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In exploiting the analytical capabilities of plasma-based spectroscopy method, the evaluation of plasma parameters, particularly the plasma temperature, is a crucial step. In this work, a modified SahaBoltzmann plot, which uses the columnar densities of atomic and ionic ground levels, is utilized to calculate the plasma temperature in a laser-induced plasma from an aluminum alloy target. The columnar densities are here calculated by quantifying the self-absorption of resonance lines. It is demonstrated that this is a promising method for accurate determination of plasma temperature. To validate the capability of this technique, plasma emission is measured at different gate delay times. For each delay, excitation temperature is calculated both by the conventional Saha-Boltzmann plot (by using the excited states) and by exploiting the new Columnar Density Saha–Boltzmann (CD-SB) plot. The results suggest that at later times of the plasma evolution, the CD-SB plot can be more suitable for the determination of plasma temperature than conventional Saha-Boltzmann plot. These findings provide a new approach for physical characterization of plasmas and give access to a wealth of information about the state of plasma.

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Original article

Determination of excitation temperature in laser-induced plasmas using

columnar density Saha-Boltzmann plot

Ali Safia, S Hassan Tavassolia,⇑, Gabriele Cristoforettib, Stefano Legnaiolic, Vincenzo Palleschic,

a

Laser and Plasma Research Institute, Shahid Beheshti University, G C., Evin, Tehran, Iran

b

National Institute of Optics of the National Research Council (INO-CNR), Via G Moruzzi 1, Pisa, Italy

c

Applied and Laser Spectroscopy Laboratory, Institute of Chemistry of Organometallic Compounds, Research Area of National Research Council, Via G Moruzzi, 1, Pisa, Italy

d Department of Physics, K N Toosi University of Technology, 15875-4416 Tehran, Iran

h i g h l i g h t s

Characterization of LIP by the

Columnar Density Saha-Boltzmann

(CD-SB) plot

Use of strongly self-absorbed lines to

calculate the plasma temperature

Temporal evolution of the plasma

temperature by CD-SB plot

CD-SB plot as a promising method to

obtain plasma temperature at later

times

CD-SB plot does not require the

calibration of the detection system

g r a p h i c a l a b s t r a c t

Article history:

Received 7 October 2018

Revised 17 January 2019

Accepted 18 January 2019

Available online 26 January 2019

Keywords:

Plasma

Spectroscopy

LIBS

Excitation temperature

Self-absorption

Saha-Boltzmann plot

a b s t r a c t

In exploiting the analytical capabilities of plasma-based spectroscopy method, the evaluation of plasma parameters, particularly the plasma temperature, is a crucial step In this work, a modified Saha-Boltzmann plot, which uses the columnar densities of atomic and ionic ground levels, is utilized to cal-culate the plasma temperature in a laser-induced plasma from an aluminum alloy target The columnar densities are here calculated by quantifying the self-absorption of resonance lines It is demonstrated that this is a promising method for accurate determination of plasma temperature To validate the capability

of this technique, plasma emission is measured at different gate delay times For each delay, excitation temperature is calculated both by the conventional Saha-Boltzmann plot (by using the excited states) and by exploiting the new Columnar Density Saha–Boltzmann (CD-SB) plot The results suggest that at later times of the plasma evolution, the CD-SB plot can be more suitable for the determination of plasma temperature than conventional Saha-Boltzmann plot These findings provide a new approach for physical characterization of plasmas and give access to a wealth of information about the state of plasma

Ó 2019 The Authors Published by Elsevier B.V on behalf of Cairo University This is an open access article

under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/)

Introduction Over the past decades, laser-induced breakdown spectroscopy (LIBS) technique has matured into an interesting, simple, sensitive, and rapid tool for the quantitative and qualitative analyses of a large group of samples[1–5] It has been used for a wide range

of applications including industrial [6,7], medical [8,9], forensic

https://doi.org/10.1016/j.jare.2019.01.008

2090-1232/Ó 2019 The Authors Published by Elsevier B.V on behalf of Cairo University.

Peer review under responsibility of Cairo University.

⇑ Corresponding author.

E-mail address: h-tavassoli@sbu.ac.ir (S.H Tavassoli).

