ISSN : 0970 - 020X, ONLINE ISSN : 2231-5039
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Wavelength Dispersive XRF Study of Heavy Elements in Soil in Cancer Hit Villages of Malwa Region of Punjab, India

Kirandeep Kaur*1,2, Manmohan Singh3 and H. S. Sahota4

1Department of Applied Sciences, Punjab Technical University, Kapurthala - 144601, India.

2Department of Physics, SBBSIET, Khiala, Padhiana, Jalandhar - 144030, India.

3Department of Physics, Kanya Maha Vidyalaya, Jalandhar-144001, Punjab, India.

4Department of Applied sciences, Dean Research and Development, Asra College of Engineering and Technology, Bhawanigarh-148026, Punjab, India.

Corresponding Author E-mail: kirandeepkaur_gill@yahoo.co.in

DOI : http://dx.doi.org/10.13005/ojc/350317

Article Publishing History
Article Received on : 13-05-2019
Article Accepted on : 01-06-2019
Article Published : 19 Jun 2019
Article Metrics
ABSTRACT:

Heavy metals in the soil of 13 villages of Bathinda district, Punjab, India, were measured using wavelength dispersion X-ray fluorescence technique (WDXRF).  29 elements for which these samples were analyzed are  U, Th , 40K, Pb, La, Ba, Cs, Ce,, Sn, Sb, As, Cr, Zn, Cu, Co, Sr, Zr, Sc, V, Ni, Rb, Mo,Ga, Nb, Y, Fe2O3, CaO, MnO and TiO2 . Radioactive substances like U and Th are quite low. Alkaline elements like Ca, Ba, Sr are quite high and may be acting as catalysts to low level radioactive elements. As, Fe, Co, Ni, Zr, Cr, Zn too are probably due to proximity of a thermal power plant at Bathinda and use of pesticides and fungicides for plantation.

 

KEYWORDS:

Catalysts; Heavy Metals; Radioactive; Soil; WDXRF

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Kaur K, Singh M, Sahota H. S. Wavelength Dispersive XRF Study of Heavy Elements in Soil in Cancer Hit Villages of Malwa Region of Punjab, India. Orient J Chem 2019;35(3).


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Kaur K, Singh M, Sahota H. S. Wavelength Dispersive XRF Study of Heavy Elements in Soil in Cancer Hit Villages of Malwa Region of Punjab, India. Orient J Chem 2019;35(3). Available from: https://bit.ly/31DsO6p


Introduction

During the last 10-15 years, many reports appeared in the media regarding high radioactivity in the soil and water of Malwa region. Many researchers undertook measurements in water and soil to determine the quantity of uranium, thorium and potassium.1-3 A good correlation was obtained between uranium concentration in soil and indoor radon in dwellings by Mehra et. Al.1 Work on soil samples from Malwa region was also reported by Mehra et. Al.2 Uranium, thorium and K-40 content were found within safety limits. Recently radioactive content in 498 water samples from the region reported by Bajwa et. Al.3 338 out of 498 samples had uranium concentration higher than recommended safe limit of 0.03 ppm while 216 samples exceeded the threshold of 0.06 ppm recommended by AERB, DAE, India.5 Hearing a public interest petition, filed by Brijinder Singh Loomba, the Punjab and Haryana High Court Chandigarh assigned the job of measuring radioactivity of Malwa region to BARC, Bombay.6 The petition was filed after a UK- based clinical toxicologist Carin Smit came out with a startling revelation that traces of uranium and other heavy metals were found in the hair samples of children and adults in Faridkot district of Punjab, which has no uranium mines. The high concentration of radioactive material was quite baffling for scientists and environmentalists. The BARC report claimed that the high salinity of water in the Malwa region may be acting as a catalyst for uranium toxicity. Otherwise they did not find any higher amounts of uranium or thorium in Malwa region. Still many reports are appearing in the media regarding cases of cancer in the region. In view of all this we have decided to study the metal content in the soils of Talwandi Sabo subdivision of Bathinda District using WDXRF technique to find whether heavy elements or other toxic elements are responsible for any cancer cases.

