• Tidak ada hasil yang ditemukan

Monotonicity of Sequences Involving Convex and Concave Functions

N/A
N/A
Protected

Academic year: 2024

Membagikan "Monotonicity of Sequences Involving Convex and Concave Functions"

Copied!
12
0
0

Teks penuh

(1)

Monotonicity of Sequences Involving Convex and Concave Functions

This is the Published version of the following publication

Chen, Chao-Ping, Qi, Feng, Cerone, Pietro and Dragomir, Sever S (2002) Monotonicity of Sequences Involving Convex and Concave Functions. RGMIA research report collection, 5 (1).

The publisher’s official version can be found at

Note that access to this version may require subscription.

Downloaded from VU Research Repository https://vuir.vu.edu.au/17673/

(2)

CONCAVE FUNCTIONS

CHAO-PING CHEN, FENG QI, PIETRO CERONE, AND SEVER S. DRAGOMIR

Abstract. Letfbe an increasing and convex (concave) function on [0,1) and φa positive increasing concave function on [0,∞) such thatφ(0) = 0 and the sequence

φ(i+ 1) φ(i+1)φ(i) 1 i∈

N decreases the sequence

φ(i) φ(i+1)φ(i) 1 i∈

Nincreases

. Then the sequence 1

φ(n)

Pn−1

i=0 f φ(n)φ(i) n∈

Nis increasing.

1. Introduction

Letf be a strictly increasing convex (or concave) function in (0,1], J.-Ch. Kuang in [8] verified that

1 n

n

X

k=1

fk n

> 1 n+ 1

n+1

X

k=1

f k n+ 1

>

Z 1

0

f(x) dx. (1)

In [15], the second author generalized the results in [8] and obtained the following main result and some corollaries:

Letf be a strictly increasing convex (or concave) function in (0,1], then the se- quence n1Pn+k

i=k+1f n+ki

is decreasing innandkand has a lower boundR1 0 f(t) dt, that is,

1 n

n+k

X

i=k+1

f i n+k

> 1 n+ 1

n+k+1

X

i=k+1

f i

n+k+ 1

>

Z 1

0

f(t) dt, (2) wherekis a nonnegative integer, na natural number.

With the help of these conclusions, we can deduce Alzer’s inequality (see [8]), Minc-Sathre’s inequality (see [16]), and other inequalities involving the sum of

2000Mathematics Subject Classification. Primary 26D15; Secondary 26A51.

Key words and phrases. Inequality, concave function, monotonicity.

The first two authors were supported in part by NSF (#10001016) of China, SF for the Promi- nent Youth of Henan Province, SF of Henan Innovation Talents at Universities, NSF of Henan Province (#004051800), SF for Pure Research of Natural Science of the Education Department of Henan Province (#1999110004), Doctor Fund of Jiaozuo Institute of Technology, China.

This paper was typeset usingAMS-LATEX.

1

(3)

powers of positive numbers or the ratios of the arithmetic means of n numbers (see [18, 22]). These inequalities have been investigated by many mathematicians.

For more information, please refer to the references in this paper. Some results in another direction can be found in [3] and the book online [4, pp. 20–26].

Considering the convexity of a given function or sequence and using the Hermite- Hadamard inequality in [7, 11], the following results were obtained in [19].

Theorem A. Let f be an increasing and convex (concave) function defined on [0,1],{ai}i∈Nan increasing positive sequence such that

i aai

i+1−1 i∈

N decreases the sequence

i ai+1a

i −1 i∈

N increases

, then the sequence1

n

Pn i=1f aai

n n∈N

is decreasing. That is

1 n

n

X

i=1

fai an

≥ 1 n+ 1

n+1

X

i=1

f ai an+1

≥ Z 1

0

f(t) dt. (3)

Theorem B. Letf be an increasing and convex (concave)positive function defined on [0,1], and ϕ be an increasing convex positive function defined on [0,∞) such that ϕ(0) = 0 and

ϕ(i) ϕ(i) ϕ(i+1) −1

i∈N decreases, then 1

ϕ(n)

Pn

i=1f ϕ(n)ϕ(i)

n∈N

is decreasing. That is

1 ϕ(n)

n

X

i=1

f ϕ(i)

ϕ(n)

≥ 1 ϕ(n+ 1)

n+1

X

i=1

f

ϕ(i) ϕ(n+ 1)

. (4)

Taking particular sequences{ai}i∈Nand special functionsf andϕin Theorem A and Theorem B, many new inequalities between ratios of mean values are obtained.

