured carbon film, which is composed of graphite nanocrystallites. So,fluorination can be used for the synthesis of carbonfilms on carbide surfaces at lower temperatures than for the case of chlorination. It can also be used for the modification of the surface properties of other thin films or industrial materials for potential technological rewards [30]. For example, the unique microstructure of CDC obtained byfluorination method on carbide thin films could be very attractive for tribological properties.

Tribological measurements are under progress.

References

[1] A. Grill, Surf. Coat. Technol. 94–95 (1997) 507.

[2] K. Kato, N. Umehara, K. Adachi, Wear 254 (2003) 1062.

[3] H. Ronkainen, S. Varjus, K. Holmberg, Wear 249 (2001) 267.

[4] Y.G. Gogotsi, I.-D. Jeon, M.J. McNallan, J. Mater. Chem. 7 (1997) 1841.

[5] Y. Gogotsi (Ed.), Nanomaterials Handbook, Taylor and Francis, 2006.

[6] M.O.A. Huczko, M. Bystrzejewski, H. Lange, S. Cudzilstroko, J. Leis, M. Arulepp, Phys. Status Solidi (b) 244 (2007) 3969.

[7] S. Welz, M.J. McNallan, Y. Gogotsi, J. Mater. Process. Technol. 179 (2006) 11.

[8] F. Fracassi, R. d'Agostino, Pure Appl. Chem. 64 (1992) 703.

Fig. 5. a) Carbon classification owing to Ferrari and Robertson[28], b) Evolution of Raman spectra of SiC-F2-1 sample from the border to the center of the thinfilm, c) Deconvolution of a representative Raman spectrum (registered here at the center of the thinfilm SiC-F2-1).

Table 3

Raman Data of silicon carbide thinfilms fluorinated either by direct fluorination or by decomposition of XeF2.

G band (cm-1)

D band (cm-1)

G band FWHM (cm-1)

D band FWHM (cm-1)

ID/IG La

(nm)

SiC-F2-1 1589 1355 47 54 1.6 1.8

SiC-F2-2 1593 1356 40 46 1.3 2.0

SiC-F2-3 1585 1355 38 49 1.2 2.0

SiC-XeF2-1 1586 1349 45 80 1.1 1.4

SiC-XeF2-2 1590 1349 60 55 1.2 1.5

SiC-XeF2-3 1596 1349 62 60 1.6 1.7

(6)

[9] T. Abe, J. Fluor. Chem. 105 (2000) 181.

[10] T. Yagi, A.E. Pavlath, J. Fluor. Chem. 21 (1982) 21.

[11] A.P. Kharitonov, R. Taege, G. Ferrier, V.V. Teplyakov, D.A. Syrtsova, G.H. Koops, J.

Fluor. Chem. 126 (2005) 251.

[12] A. Hamwi, M. Daoud, J.C. Cousseins, Synth. Met. 26 (1988) 89.

[13] A. Hamwi, J. Phys. Chem. Solids 57 (1996) 677.

[14] Y. Matsuo, M. Segawa, J. Mitani, Y. Sugie, J. Fluor. Chem. 87 (1998) 145.

[15] J.G. Malm, H. Selig, J. Jortner, S.A. Rice, Chem. Rev. 65 (2002) 199.

[16] E. Tomasella, L. Spinelle, A. Bousquet, F. Rebib, M. Dubois, C. Expert, J.-P. Gaston, J.

Cellier, T. Sauvage, Plasma Process. Polym. 6 (2009) S11.

[17] M. Tramsek, B. Zemva, Acta Chim. Slov. 53 (2006) 105.

[18] T. Nakajima, H. Groult (Eds.), Fluorinated materials for energy conversion, Elsevier, 2005.

[19] J. Tauc, A. Menth, D.L. Wood, Phys. Rev. Lett. 25 (1970) 749.

[20] Y. Gogotsi, K.G. Nickel, D. Bahloul-Hourlier, T. Merle-Mejean, G.E. Khomenko, K.P.

Skjerlie, J. Mater. Chem. 4 (1996) 595.

[21] S. Kerdiles, A. Berthelot, F. Gourbilleau, R. Rizk, Appl. Phys. Lett. 76 (2000) 2373.

[22] J.H. Kaufman, S. Metin, D.D. Saperstein, Phys. Rev. B 39 (1989) 13053.

[23] M. Gorman, S.A. Solin, Solid State Comm. 15 (1974) 761.

[24] S. Nakashima, H. Harima, Phys. Status Solidi A: Appl. Research 162 (1997) 39.

[25] L.C. Nistor, J. Landuyt, V.G. Ralchenko, T.V. Kononenko, E.D. Obraztsova, V.E.

Strelnitsky, Appl. Phys. A: Mater. Sc. Process. 58 (1994) 137.

[26] P.V. Huong, Diamond Relat. Mater. 1 (1991) 33.

[27] F. Tuinstra, J.L. Koenig, J. Chem. Phys. 53 (1970) 1126.

[28] A.C. Ferrari, J. Robertson, Phys. Rev. B 64 (2001) 075414.

[29] A.C. Ferrari, J. Robertson, Phys. Rev. B 61 (2000) 14095.

[30] A.V. Zinovev, J.W. Elam, J.F. Moore, J.N. Hryn, O. Auciello, J.A. Carlisle, M.J. Pellin, Thin Solid Films 469–470 (2004) 135.

References

Related documents

In 2011, Pernod Ricard also published its policy on responsible procurement which demonstrate its commitment to encourage its suppliers reduce their environmental impacts thus,

In order to access the feasibility of a determination of the EoS in 3-flavour QCD with Wilson fermions and SBC, the first crucial issue to be addressed is the computational e ff

These results indicate that the oxygen uptake of severe COPD male patients with nutritional risk was significantly lower than that of severe COPD male patients

1 Scienti fi c Research Department, National Geriatric Hospital, Hanoi, Vietnam; 2 Dinh Tien Hoang Institute of Medicine, Hanoi, Vietnam; 3 Department of Gerontology, Hanoi

CSLM images (left column) and corresponding SEM images (right column) of HA- MRSA cells incubated respectively in the presence of control solution, 5.6 µM penicillin- G (2

original documents to form abstract / summary by using different ext ractive text summarization techniques.. Term Frequency-Inverse Document Frequency

Figure 5.5: Box and whisker diagram showing distribution of mean normalised low frequency heart rate variability power (per participant) during the B1, Main and

Guided by relevant socio-psychological and social graph theories, I identify influential factors in online trusting behaviors and propose a supervised model to predict