Soils and sediments have a complex composition and their multi-element chemical composition is of interest in several fields, mostly in geochemical surveys for economical and environmental applications.7 Abnormal occurrences of heavy elements in rocks and soils and in monazite sands have been identified in several regions of the world. The most important sources of heavy metals in the environment are the anthropogenic activities such as mining, smelting procedures, steel and iron industry, chemical industry, traffic, agriculture as well as domestic activities.8-10 The heavy metals from these sources are dispersed in the environment and they contaminate soil, water and air.  Directly or indirectly through plants, water and food they get into the human and animal bodies.11 The presence of heavy metals in soil can affect the quality of food, groundwater, micro-organism activity and plant growth etc.12-14 Evaluation of the threat of accumulation of toxic metals in soils is difficult and depends upon many factors. The availability of these metals to crops can be explained by knowing their distribution in the soil profile and the chemical forms in which they occur. Several metals, such as As, Pb, U, Th, Cd, Cu etc. accumulate in the surface soil horizon due to their low mobility and strong association with organic matter. In this current work the pollutants which found in high amount are Co, CaO, Pb, As, Ni, Y, Rb and Zr. These are generally found in cancerous tissues and responsible for cancer related health issues. The aim of the present study is to find out the concentration of heavy elements in the soils of cancer hit villages of Malwa region of Punjab State.

Geography of Selected Area

Bathinda district is situated in the northwestern region of India and is a part of the Indo-Gang tic alluvial plains. The exact cartographic co-ordinates of Bathinda are 30.20°N 74.95°E with an average elevation of 660 ft (201 meters). The study area of 13 villages of Talwandi Sabo is 30km from the head quarters of the district towards South East (Figure 1). Its climate corresponds to high variation between summer and winter temperatures namely 450C to 150C. Average annual rainfall of Bathinda is in the range of 20 mm to 40 mm.

Figure 1: Study area of Bathinda District (Talwandi Sabo).

Figure 1: Study area of Bathinda District (Talwandi Sabo).

Click here to view figure

 

Soil sample Characteristics

To get the lar0ge variations, the soil samples of different soil types were selected. Most of the soils in the study area are dry, contain stones and pebbles.

Sample Collection and Methodology

Soil samples were collected from 39 locations from various villages selected with 3 samples from each village on random basis. Each sample was taken from a depth of 70-80 cm at some selected points within the study area. In order to cover a large area and to observe a significant local spatial variation in terrestrial radioactivity, sampling points were at a minimum distance of 2 km from each other. In order to get uniform and representative samples, they were dried, sieved to remove stones, pebbles grass roots and straws and then crushed to pass through a 150 micron mesh sieve to homogenize the contents. Then they were packed in plastic bags, which were well sealed. The weight of the soil sample in each bag was kept constant on 20g. All the 39 samples were analyzed to detect the elements of interest using wavelength dispersion X-ray florescence in SAIF, Panjab University Chandigarh. A diagram of a WD system is shown in Figure 2.

Figure 2: Schematic diagram of a wavelength-dispersive X-ray spectrometer.

Figure 2: Schematic diagram of a wavelength-dispersive X-ray spectrometer.

Click here to view figure

 

This instrument operates according to the principle of Bragg diffraction of a collimated X-ray beam. A detector is angularly scanned relative to the analyzing crystal and registers the spectrum. A great advantage of XRF techniques compared to wet chemical procedures is that the multi-elemental analysis can be directly carried out on solid samples. This avoids the tedious and laborious wet digestion steps and the possible analyte losses and sample contamination as well as a considerable decrease in analysis time. The higher detection limits compared to spectroscopic techniques, the precision and accuracy obtained educing XRF methods are good enough for various environmental studies purposes.15 Additionally, it relates to non-destructive analytical techniques, i.e. the techniques which do not damage the samples under study. It enables us for the simultaneous determination of about 40 elements that makes it one of the most universal and appropriate analytic technique. Major and many trace elements can be determined with very good precision and accuracy.7 In the present study WD-XRF (wavelength dispersive x-ray fluorescence) Model: S8 TIGER, made of Bruker, Germany, has been used for the soil sample analysis. Soil sample and binder were grinded together to make homogenized fine powder so that particle size became less than 50 µm. Sample quantity was taken as 9 grams. The binder tablet amount was 2.7 grams, which made the total weight equal to 11.7 grams. A pellet was made of 10 gm. of total sample (11.7gms) using hydraulic press at pressure of 15 tons. The soil sample pellet with diameter 34mm and thickness 4mm was ready for analyses. Each pellet of different soil sample was processed and analyzed for approximately 37 minutes and a variable range of 29 elements were detected with different concentration levels as shown in Table 1.