Further, Alzer’s inequality, Minc-Sathre’s inequality, and the like, may be recovered under the current setting.

In this article, using a similar approach to that in [19], the following theorems are obtained.

Theorem 1. Let f be an increasing and convex (concave) function defined on [0,1]. Then the sequences 1

n

Pn

i=1f(ni) n∈

N decreases and 1

n

Pn−1

i=0 f(ni) n∈

N

increases, and

1 n

n

X

i=1

fi n

≥ 1 n+ 1

n+1

X

i=1

f i n+ 1

≥ Z 1

0

f(t) dt

≥ 1 n+ 1

n

X

i=0

f i n+ 1

≥ 1 n

n−1

X

i=0

fi n

. (5)

(4)

Theorem 2. Let f be an increasing and convex (concave) function defined on [0,1), the sequence{ai}i∈N be a positive increasing sequence such that the sequence i ai+1a

i −1

i∈N decreases the sequence i aai

i+1 −1

i∈N increases

. Then the sequence 1

n

Pn−1 i=1 f aai

n n∈Nis increasing, and Z 1

0

f(t) dt≥ 1 n+ 1

n

X

i=0

f ai

an+1 ≥ 1

n

n−1

X

i=0

fai

an

, (6)

wherea0= 0.

Theorem 3. Letf be an increasing and convex(concave)function defined on[0,1]

andφbe a positive increasing concave function defined on[0,∞)such thatφ(0) = 0 and the sequence

φ(i+ 1) φ(i+1)φ(i) −1

i∈Ndecreases the sequence

φ(i) φ(i+1)φ(i) − 1 i∈N increases

. Then the sequence 1

φ(n)

Pn−1 i=0 f φ(n)φ(i)

n∈N is increasing, that is,

1 φ(n+ 1)

n

X

i=0

f

φ(i) φ(n+ 1)

≥ 1 φ(n)

n−1

X

i=0

f φ(i)

φ(n)

. (7)

2. Proofs of Theorems

Proof of Theorem 1. The first inequality in (5) is equivalent to inequality (1). Now we will prove the last inequality in (5).

The last inequality in (5) is equivalent to

(n+ 1)

n−1

X

i=0

fi n

≤n

n

X

i=0

f i n+ 1

,

f(0) + (n+ 1)

n−1

X

i=1

fi n

≤n

n

X

i=1

f i n+ 1

,

n

X

i=1

h

ifi−1 n

+ (n−i)fi n

i≤n

n

X

i=1

f i n+ 1

,

n

X

i=1

hi

nfi−1 n

+

1− i n

fi

n i≤

n

X

i=1

f i n+ 1

.

(8)

It is easy to see that

i(i−1) + (n−i)i n2 < i

n+ 1, (9)

(i+ 1)2+ (n−i)i (n+ 1)2 ≥ i

n. (10)

(5)

Since the functionf is increasing, from (9) and (10), it follows that

f

i(i−1) + (n−i)i n2

≤f i n+ 1

, (11)

f

(i+ 1)2+ (n−i)i (n+ 1)2

≥fi n

. (12)

Iff is concave, then we have

i

nfi−1 n

+

1− i n

fi

n ≤f

i(i−1) + (n−i)i n2

. (13)

Combining of (11) with (13) yields

i

nfi−1 n

+

1− i n

fi

n

≤f i n+ 1

. (14)

This implies that the last line in (8) is valid.

Iff is convex, then

n

X

i=1

h i

n+ 1f i n+ 1

+n−i+ 1

n+ 1 fi−1 n+ 1

i

n

X

i=1

f i n+ 1 · i

n+ 1 +n−i+ 1 n+ 1 · i−1

n+ 1

=

n−1

X

i=0

f

(i+ 1)2+ (n−i)i (n+ 1)2

.

(15)

Combining (12) with (15) yields

n n+ 1

n

X

i=0

f i n+ 1

= n

n+ 1f(0) + n n+ 1

n

X

i=1

f i n+ 1

=

n

X

i=1

h i

n+ 1f i n+ 1

+n−i+ 1

n+ 1 fi−1 n+ 1

i

n−1

X

i=0

fi n

.