Contents lists available atScienceDirect Journal of Advanced Research

j o u r n a l h o m e p a g e : w w w e l s e v i e r c o m / l o c a t e / j a r e

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[10,11], and cultural heritage fields [12,13] In this technique, a

high-power laser pulse is used to create a plasma on the sample

surface Spectroscopic analysis of the plasma emission can provide

valuable information about sample composition A more detailed

description of the LIBS technique has been reported in the

litera-ture[1,14–16]

To exploit the analytical capabilities of the LIBS technique, the

characterization of the LIBS plasma, i.e the evaluation of plasma

parameters, is a crucial step The physical characterization of

plasma and diagnostic approaches for the evaluation of plasma

parameters have been the focus of several publications It is well

known that among the plasma parameters, plasma temperature

plays an important role[17–24] The knowledge of plasma

temper-ature has a great significance in describing other plasma

character-istics such as the relative populations of energy levels and the

velocity distribution of particles [16] In particular, in applying

the CF-LIBS procedure introduced by Ciucci et al in Ref.[25]for

the quantitative analysis of plasma composition, the accurate

determination of the plasma electron temperature is crucial

Although several spectroscopic methods exist for determining

the excitation temperature in LIBS, Boltzmann plot and

Saha-Boltzmann plot methods[26]are by far the most used However,

it must be emphasized that both of these methods have important

limitations, particularly at long delay times when the plasma

becomes cooler and the population of atoms in the lower state

increases In these conditions, the emission originates mainly from

resonance transitions or from low-lying energy levels which are

more prone to self-absorption, resulting in an inaccurate

estima-tion of the plasma temperature Furthermore, at long delay times,

ionic lines tend to disappear because of ion recombination, making

the Saha-Boltzmann method hardly exploitable It should also be

kept in mind that both Boltzmann and Saha-Boltzmann plot

meth-ods have an additional intrinsic limitation Both methmeth-ods, in fact,

make use of the population of excited states and usually rely on

the hypothesis that plasma is in Local Thermodynamic Equilibrium

(LTE), which extends the validity of temperature calculation to all

the energy levels Actually, this approach may be inaccurate since

ground levels are largely the most populated levels, slight

devia-tions from LTE or small uncertainties in determining the

popula-tion of excited levels can lead to significant errors in the

description of excitation and ionization equilibrium

In the following section, it is shown that the above-mentioned

limitation is overcome by using a columnar density

Saha-Boltzmann plot approach since columnar densities of ground levels

can be directly calculated Moreover, the presence of strong

self-absorption in resonance lines guarantees the LTE of the atomic

sys-tem Therefore, this approach, originally introduced by Cristoforetti

and Tognoni[27], opens up a new way to calculate plasma

temper-ature accurately

Methodology

In this section, the basic theoretical framework for calculating

the ground-level temperature of an element through a modified

Saha-Boltzmann plot called ‘Columnar Density Saha-Boltzmann

(CD-SB)’ plot is outlined A more detailed description of this

method is available in Ref.[27]

Similar to other LIBS methodologies, in the CD-SB plot method

it is assumed that plasma is spatially homogenous in the

measure-ment time interval In order to obtain ground level temperature,

the ratios of number densities between successive ionization

stages can be expressed by the Saha–Eggert equation[28]:

ne

nII

nI ¼ð2pmekBTÞ3 =2

h3

2UIIðTÞ

where superscripts I and II respectively refer to the neutral and sin-gly ionized species of the element, U is the partition function of the species (dimensionless), ne(cm3) is the free electron density, Eion

(eV) is the first ionization energy of the element, T (K) represents the electron temperature, h (eV s) is the Planck constant, kB(eV K1)

is the Boltzmann constant, and me(g) is the electron mass

Eq.(1) can be written in terms of the number density of the lower level of an ionic transition:

nII i

gII i

¼ð2pmekBTÞ3=2

neh3

2nI

UIðTÞe

ðEIIi þE ion Þ

where EII

i (eV) is the lower level energy of the ionic transition and gII

i

is the degeneracy of the i level Multiplying both sides of Eq.(2)by the optical path length l and taking the natural logarithm, the coor-dinates of the spectral lines in the columnar density Saha–Boltz-mann plane are given:

UIð ÞT

!