Results and Discussion

Table 1 shows the concentration of 29 elements detected in 39 soil samples that were collected from 13 villages of Talwandi Sabo of Bathinda District. From each village 3 samples were collected. Samples 1,2,3 were from Natt village. Similarly, (4,5,6 (Burj Sema)), (7,8,9 (Chatewala)), (10,11,12 (Kaureana)), (13,14,15 (Mirjeana)), (16,17,18 (Manuana)), (19,20,21 (Gehlewala)), (22,23,24 (MaurChart)), (25,26,27 (Burj)), (28,29,30 (Shekhpura)), (31,32,33, (Jogewala)), (34,35,36 (Gatwali)),  (37,38,39 (Ram Nagar)) as shown in Table 1. Table 2 summarizes their maximum and minimum values. Radioactive elements like U, Th and 40K have 2-6, 11-18, and 40 – 785 ppm ranges respectively. Some major elements were also detected like CaO, Fe2O3, TiO2, MnO are having limits 9773-132462, 24300-56700, 4100-7300 and 400-800 ppm respectively. Among the major elements CaO has maximum variation than others. Heavy metals like Pb, Cs, Ce, Ba, Sn, Sb and La are found in variable ranges 25-32, 0-13, 78- 116, 349-542, 0-7, 0-6 and 17-41ppm respectively. Toxic elements like As, Cu, Cr, Co, Ni were found in variable ranges  33-64, 11-30, 71-154, 72-291 and 25-95 ppm respectively. Other elements Zn, Sr, Zr, Sc, V, Rb, Ga Nb, Y and Mo were also found in different concentration of  38-310, 125-408,  222-363, 4-14, 41-85, 97-264, 13-22, 10-18, 26-37 and 0-2 ppm respectively.

Table 1: Measured values (in ppm) of 16 elements in soil samples of 13 villages Bathinda District using WDXRF.

Sample No.