(16)

The proof is complete.

(6)

Proof of Theorem 2. The right inequality in (6) can be rewritten as (n+ 1)

n−1

X

i=0

fai an

≤n

n

X

i=0

f ai an+1

,

f(0) + (n+ 1)

n−1

X

i=1

fai

an

≤n

n

X

i=1

f ai

an+1

,

n

X

i=1

h

ifai−1

an

+ (n−i)fai

an

i≤n

n

X

i=1

f ai

an+1

,

n

X

i=1

hi

nfai−1

an

+

1− i n

fai

an

i≤

n

X

i=1

f ai

an+1

.

(17)

If the sequence i aai+1

i −1 i∈

N is decreasing, then (i+ 1)ai+1+ (n−i)ai

(n+ 1)an+1 ≥ ai

an. (18)

In fact, inequality (18) is equivalent to (i+ 1)ai+1

ai −1

≥(n+ 1)an+1

an −1 . Letxi=i ai+1a

i −1

, then {xi}i∈N decreases, therefore (i+ 1)ai+1

ai

−1

−(n+ 1)an+1

an

−1

= (i+ 1)xi

i −(n+ 1)xn

n

= (xi−xn) +xi i −xn

n

≥0.

On the other hand, if the sequence i aai

i+1−1

i∈N increases, then iai−1

ai

−1

≤n an

an+1

−1

. (19)

In fact, we have iai−1

ai −1

≤(i−1)ai−1 ai −1

≤n an

an+1 −1 .

The inequality (19) can be rewritten as iai−1+ (n−i)ai

nan ≤ ai

an+1. (20)

Since the functionf is increasing, it follows from inequalities (18) and (20) that f

(i+ 1)ai+1+ (n−i)ai

(n+ 1)an+1

≥fai

an

(21)

(7)

and

fiai−1+ (n−i)ai nan

≤f ai an+1

, (22)

respectively.

Iff is a positive increasing convex function and the sequence i ai+1a

i −1

i∈N

decreases, then from (17) and (21), n

n+ 1

n

X

i=0

f ai

an+1

= n

n+ 1f(0) + n n+ 1

n

X

i=1

f ai

an+1

=

n

X

i=1

h i

n+ 1f ai

an+1

+n−i+ 1

n+ 1 fai−1 an+1

i

n

X

i=1

f

iai+ (n−i+ 1)ai−1 (n+ 1)an+1

=

n−1

X

i=0

f

(i+ 1)ai+1+ (n−i)ai (n+ 1)an+1

n−1

X

i=0

fai

an

,

(23)

where we definea0= 0.

Iff is a positive increasing concave function and the sequence i aai

i+1 −1 i∈

N

increases, then from (17) and (22),

n

X

i=1

hi

nfai−1 an

+

1− i n

fai

an i

n

X

i=1

fiai−1+ (n−i)ai nan

n

X

i=1

f ai an+1

. (24)

The proof is complete.

Proof of Theorem 3. Firstly, suppose that the function f is an increasing convex function and the sequence

φ(i+ 1) φ(i+1)φ(i) −1

i∈N is decreasing. Then φ(i+ 1)

φ(i+ 1) φ(i) −1

≥φ(n+ 1)

φ(n+ 1) φ(n) −1

, (25)

which is equivalent to

φ2(i+ 1) + [φ(n+ 1)−φ(i+ 1)]φ(i)

φ2(n+ 1) ≥ φ(i)

φ(n). (26)

(8)

Therefore f

φ2(i+ 1) + [φ(n+ 1)−φ(i+ 1)]φ(i) φ2(n+ 1)

≥f φ(i)

φ(n)

, (27)

since the functionf is increasing.