I

EII

ð5Þ

ln ngIIl

 

for neutral lines

ln nIIi l

g II i

 

 ln 2 2 ðpm e k B T Þ3

n e h 3

for ionic lines

8

>

<

>

:

9

>

=

>

;

ð6Þ

This modified Saha–Boltzmann expression is similar to the clas-sical Saha–Boltzmann plot, the slope of the linear plot being related to the plasma temperature Comparing it with the conven-tional Saha-Boltzmann plot, however, it is evident that some differ-ences exist between them in the calculation of plasma temperature In particular, variable y is determined by using the columnar density (nil) rather than line intensity for both atomic and ionic lines of the desired elements In addition, coordinate x represents the lower (rather than the upper) level energy values For the construction of the CD-SB plot, electron density and also spectroscopic data for both atomic and ionic lines should be avail-able In principle, the plasma electron temperature should be determined iteratively, because of the explicit dependence of y

on T in Eq.(6) However, the iteration of the calculation procedure

is not needed in practice since the dependence of y on T is weak and involves only a logarithmic term

As seen in Eq.(6), the columnar density (nil) must be known for both atomic and ionic lines of the elements of interest A simple method is presented below to calculate columnar density which

is based on measuring the self-absorption coefficient of optically thick lines The equation of radiative transfer is considered as fol-lows[29]

Ið Þ ¼k 8phc2

k5 0

nj

ni

gi

gj

1 ek k ð Þl

ð7Þ

where i and j respectively refer to the lower and upper levels of the transition, Ið Þis the spectral line intensity (erg sk 1cm3),k0is the central wavelength (cm) of the transition, c is the speed of light (cm s1), ni, nj, gi, and gjare the number densities (cm3) and degen-eracies (dimensionless) of the levels, k(k) is the absorption coeffi-cient (cm1), and l is the absorption path length (cm)

In Eq (7), the value of k(k)l (the optical depth) is crucial in determining the self-absorption degree of the emission line and can be expressed as

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kð Þl ¼k p

m

e

c

where f is the line oscillator strength (dimensionless) and L(k) is the

normalized spectral emission profile

In order to quantify the strength of self-absorption on an

emis-sion spectral line, the SA parameter can be used, defined as the

ratio of the spectral peak height to the expected peak magnitude

in the optical thin regime[30], i.e

SA 1 ek kð Þl0

SA value is close to 1 if the line is thin and tends to zero in

sig-nificant self-absorption conditions The optical depth value kð Þlk0

can thus be estimated by measuring the SA parameter Among

the various methods proposed to measure SA, the line width ratio

method of El-Sherbini et al.[31]is utilized here:

Dk

whereDk is the FWHM of the measured emission line,Dk0is the

expected FWHM of line profile in optically thin conditions, and

a=0.54 for Lorentzian line profiles In typical LIBS plasma

condi-tions, the Stark effect is the dominating line broadening mechanism

and the value of Dk0 can thus be calculated using the relation

Dk0¼ 2ws 10ne16

 

, where ws is the half-width Stark parameter of

the line [32], and the electron number density can be obtained

using, for example, the Stark broadening of the hydrogen Balmer

alpha line at 656.3 nm, as suggested earlier[16] The use of the

Haline for the calculation of the electron density has the advantage

of providing a result which is not affected by the self-absorption

effect

Finally, the value of the optical depth k(k0)l can be numerically

evaluated from the SA parameter by utilizing Eq.(9) It is evident

from the relation that the estimation of optical depth is more

accu-rate when the emission line is more broadened, i.e when the

self-absorption is high In the last step, by rewriting Eq.(8)in practical units, columnar density (cm2) can be estimated by the following equation

nil¼ 1:77Dk0

fk2 0

wherek0andDk0are in Angstrom units

Experimental setup

A schematic picture of the experimental setup used in the cur-rent work is shown inFig 1 A Q-switched Nd-YAG laser (Contin-uum, Surelite III: 60 mJ at 1064 nm, pulse duration of 10 ns, and repetition rate of 5 Hz) was employed All the measurements were performed in air at room temperature A lens with a focal length of

50 mm was used to focus the laser pulse on the sample surface The laser and ICCD camera were triggered and controlled by an inde-pendent pulse-delay generator (DG 535, Stanford Research Sys-tem) The spatially integrated LIBS signal was collected using an optical fiber placed at an angle of 45° with respect to the normal

of the sample surface Emission spectra were acquired using an Echelle spectrograph (Catalina, model SE 200) with a spectral range from 220 nm to 850 nm, coupled to an intensified CCD camera (Andor, model iStar DH734-18F) The resolving power of the spec-trograph wask/Dk = 2100 The detector gate delay was varied from 0.5 to 5ms while the gate width was fixed at 0.5 ms The instrumen-tal profile broadening was measured using spectral lines emitted from a low-pressure argon–mercury lamp To enhance the signal-to-noise ratio, data acquisition was performed by averaging over