U

Th

K

CaO

As

Pb

Cr

Cu

Cs

Co

Zn

Sr

Ce

Zr

Sc

V

1

3

15

72.5

17818

33

28

121

21

9

76

63

143

88

290

13

82

2

3

15

235

12412

33

27

116

24

13

81

62

146

93

275

14

82

3

4

16

185

12683

40

27

81

21

9

122

64

136

99

292

9

80

4

3

12

90

14558

37

25

124

16

8

108

44

132

87

280

7

58

5

4

15

123

10985

36

28

117

23

9

72

62

155

93

263

11

82

6

2

15

268

24698

36

26

137

24

10

158

63

156

91

292

11

79

7

5

15

180

39515

48

26

124

19

10

206

59

151

105

285

10

72

8

4

14

130

65290

37

25

71

23

11

114

56

183

88

272

11

75

9

3

15

120

24952

41

27

142

18

7

174

53

142

105

300

11

74

10

3

15

123

9773

58

27

119

19

9

249

57

140

116

306

8

67

11

4

16

133

23745

54

27

101

20

6

258

51

195

111

334

5

59

12

4

13

68

132462

46

26

109

20

4

248

47

264

96

268

7

66

13

4

17

130

16924

52

31

106

22

12

233

68

170

111

321

8

72

14

6

14

83

51988

44

25

129

23

8

195

60

198

105

282

11

79

15

3

15

188

14458

52

28

104

18

4

268

57

144

97

300

5

63

16

4

12

85

91888

43

25

99

17

9

194

44

408

96

280

8

60

17

5

18

170

10323

45

32

124

30

8

213

76

153

110

310

11

85

18

2

11

173

16553

57

25

83

11

2

267

38

125

105

276

4

41

19

4

16

68

12493

53

28

114

20

3

242

62

138

113

304

9

77

20

4

16

85

39160

39

27

79

20

8

119

56

164

99

287

10

79

21

3

17

58

19385

41

27

139

23

8

167

59

146

106

318

12

79

22

3

13

40

63789

43

26

139

22

8

193

53

172

98

253

8

76

23

4

16

110

17266

53

29

106

17

8

260

55

185

97

308

7

65

24

4

15

600

101429

48

28

89

24

5

182

55

361

99

238

5

69

25

3

14

63

36366

38

26

154

20

10

147

58

158

90

269

11

79

26

2

13

103

117365

44

25

115

18

1

273

51

238

91

245

9

79

27

2

14

490

16143

54

23

117

15

_

276

39

146

108

314

7

52

28

4

14

50

58223

38

27

79

21

9

119

56

223

89

270

11

79

29

2

15

213

20130

44

26

74

19

4

151

52

164

103

316

9

67

30

3

15

238

42149

50

27

112

27

9

211

66

225

110

270

9

77

31

5

16

245

56111

48

30

109

25

4

224

57

205

103

306

11

75

32

3

18

785

14822

58

30

99

20

4

291

52

151

113

368

8

61

33

2

13

120

59118

50

24

118

18

9

235

47

231

108

286

7

62

34

2

12

428

127048

34

26

135

22

6

109

49

217

78

222

7

73

35

3

11

143

37860

56

26

80

12

3

291

47

218

91

268

5

51

36

4

13

343

94903

43

26

104

19

7

204

45

228

85

285

9

64

37

4

16

255

23361

64

29

88

20

11

222

310

155

115

310

8

75

38

3

15

130

25110

36

25

125

17

10

84

55

142

90

299

10

74

39

4

16

70

12570

34

27

119

20

9

78

61

137

93

289

11

79

 

Table 1: (Continued) Measured values (in ppm) of 13 elements in soil samples of 13 villages Bathinda District using WDXRF (ND-Not Detected).

Sample No.

Ni Fe2O3 Ba Rb Sn Sb Mo TiO2 MnO Ga Nb La Y

1

46

47000

505

128

2

 ND

ND

6900

800

17

15

33

33

2

48

47800

520

131

4

4

1

6800

800

18

15

29

32

3

47

46500

489

131

3

4

1

6700

700

17

15

26

33

4

36

32900

437

107

1

1

 ND

5400

500

14

13

24

28

5

48

46800

507

130

4

2

2

6700

800

17

14

23

31

6

45

45600

492

127

3

1

1

6700

700

17

15

32

33

7

43

40600

437

116

1

3

1

6100

600

16

14

26

29

8

40

40200

432

114

2

3

2

5800

600

15

13

33

31

9

38

40700

459

116

1

1

 ND

6100

700

16

14

33

32

10

43

41600

485

128

1

1

1

6100

700

17

14

29

32

11

34

35100

445

117

2

2

 ND

5600

600

16

13

41

32

12

39

35700

339

264

1

 ND

1

4800

600

14

12

25

28

13

47

45600

483

138

7

4

1

6300

700

19

15

31

34

14

48

45100

462

120

 ND

 ND

1

6400

700

17

15

35

33

15

39

41200

476

133

 ND

1

1

5700

600

18

15

24

33

16

35

33700

399

105

 ND

2

 ND

4800

500

14

12

29

29

17

58

56700

542

156

2

1

1

7300

800

22

18

30

37

18

25

24300

391

97

3

2

 ND

4100

400

13

10

25

26

19

48

46100

482

125

 ND

3

 ND

6800

800

18

15

30

33

20

46

43500

458

120

1

3

 ND

6100

600

17

14

32

31

21

46

45900

486

123

1

 ND

1

6900

800

17

15

32

33

22

45

41300

433

110

 ND

 ND

 ND

5900

600

16

13

30

30

23

41

41200

459

128

1

 ND

 ND

5800

700

18

15

28

31

24

40

40200

420

122

 ND

2

1

5200

600

17

14

22

30

25

44

44100

474

120

1

 ND

1

6400

700

17

14

33

31

26

40

39900

389

103

 ND

ND

1

5200

800

15

12

24

27

27

30

29200

406

99

2

2

 ND

5300

500

14

13

26

28

28

46

43100

451

116

4

5

1

6200

700

17

14

28

30

29

37

38000

441

108

2

6

1

6100

600

17

14

33

31

30

45

44800

462

126

3

1

1

6200

700

18

13

29

30

31

45

44900

432

122

1

3

 ND

6000

700

17

14

31

33

32

40

38400

439

124

1

4

 ND

5700

600

16

15

31

33

33

35

34200

426

104

1

1

 ND

5200

600

14

13

34

29

34

37

37900

382

106

ND

 ND

1

5100

800

15

12

31

26

35

29

29300

393

106

2

3

 ND

4600

500

14

12

17

28

36

38

34900

359

104

ND

2

 ND

4900

600

14

12

26

30

37

95

46700

487

127

3

4

1

6700

700

17

15

33

33

38

41

41300

468

118

3

3

1

6300

700

15

15

28

32

39

47

45700

487

125

2

2

 ND

6800

800

17

15

27

32

 

Table 2: Minimum and maximum limits (in ppm) of 29 elements detected in 29 villages of Bathinda District.