Further, by standard convexity arguments, it follows that

n

X

i=1

φ(i) φ(n+ 1)f

φ(i) φ(n+ 1)

+φ(n+ 1)−φ(i) φ(n+ 1) f

φ(i−1) φ(n+ 1)

n

X

i=1

f

φ2(i) + [φ(n+ 1)−φ(i)]φ(i−1) φ2(n+ 1)

=

n−1

X

i=0

f

φ2(i+ 1) + [φ(n+ 1)−φ(i+ 1)]φ(i) φ2(n+ 1)

n−1

X

i=0

f φ(i)

φ(n)

,

(28)

and

n

X

i=1

φ(i) φ(n+ 1)f

φ(i) φ(n+ 1)

+φ(n+ 1)−φ(i) φ(n+ 1) f

φ(i−1) φ(n+ 1)

=

n−1

X

i=0

φ(n+ 1)−φ(i+ 1) +φ(i)

φ(n+ 1) f

φ(i) φ(n+ 1)

+ φ(n) φ(n+ 1)f

φ(n) φ(n+ 1)

≤ φ(n) φ(n+ 1)

n−1

X

i=0

f

φ(i) φ(n+ 1)

+ φ(n) φ(n+ 1)f

φ(n) φ(n+ 1)

= φ(n) φ(n+ 1)

n

X

i=0

f

φ(i) φ(n+ 1)

.

(29)

Combining of (28) with (29) yields φ(n)

φ(n+ 1)

n

X

i=0

f

φ(i) φ(n+ 1)

n−1

X

i=0

f φ(i)

φ(n)

and so inequality (7) holds.

Secondly, letfbe an increasing concave function and the sequence

φ(i) φ(i+1)φ(i) − 1 i∈

N be increasing. Then φ(n)

φ(n) φ(n+ 1)−1

≥φ(i−1)

φ(i−1) φ(i) −1

, (30)

which is equivalent to φ(i)

φ(n+ 1) ≥ φ2(i−1) + [φ(n)−φ(i−1)]φ(i)

φ2(n) , (31)

(9)

and hence f

φ(i) φ(n+ 1)

≥f

φ2(i−1) + [φ(n)−φ(i−1)]φ(i) φ2(n)

. (32)

Thus from (32)

n

X

i=1

f

φ(i) φ(n+ 1)

n

X

i=1

f

φ2(i−1) + [φ(n)−φ(i−1)]φ(i) φ2(n)

n

X

i=1

φ(i−1) φ(n) f

φ(i−1) φ(n)

+φ(n)−φ(i−1) φ(n) f

φ(i) φ(n)

, (sincef is concave),

n

X

i=1

φ(i−1) φ(n) f

φ(i−1) φ(n)

+φ(n+ 1)−φ(i) φ(n) f

φ(i) φ(n)

, (sinceφis concave).

(33) Inequality (33) can be rewritten as

φ(n)

n

X

i=1

f

φ(i) φ(n+ 1)

n

X

i=1

φ(i−1)f

φ(i−1) φ(n)

+ [φ(n+ 1)−φ(i)]f φ(i)

φ(n)

=φ(n+ 1)

n

X

i=1

f φ(i)

φ(n)

−φ(n)f(1),

(34)

which is equivalent to φ(n+ 1)

n

X

i=1

f φ(i)

φ(n)

≤φ(n)

n+1

X

i=1

f

φ(i) φ(n+ 1)

,

1 φ(n)

n

X

i=1

f φ(i)

φ(n)

≤ 1 φ(n+ 1)

n+1

X

i=1

f

φ(i) φ(n+ 1)

.

(35)

Therefore

1 φ(n+ 1)

n

X

i=1

f

φ(i) φ(n+ 1)

− 1 φ(n)

n−1

X

i=1

f φ(i)

φ(n)

≥ 1

φ(n)− 1 φ(n+ 1)

f(1)

≥ 1

φ(n)− 1 φ(n+ 1)

f(0),

(36)

which implies the inequality (7).

The proof is complete.

(10)

3. Corollaries

From these theorems, we can obtain many new inequalities related to Alzer’s inequality and others or, similar inequalities to those in [19].

Iff(x) =xr forx∈[0,1] andr >0, then it follows from Theorem 1 that Corollary 1. Letn∈N, then, for all real number r >0, we have

1 n

Pn−1 i=1 ir

1 n+1

Pn i=1ir

!1/r

≤ n n+ 1 ≤

1 n

Pn i=1ir

1 n+1

Pn+1 i=1 ir

!1/r

. (37)

The right hand inequality in (37) is called Alzer’s inequality.