80 laser pulses, delivering 40 pulses at two different points of the sample’s surface

The sample used in the present study was a standard aluminum alloy (Al 7079) with a composition of Al (89.9%), Mg (4.4%), Zn (4.1%), Fe (0.3%), Cu (0.67%) and minor constituents (Si, Mn, Cr,

Ti, Pb) with a weight percentage of less than 0.3%

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The CD-SB method was used for obtaining the ground state

temperature which was compared at different delay times with

the excitation temperature of plasma calculated by means of the

conventional Saha-Boltzmann plot Three strongly self-absorbed

Mg emission lines were used to estimate the ground state

temper-ature These lines are resonance lines and have high transition

probabilities, as shown inTable 1, and therefore are suitable

candi-dates for the calculation of line optical depths and columnar

den-sities of ground states Indeed, a good knowledge of the Stark

width and oscillator strength values for these lines is also an

indis-pensable ingredient for building a reliable CD-SB plot

A typical spectrum of the Al 7079 sample including both Mg I

and Mg II emission lines is presented inFig 2, in the wavelength

region from 279 to 286 nm The absence of any dip at the center

of the line profiles confirms that self-reversal is negligible and

therefore suggests that plasma inhomogeneity is not pronounced

in the optimized conditions of the present experiment

In the CD-SB plot method, the spectral line fitting procedure is

the most critical step in calculating the line width For this purpose,

the spectral line profile is fitted by pseudo-Voigt function and

Gaussian instrumental broadening is then deconvolved from the

measured line width in order to obtain the FWHM of the

self-absorbed line, from which the SA value and optical depth can be

obtained The values of SA parameter and columnar density for

Mg I (285.2 nm) and Mg II (280.3 nm) have been reported as a

function of gate delay inFig 3 It is evident that for both lines

and for all gate delays, SA values are much smaller than 1,

confirm-ing that the Mg lines are sufferconfirm-ing from strong self-absorption in

the conditions of measurement Furthermore, it is seen that the

self-absorption coefficient of the neutral Mg line rapidly decays

with time and reaches a minimum value for the longest gate delay

time here investigated However, a different trend is observed for the ionic line shown inFig 3b, in which self-absorption coefficient values remain almost the same, independent of the variation of the gate delay Accordingly, different behaviors of the values of the columnar density have been obtained As can be seen, columnar density values of the neutral Mg line show an increasing trend dur-ing plasma evolution On the contrary, as expected, in the case of singly-ionized line, columnar density decreases with time, due to the decrease of the ion/atoms ratio at long delay times associated with the cooling of the plasma

The calculated optical depth and columnar density of Mg lines allow us to build the CD-SB plot shown inFig 4 As in the classical Saha–Boltzmann plot, the plasma temperature can be obtained from the slope of the line best fitting the experimental points Excitation temperature was also determined by using the con-ventional SB plot from a set of neutral and ionized lines of Mg which do not suffer from strong self-absorption InTable 2, the

Mg spectral lines used for the calculation are listed along with their spectroscopic parameters taken from the NIST atomic database The estimated uncertainty for the transition probabilities of the lines reported inTable 2is lower than 3% The temporal behavior

of the plasma temperature is illustrated inFig 5 Data points are the average of 80 laser pulses acquired at two different locations

on the sample surface The last version of the LIBS++ software, real-ized by ALS Lab in Pisa, was used for the analysis of LIBS spectra

InFig 5, it can be seen that the two temperature values, calcu-lated by resonance transitions or high-lying energy transitions, behave in a similar way Moreover, for each gate delay time, both plasma temperature values are comparable validating the CD-SB approach However, for the longest gate delay, only the modified

SB plot could be utilized Due to lack of ionization lines from high-lying levels, the conventional SB method could not be used

to calculate the temperature It is therefore clear that at later times, the CD-SB plot can be introduced as an efficient method for deter-mining plasma temperature