U

Th

K

CaO

As

Pb

Min

Max

Min

Max

Min

Max

Min

Max

Min

Max

Min

Max

2

6

11

18

40

785

9773

132462

33

64

25

32

Cr

Cu

Cs

Co

Zn

Sr

Min

Max

Min

Max

Min

Max

Min

Max

Min

Max

Min

Max

71

154

11

30

0

13

72

291

38

310

125

408

Ce

Zr

Sc

V

Ni

Fe2O3

Min

Max

Min

Max

Min

Max

Min

Max

Min

Max

Min

Max

78

116

222

363

4

14

41

85

25

95

24300

56700

Ba

Rb

Sn

Sb

Mo

TiO2

Min

Max

Min

Max

Min

Max

Min

Max

Min

Max

Min

Max

359

542

97

264

0

7

0

6

0

2

4100

7300

MnO

Ga

Nb

La

Y

Min

Max

Min

Max

Min

Max

Min

Max

Min

Max

400

800

13

22

10

18

17

41

26

37

 

Although Uranium and Thorium in the measured soil samples were quite low to cause any damage yet elements like CaO, Co, Zr, Rb are found in higher amounts. CaO, Co, Zr were noted much higher than their permissible values (Table 3) in all the villages (except one location of Kaurena village having CaO concentration of 9773 ppm). 74% of villages have high value of Rb (Table 3). Among these, the elements that cause alkalinity such as Ca, Rb are quite high. These may be due to coal fired TPP (Tharmal Power Plant) at Bathinda which is not very far off from the invested area. When coal or lignite rich in limestone, produce ash having calcium oxide, it (Lime stone (CaO)) easily diffuses in water bodies and make calcium hydroxide Ca(OH)2 and transformed through rain water to canals or agriculture water systems and ultimately reach into the soils.16

In India, the ash content in the coal utilized in power production is about 30 to 40%, which is rather more than the other developed nations. Higher values of coal fly ash resulting in high damage to the plants as well as machines. All the heavy elements commonly found in the coal fly ash are poisonous in nature.17

Table 3: Permissible values in ppm for some elements found in the study area as below.

Element

Permissible values (ppm)

Reference

U (226Ra)

35

24

Th

40

24

K

400

24

 CaO

14400

25

As

20

26

Pb

20

27

Cr

35

27

Cu

25

27

 Co

10

27

Zn

71

27

 Sr

350

27

Zr

190

27

V

60

27

 Ni

20

27

Fe2O3

57700

25

Ba

550

27

  Rb

112

27

 Mo

1.5

27

TiO2

8800

25

MnO

1000

25

 Y

22

27

 

Contaminated locations of metal-bearing solids can originate from a wide variety of anthropogenic sources in the form of, pesticides, coal combustion residues, metal mine tailings, land application of fertilizer, disposal of high metal wastes in improperly protected landfills, animal manures, sewage sludge, leaded gasoline, lead based paints, compost petrochemicals, and atmospheric deposition.18-20 Among these use of fertilizers, pesticides and weedicides are most common in the agriculture.

Table 4: Correlation Matrix of 29 elements using Pearson Correlation Program.

Table 4: Correlation Matrix of 29 elements using Pearson Correlation Program.

Click here to view table

 

Fertilizer

For healthy plant growth not only macronutrients, but also some micronutrients (such as Co, Cu, Fe, Mn, Ni, and Zn)) are also required in limited amounts. But if the range of theses essential heavy elements crossed the safety limits, then the soil becomes polluted. Large quantities of fertilizers are regularly added to soils in intensive farming systems to provide adequate N, P, and K for crop growth. In the study area generally Urea (containing N), Di-ammonium Phosphate (containing N, P), Zinc phosphate (containing Z, P) etc. are used. The compounds used to supply these elements contain trace amounts of heavy metals (e.g., Cd and Pb) as impurities, which, after continued fertilizer, application may significantly increase their content in the soil.21 These toxic elements not only affect the grown plants and crops, but also get transferred to human bodies through food items. In the present study, it has been found that micronutrients like Zn in Manuana and Ram Nagar, Co, Ni in all villages and macro nutrient K are quite high in amounts in Maur Chart, Burj, Joge Wala and Gatwali villages, as compared to the permissible values.