Takingf(x) = ln(1 +x) andf(x) = ln1+xx forx∈[0,1] in Theorem 2 produces Corollary 2. If{ai}i≥0 is a positive increasing sequence such thata0= 0 and the sequence

i aai

i+1−1

i∈Nincreases, then

an an+1

n

q Qn−1

i=0(ai+an)

n+1pQn

i=0(ai+an+1) ≥

n

q Qn−1

i=0 ai

n+1pQn i=0ai

. (38)

Similarly, iff(x) = ln(1 +x) forx∈[0,1], we have from Theorem 3

Corollary 3. Letφbe a positive increasing cancave function defined on[0,∞)such that φ(0) = 0 and the sequence

φ(i) φ(i+1)φ(i) −1 i∈

N increases, then

[φ(n)]n/φ(n)

[φ(n+ 1)](n+1)/φ(n+1)

φ(n)q Qn−1

i=0[φ(n)−φ(i)]

φ(n+1)pQn

i=0[φ(n+ 1)−φ(i)]. (39) Remark 1. Theorem A and Theorem 2 together give upper and lower bounds for integral R1

0 f(t) dt. Further, Theorem B and Theorem 3 may be combined to give, with the stated conditions holding,

φ(n+ 1) φ(n)

n−1

X

i=0

f φ(i)

φ(n)

−f(0)≤

n

X

i=1

f

φ(i) φ(n+ 1)

≤φ(n+ 1) φ(n)

n

X

i=1

f φ(i)

φ(n)

−f(1). (40)

Acknowledgements. This paper was finalized while the second author visited RGMIA between November 1, 2001 and January 31, 2002, as a Visiting Professor with grants from the Victoria University of Technology and Jiaozuo Institute of Technology.

(11)

References

[1] H. Alzer, On an inequality of H. Minc and L. Sathre, J. Math. Anal. Appl. 179(1993), 396–402.

[2] T. H. Chan, P. Gao and F. Qi,On a generalization of Martins’ inequality, RGMIA Res. Rep.

Coll.4(2001), no. 1, Article 12. Available online athttp://rgmia.vu.edu.au/v4n1.html.

[3] S. S. Dragomir, Some remarks on Hadamard’s inequalities for convex functions, Extracta Math.9(1994), no. 2, 88–94.

[4] S. S. Dragomir and C. E. M. Pearce, Selected Topics on Hermite-Hadamard Type Inequalities and Applications, RGMIA Monographs, 2000. Available online at http://rgmia.vu.edu.au/monographs/hermite hadamard.html.

[5] N. Elezovi´c and J. Peˇcari´c,On Alzer’s inequality, J. Math. Anal. Appl.223(1998), 366–369.

[6] B.-N. Guo and F. Qi,An algebraic inequality, II, RGMIA Res. Rep. Coll.4(2001), no. 1, Article 8. Available online athttp://rgmia.vu.edu.au/v4n1.html.

[7] J.-Ch. Kuang,Ch´angy`ong B`udˇengsh`i(Applied Inequalities), 2nd edition, Hunan Education Press, Changsha, China, 1993. (Chinese)

[8] J.-Ch. Kuang,Some extensions and refinements of Minc-Sathre inequality, Math. Gaz.83 (1999), 123–127.

[9] J. S. Martins,Arithmetic and geometric means, an applications to Lorentz sequence spaces, Math Nachr.139(1988), 281–288.

[10] H. Minc and L. Sathre,Some inequalities involving(n!)1/r, Proc. Edinburgh Math. Soc.14 (1964/65), 41–46.

[11] D. S. Mitrinovi´c, J. E. Peˇcari´c and A. M. Fink,Classical and New Inequalities in Analysis, Kluwer Academic Publishers, Dordrecht/Boston/London, 1993.

[12] N. Ozeki,On some inequalities, J. College Arts Sci. Chiba Univ.4 (1965), no. 3, 211–214.

(Japanese)

[13] F. Qi, An algebraic inequality, J. Inequal. Pure Appl. Math.2 (2001), no. 1, Article 13.

Available online athttp://jipam.vu.edu.au/v2n1/006 00.html. RGMIA Res. Rep. Coll.2 (1999), no. 1, Article 8, 81–83. Available online athttp://rgmia.vu.edu.au/v2n1.html.

[14] F. Qi,Generalization of H. Alzer’s inequality, J. Math. Anal. Appl.240(1999), 294–297.

[15] F. Qi, Generalizations of Alzer’s and Kuang’s inequality, Tamkang J. Math. 31 (2000), no. 3, 223–227. RGMIA Res. Rep. Coll. 2 (1999), no. 6, Article 12. Available online at http://rgmia.vu.edu.au/v2n6.html.