Discussion Considerations on local thermal equilibrium

It is worth mentioning that both methods are based on the hypothesis that in the observed time window the plasma is in local thermal equilibrium (LTE) When the conventional SB plot is uti-lized, one has to check the validity of LTE conditions to ensure that the calculated temperature in the distribution of all the energy levels is the same one value which determines the ionization equi-librium For this purpose, the measured electron density is usually compared with the electron number density required to fulfill the McWhirter criterion which is a necessary condition for LTE, as expressed by the relation below:

ne>2:55  10

11

1

ðDEijÞ3

ð12Þ

wherehgi is the Gaunt factor averaged over the electron energy dis-tribution function andDE is the largest energy gap between the

Table 1

Spectroscopic parameters of the three resonance lines of magnesium used for plasma temperature calculation via columnar density Saha-Boltzmann plot Spectroscopic data for the line emissions were taken from NIST database [33] and the Stark broadening values are taken from Ref [34]

Fig 2 Typical spectrum of the aluminum alloy 7079 in the region of interest,

showing resonance Mg I and Mg II lines.

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upper and lower energy states (usually corresponding to the

allowed transition between the ground state and the first excited

state).DE and T are expressed in eV and K, respectively

In the present case, for gate delays from 0.5 to 5ms, the nevalues were 4.16, 2.4, 1.6, 0.83, and 0.55 1017cm3 Considering

DE 4.34 eV for the resonant neutral line Mg I 285.2 nm, the lower limit value of the electron density given by Eq.(12) is less than

4 1016cm3, suggesting that LTE could be verified

However, the McWhirter criterion is a necessary but not suffi-cient condition for ensuring the LTE condition Therefore, a further checking of additional conditions related to the temporal evolution

of the plasma and its inhomogeneity effects is needed to verify that LTE holds[35] This procedure needs a suitable experimental appa-ratus which makes the approach usually difficult to implement in most LIBS measurements

Here, the attention is devoted to the CD-SB method It has already been remarked that this approach is more accurate when the resonance emission lines are strongly self-absorbed This usu-ally occurs for matrix or major elements and/or for long delay times of acquisition Furthermore, when the CD-SB is used, even the experimental conditions can be chosen with the precise aim

of maximizing self-absorption in order to apply this approach In optically-thick plasma conditions, the LTE approximation is usually fulfilled, and this guarantees a-priori the validity of the CD-SB approach The reason is that in thick line conditions, self-absorption tends to repopulate the upper level of the transition, re-equilibrating the level population toward LTE In fact, in the case

of complete self-absorption (full thermal equilibrium blackbody conditions), the intensity of the lines saturates at the level of black-body emission Consequently, the value of electron density needed

to guarantee LTE equilibrium through collisional excitation is relaxed by 1–2 orders of magnitude with respect to the McWhirter criterion[36,37] The same mechanism tends to reduce the time needed to reach LTE equilibrium, relaxing also the LTE conditions related to time evolution and inhomogeneity by the same magni-tude[36,37] It is well known that the ground states are the levels which are more prone to deviate from LTE, because of the larger energy gap which separates them from the excited levels In

CD-SB approach, resonance lines are usually utilized, and self-absorption assures the LTE equilibrium between ground and reso-nance states This usually implies (unless metastable states play a determinant role) that LTE is valid for the whole system including the ionization equilibrium This makes the CD-SB approach intrin-sically correct since in the conditions that it can be applied, LTE is certainly verified

Considerations on the accuracy of the CD-SB method

A discussion on the accuracy of the plasma temperature deter-mination is needed here In the application of conventional Saha-Boltzmann plot for determining excited state temperature, numer-ous studies have discussed the accuracy of the determined plasma temperature[16,38] The accuracy of the measurement depends on the uncertainties of transition probabilities, relative calibration of the detection system, and the statistical errors of line intensity cal-culations In addition, special attention should be paid to the selec-tion of the spectral lines and avoidance of self-absorpselec-tion effects Finally, as discussed above, temperature determination is strongly affected by deviations from LTE conditions which are hard to evaluate

On the other hand, the accuracy of the plasma temperature measured using the columnar density approach is influenced by the uncertainties of the Stark broadening coefficient, the SA param-eter, the oscillator strength, and the free electron density[27] It is worth mentioning that the last two sources of indetermination are common to both methods The uncertainty on the value of Stark coefficients can sometimes be as large as 50% However, accuracy

is usually much higher for resonant and/or strong lines, with errors below 10–20%, which is therefore acceptable for the analysis The

Fig 3 Self-Absorption coefficient and columnar density of (A) the neutral Mg line

at 285.2 nm (B) the singly ionized Mg line at 280.3 nm at different gate delay values.