Pesticides and Weedicides

The chemicals used as insecticides and fungicides are based on compounds which contain Cu, Hg, Mn, Pb, or Zn. Examples of such pesticides are copper-containing fungicidal sprays such as Bordeaux mixture (copper sulphate) and copper oxychloride.22 Formulations of Cu, Cr, and As (CCA) derelict sites where soil concentrations of these elements greatly exceed background concentrations. Compared with fertilizers, the usage of these substances is more localized, being restrained to particular locations and plantation.23 In the current work, Zn in Manuana and Ram Nagar, Cu in Gehlawal and Shekhpura and Pb in all villages are far more than their permissible values (Table 3) showing that pesticides and weedicides may influence the quality of soils.

Radio Nuclides

Environmental radio nuclides with varying fractions can enter the atmosphere in the form of aerosols or fine dust particles that may be deposited directly on growing vegetation or be inhaled directly by humans and other animals. The human body absorbs these radio nuclides by two routes: inhalation and through food and water. The heavy (or transition) metal elements make up a large part of the periodic  table and include some of the most toxic agents known, like mercury and cadmium). In the present case, radio nuclides like U and Th were much below the safety limits as shown in the Table 3. K-40 is quite high in one of the locations in Maur Chart, Burj  Jage Wala and Gatwali villages, but overall it is below the permissible values. It shows that radio nuclides are not causing much effect in this region.

Correlations

The Pearson Correlation Program is used to find correlations among the elements found in soil analysis (Table 4). A significant positive correlation has been found for Th-Nb, Th-TiO2, As-Co, Zn-Ni, Ce-Zr, Zr-La, V-Fe, V-Ba, V-TiO2, Fe-Ba, Fe-Nb, Ba-Nb, Nb-Y, showing that the presence of one parameter may increase the concentration of the other. Similarly, some negative correlations have been found for K-Cu, K-Cs, As-Cr, Pb-Sc, Cr-Cu, Cs-Co, Zn-Sr, Zr-Mo, V-Rb, Ni-Mo, Ba-MnO, Sn-MnO as shown in Correlation Table 4. These indicate that if one of the element in a given pair is elevated the amount of other decreases.

Conclusion

Elements U, Th, Sr, Cr, Mo, TiO2 and MnO are having a lower concentration than permissible values (Table 3).

Elements like Cu, Ba and Fe are having normal concentration found in such soils.

Elements such as K-40 in one of the locations in Maur Chart, Burj  Joge Wala and Gatwali villages and Zn in Manuana and Ram Nagar  are higher in concentrations, but in rest of villages it is below the permissible values (Table 3).

Co, Cao, Pb, As, Ni and Y are unusually higher in amounts and might be responsible for routine cancer diseases.

Alkaline elements such as Ca, Rb and Zr are very high, particularly Calcium which has been found in higher content in cancerous tissue usually.

The basic sources of above pollutants (Co, CaO, Pb, As, Ni, Y, Rb and Zr) which are found in extra amount than their permissible limits (Table 3) for this region may be the coal fired TPP (Tharmal Power Plant) at Bathinda which is nearby the studied area and pesticides, weedicides and fungicides used for agricultural purposes.

To sum up radioactive elements like uranium, thorium and potassium (K-40) are low in content to cause any cancers. Excess of alkalinity causing elements, may be acting as a catalyst for such radioactive elements to be harmful.6 Hence excess of alkalinity might be the main reason for tumor growth and cancer scare.

Acknowledgements

The authors are thankful to the chairman of SBBSIET, Khiala, Jalandhar for providing facilities and encouragement. Ms. Kirandeep Kaur is especially in debt to RIC, IKG PTU, Kapurthala for registration for Ph. D.

Conflict of Interest

There is no conflict of interest because this work is drawn from original thesis of corresponding author submitted and accepted under UGC guidelines to Punjab Technical University, Kapurthala.

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