[16] F. Qi, Inequalities and monotonicity of sequences involving pn

(n+k)!/k!, RGMIA Res. Rep. Coll. 2 (1999), no. 5, Article 8, 685–692. Available online at http://rgmia.vu.edu.au/v2n5.html.

[17] F. Qi and L. Debnath, On a new generalization of Alzer’s inequality, Internat. J. Math.

Math. Sci.23(2000), no. 12, 815–818.

(12)

[18] F. Qi and B.-N. Guo, An inequality between ratio of the extended logarithmic means and ratio of the exponential means, Taiwanese Journal of Mathematics (2002), in the press.

[19] F. Qi and B.-N. Guo, Monotonicity of sequences involving convex function and se- quence, RGMIA Res. Rep. Coll. 3 (2000), no. 2, Article 14. Available online at http://rgmia.vu.edu.au/v3n2.html.

[20] F. Qi and Q.-M. Luo,Generalization of H. Minc and J. Sathre’s inequality, Tamkang J. Math.

31(2000), no. 2, 145–148. RGMIA Res. Rep. Coll.2(1999), no. 6, Article 14. Available online athttp://rgmia.vu.edu.au/v2n6.html.

[21] J. S´andor,On an inequality of Alzer, J. Math. Anal. Appl.192(1995), 1034–1035.

[22] J. S´andor, Comments on an inequality for the sum of powers of positive num- bers, RGMIA Res. Rep. Coll. 2 (1999), no. 2, 259–261. Available online at http://rgmia.vu.edu.au/v2n2.html.

[23] N. Towghi,Notes on integral inequalities, RGMIA Res. Rep. Coll.4(2001), no. 2, Article 10.

Available online athttp://rgmia.vu.edu.au/v4n2.html.

[24] N. Towghi and F. Qi,An inequality for the ratios of the arithmetic means of functions with a positive parameter, RGMIA Res. Rep. Coll.4(2001), no. 2, Article 15. Available online at http://rgmia.vu.edu.au/v4n2.html.

[25] J. S. Ume, An elementary proof of H. Alzer’s inequality, Math. Japon. 44(1996), no. 3, 521–522.

(Chen)Department of Mathematics, Jiaozuo Institute of Technology, Jiaozuo City, Henan 454000, China

(Qi) Department of Mathematics, Jiaozuo Institute of Technology, Jiaozuo City, Henan 454000, China

E-mail address:[email protected] URL:http://rgmia.vu.edu.au/qi.html

(Cerone)School of Communications and Informatics, Victoria University of Tech- nology, P. O. Box 14428, Melbourne City MC, Victoria 8001, Australia

E-mail address:[email protected] URL:http://rgmia.vu.edu.au/cerone

(Dragomir)School of Communications and Informatics, Victoria University of Tech- nology, P. O. Box 14428, Melbourne City MC, Victoria 8001, Australia

E-mail address:[email protected] URL:http://rgmia.vu.edu.au/SSDragomirWeb.html

Referensi

Dokumen terkait

faecalis colonies amount before and after all instruments that was used and bacterial reduction amount in root canals were greater on convex triangular cross

Increasing night temperature of 4 0 C treated on the vegetative and generative phases, and that treated only on vegetative resulted in 15% decreasein the mean number of leaf per

Results show a positive and significant effect of programs, processes, and empowerment outputs on increasing market demand through MSME self-efficacy and

Pentagamavunon-0 PGV-0 Enhance Cytotoxic Effect of Doxorubicin Through Increasing of Apoptosis, Senescence and ROS Level on Triple Negative Breast Cancer 4T1 Ismanurrahman Hadi1,2,

Based on the findings above, the hypervariable 1 HV 1 D-loop mtDNA sequence was used in this study to reveal the genetic diversity, determine distinctiveness and the phylogenic

The negative buoyancy decreases the upstream velocity by directing fuel stream heavier than coflow air toward upstream, and then initiates flame oscillation; on the contrary the

The elegance of the cervical region is due to a certain balance between concave and convex surfaces, and is based on the presence of a well – defined cervicomental angle generally

Estimate on the Second Hankel Functional for a Subclass of Close-to-Convex Functions with Respect to Symmetric Points Chuah Puoi Choo and Aini Janteng School of Science and