Fig 4 A typical Columnar Density Saha–Boltzmann plot by using three resonance

lines of magnesium.

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experimental error on the SA value is also a significant source of

uncertainty, often affected by inhomogeneity in the plasma

How-ever, the SA value can be directly measured, using e.g the

duplicat-ing mirror approach[39]which is less affected by the uncertainties

deriving from the fitting of the line profile

Another potential source of error may be the spatial

inhomo-geneity of the plasma which can affect the applicability of LIBS

methods in general In fact, typical LIBS plasmas have some degree

of inhomogeneity, in which case the plasma is described by

appar-ent parameter values corresponding to average local values

Prac-tically, the quantification of inhomogeneity effects in LIP is not a

simple task since it needs a suitable experimental apparatus

How-ever, the spatially resolved spectroscopic measurements using

dif-ferent configurations of collection optics and detection systems is

the most common way of evaluating plasma homogeneity This

issue has been the subject of several experimental studies [40–

43] The presence of self-reversal behavior in LIBS spectra, on the

other hand, can be considered as the preliminary evidence of

hav-ing a large spatial gradient of species inside the plasma The above

considerations highlight the need to use the optimal experimental

conditions to minimize errors due to the plasma inhomogeneity

effect Luckily, deviations from homogeneity approximations can

be negligible at later times of plasma evolution In fact, at these

times, ambient air strongly affects the dynamics of plasma

expan-sion and emisexpan-sion, resulting in plasma volume saturation because

of ambient air confinement and stabilization of atom/ion density

due to the stopping of plasma expansion Interestingly, these

con-ditions are attributed to the smaller spatial gradients of the LIP and

better fulfillment of plasma homogeneity approximation as shown

by Aguilera et al.[44]

It is also worth mentioning that the CD-SB plot method does not make use of the spectral efficiency of the detection system, which

is often a significant source of error, in particular when spectral lines are measured in different regions of the spectrum Finally, the accuracy is not limited by the possible violation of the LTE approximation, which in this case is intrinsically verified, and the method makes use of the population of the atomic and ionic ground states without extrapolations from the population of high-lying excited states In these conditions, therefore, whenever Stark parameters are accurately known and SA value can be care-fully determined, the CD-SB plot can provide a more accurate and reliable value for plasma excitation temperature

Conclusions

In this work, laser-induced plasmas were characterized by means of the Columnar Density Saha-Boltzmann (CD-SB) plot method, a modified Saha–Boltzmann plot approach that uses the columnar densities of the species instead of their line intensities

It has been shown that the spatially-averaged electron tempera-ture of the plasma can be calculated straightly by employing the columnar density of resonance lines In fact, whenever self-absorption of emission lines is precisely evaluated via the SA parameter, the optical depth and columnar density of the emitting species can be obtained and used to calculate the plasma temper-ature The temperatures of the ground and excited states were studied at different delay times after plasma formation and it was observed that they almost have the same value which exper-imentally validates the proposed approach At long delay times, when thin ionization lines from highly excited levels are barely observable, the CD-SB method is still able to measure the plasma temperature The CD-SB plot approach proposed here is thus a viable alternative to conventional Saha-Boltzmann plot for the determination of plasma temperature Furthermore, it was shown that in many cases of interest, the CD-SB approach can be more accurate than conventional Saha-Boltzmann plot since its applica-tion is not affected by possible breaches of the LTE approximaapplica-tion and by the uncertainty related to the spectral efficiency of the detection system

Conflict of interest The authors have declared no conflict of interest

Compliance with Ethics Requirements This article does not contain any studies with human or animal subjects

Table 2

Spectroscopic parameters of the Mg lines used for plasma temperature calculation via Saha-Boltzmann plot Spectroscopic data for the line emissions were taken from NIST database [33]

Fig 5 Experimental behavior of ground state (CD-SB plot) and excitation state

temperature (SB plot) at different gate delays.

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Financial support for this research provided by ‘ICTP Program

for Training and Research in Italian Laboratories, Trieste, Italy’ is

gratefully acknowledged

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