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From this intuitive idea, Pandey et al [7] and Chen et al [6] proposed models with using only MRA to process the data.
Lately, Bashir et al [9] developed a wavelet neural network to predict next hour load using only load data with MRA pre-processing and other forecast information.
Lloret, et al., "a survey on electric power demand forecasting: Future trends in smart grids, microgrids and smart buildings," 2013
Coolbeth, et al., "Short-term load forecasting: similar day-based wavelet neural networks," Power Systems, IEEE Transactions on, vol. 25, pp. 322-330, 2010
El-Hawary, "Applying wavelets to short-term load forecasting using PSO-based neural networks," Power Systems, IEEE Transactions on, vol. 24, pp. 20-27, 2009

The Effect of Blockage Ratio on Fluid Flow and Heat Transfer around a Confined Square Cylinder under the Effect of Thermal Buoyancy Laidoudi Houssem Laboratoire des Sciences et Ingénierie Maritime (LSIM), Faculté de Génie Mécanique, USTO-MB, BP 1505, El-Menaouer, Oran, 13000, Algérie houssem.laidoudi@univ-usto.dz Keywords: Blockage ratio, Confined cylinder, Mixed convection, Steady simulation, ANSYS-CFX.
Dhiman et al. [1] achieved a numerical investigation on the flow of Non Newtonian power-law fluids around confined square cylinder for the range of these conditions: Re =1 to 45, n = 0.5 to 2, and β = 1/8 to 1/4.
Paliwal et al. [2] introduced the effect of heat transfer in term of forced convection to the power-law fluids around a confined square cylinder at fixed values of blockage ratio at β = 1/15 in Reynolds range of Re = 5 to 40.
Singh et al. [11] investigated the mixed convection flow with slip and convective heat transfer along a continuously moving vertical plate in the presence of uniform free stream.
Singh et al. [13] also studied the fluid flow heat transfer in the axisymmetric boundary layer flow of viscous incompressible fluid, along the axial direction of vertical stationary isothermal cylinder in presence of uniform free steam with momentum slip.

These results are similar to that obtained by sneha kirshnamurthy et al.[15, 44-47].
El-sayed, Why gold nanoparticles are more precious than pretty gold : Noble metal surface plasmon resonance and its enhancement of the radiative and nonradiative properties of nanocrystals of different shapes, Chem Soc Rev. 35(3) (2006) 209-17
Al-Saeedi, Transporting 8 × 10 Gbps WDM Ro-FSO Under Various Weather Conditions, Journal of Optical Communications 2017 DOI: https://doi.org/10.1515/joc-2017-0140 [14] N.
Abass, Shaymaa Al Tahhan, Impact of Apodization Profile on Performance of Fiber Bragg Grating Strain–Temperature Sensor, Journal of Communications 14(1) (2019) 53-57 DOI: 10.12720/jcm.14.1.53-57 [17] X.
Abd Al Hussein, Optimization of Hybrid Fiber Amplifier Utilizing Combined Serial-Parallel Configuration, IOP Conference Series Materials Science and Engineering 454(1) (2018) 012014 DOI: 10.1088/1757-899X/454/1/012014 [19] Y.

Kanawung et al [1] utilized electrospun in the study of Diclofenac drug release.
Taepaiboon et al [2] studied the properties of cellulose acetate (CA) electrospun for the release vitamin A and vitamin E to treatment skin diseases.
Kamoun et al [3] prepared PVA hydrogel by mixing it with a polymer from natural such as starch, alginate, etc., in order to provide materials appropriate for wound healing.
Gonzalez et al [4] studied the PVA composite gel which was used as a matrix for biological applications.
El-Meligy, and M.

Others, such as El-Rashidy et al. [52] and Bhagwat and Dandge [53], have used deionized water.
Sun et al. [56]; D.
Liu et al. [58]; H.
Salvatore et al. [13]; Minh Thuy et al. [42]; El-Rashidy et al. [52]; Bhagwat and Dandge. [53]; Pal and Suresh. [55] hold that it is convenient to extract collagen at low temperatures, close to 277,185 K.
El-Rashidy, A.

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References [1] Liu A X, Wang C Y, Wang J, et al.
[6] William G Kepner, Christopher J Watts, Curtis M Edmondos, et al.
[11] Mao F, Sun H, Zhang Y H, el al.
[12] Ma C, Jiang Q G, Chen F Z, et al.
[13] Zhang C G, Pan W H, Chen H, et al.

Wang at el. [1, 3, 4] have presented methods to design optimum scarf repairs.
[4] Wang, C.H., et al., Residual strength of composite laminates containing scarfed and straight-sided holes.
[12] Shah, P.D., et al., Evaluation of Notched Strength of Composite Laminates for Structural Design.
[14] Wang, C.H., et al., Residual strength of composite laminates containing scarfed and straight-sided holes.
[15] Chishti, M., et al., Characterising fibre compression fracture toughness of composites using bearing tests.

Dimin Xie [6] et al. provided a quadratic fitting curve model of tensile strength of concrete after high temperature (Fig. 1).
Zhuangxiao Jian et al. [7] believed that the compressive strength of concrete after high temperature gradually decreased with the increase of the highest temperature, and the residual compressive strength after high temperature was lower than that at high temperature.
Noumowe et al. [9] studied in the different of heat transfer, pore structure and thermal stability of ordinary concrete and high strength concrete, and thought the dense pore structure of high strength concrete slows down the steam loss, easy to burst between 250 ~ 300°C.
Youwang Zheng et al. [10] considered that the low melting point fiber and high melting point fiber mixed method (steel fiber, polypropylene fiber) can improve the high temperature performance of high-performance concrete.
Through fire tests on steel lining in abandoned mine tunnels, El-Arabi et al. [11] believes that the thermal characteristics of lining and stratum, especially when groundwater occurs, will have a great impact on the actual temperature distribution in the lining.

The line scan and element mapping of Mg, Ti, O and Al are shown in Figs. 6b and 6c.
Mg Ti O Al Figure 6b.
Mg Ti O Al Figure 6c.
The elemental mapping of Mg, Ti , O and Al at the location indicated in Fig. 6a.
Wartman, and E.L.