Classification Detection of Ftir And Xrd Spectrum on Thin Film of Lithium Tantalate With Arima Model On High Level Accuracy

Authors(2) :-Muhammad Nur Aidi, Irzaman

Lithium tantalate (LiTaO3) is very good for electrooptical modulator and pyroelectric detector. Therefore, LiTaO3 detection was very important to get the deeper image of its material characteristics. LiTaO3 detection methods were such as X-ray powder diffraction (XRD), and Fourier-transform infrared spectroscopy (FTIR and were then modelled by Reietveld model or General Structure Analysis System (GSAS) which were based on reference pattern as comparison. ARIMA model could also be used as alternative. ARIMA model did not need reference pattern as comparison. ARIMA models classify XRD and FTIR data to autoregression non differencing models. ARIMA model for Lanthanum Oxide (0%, 5 %, 10 %) doped Lithium Tantalate FTIR were ARIMA (3,0,1), ARIMA (3,0,0), ARIMA (3,0,1) which are R2 value of ARIMA model which exceed 80% (94%, 94%, 97%). ARIMA model for Lanthanum Oxide (0%, 5 %, 10 %) doped Lithium Tantalate XRD were ARIMA (5,0,1), ARIMA (5,0,1), ARIMA (7,0,0) which are R2 value of 91%, 92%, 87%.ARIMA model for FTIR value was simpler and has lower MAPE than ARIMA model for XRD value. Lithium Tantalate doping with 5% and 10% Lanthanum Oxide could decrease the FTIR and XRD value control.

Authors and Affiliations

Muhammad Nur Aidi
Department of Statistics, Faculty of Mathematics and Sciences Natural (FMIPA), Bogor Agricultural University (IPB), Kampus IPB Dramaga Bogor Indonesia
Department of Physics, Faculty of Mathematics and Sciences Natural (FMIPA), Bogor Agricultural University (IPB), Kampus IPB Dramaga Bogor Indonesia

Lithium Tantalate, Lanthanum Oxide, XRD, FTIR, ARIMA, Determinancy coeficiency (R2), MAPE

  1. Aguas M and Parkin IP (2001) Combined Combustion Sol Gel Syntesis of LiNbO3, LiTaO3, NaNbO3,and NaTaO3. Journal of Material Science Letters 20: 57–58
  2. Aidi, M.N and Irzaman (2017) ARIMA Analysis For Detecting FTIR And XRD Spectral Pattern on Barium Strontium Titanate (BST) Thin Film. Submitted to Spectroscopy and Spectral Analysis
  3. Aidi MN, Masjkur M, Siswadi, Pramudito S, Arif A, Syafutra H, Alatas H, dan Irzaman (2013) Phase Transformation of Ba0.55Sr0.45TiO3 Tetragonal to Pseudotetragonal Structures and Arima Model for XRD Data. International Journal of Statistic and Application 3 (5): 169-187
  4. Althowibi JFA (2017) Dynamical X-Ray Diffraction Analysis of Triple-Junction Solar Cells on Germanium (001) Substrates. International Journal of High Speed Electronics and Systems 26: 13
  5. Anokhina AS, Razumnayaa AG, Yuzyuka YI, Golovko YI and Mukhortov VM (2016) Phase Transitions in Barium–Strontium Titanate Films on MgO Substrates with Various Orientations. Physics of the Solid State 58(1): 2027-2034
  6. Asadchikov, Buzmakova AV (2009) Laboratory x ray mikrotomograph. ISSN
  7. Barbieri L (2005) Cathode ray tube glass recycling :an example of clean technology. Waste Management Research ISSN
  8. Bartasyte A, Margueron S and Baron T (2017) Toward High Quality Epitaxial LiNbO3 and LiTaO3 Thin Films for Acoustic and Optical Applications
  9. Benzaouak A, Touach N, Ortiz-Mart?nez VM, Salar-Garc?a MJ, Hernandez-Fernandez FJ, R?os AP and Mahi ME (2017) Ferroelectric LiTaO3 as Novel Photo-Electro catalystin Microbial Fuel Cells. Environmental Progress and Sustainable Energy 10 (2): 1-7
  10. Bijay KB, Swonal SD, Avinash M and Partha S (2017) Preparation and Micro structura lCharacterization of Niobium Pentoxide Doped Barium Strontium Titanate Glass and Glass-Ceramics. Trans. Ind. Ceram. Soc. 76 (1): 21-30
  11. Chang YC, Chen YC, Kao KS, Cheng CC, Chang CC, Shih WC, Lin SH and Lin JM (2017) Deposition of AlN thin films on LiTaO3 substrates. IEEE International Conference on Applied System Innovation 4
  12. Chowdhurya MKS (2017) Influence of crystal structure on dielectricproperties of Barium Strontium Titanate during high energy ball milling. Materials Today: Proceedings 4: 5631–5639
  13. Coleman PS, Tschopp MA, Christopher R, Douglas WE (2015) Bridging atomistic simulations and experiments via virtual diffraction: understanding homophase grain boundary and heterophase interface structures. J Mater Sci
  14. Damodaran AR, Agar JC and Pandya S (2016) New Modalities of Strain-Control of Ferro electric Thin Films. IOP Publishing
  15. Darmasetiawan H, Irzaman, Indro MN, Sukaryo SG, Hikam M, and Bo NP (2002) Optical Properties of Crystalline Ta2O5 Thin Films. phys. stat. sol. (a) 193(1): 53–60
  16. De´gerine S and Lambert-Lacroix S. Characterization of the partial autocorrelation function of nonstationary time series. Journal of Multivariate Analysis 87: 46-59
  17. Dickey, DA and Fuller WA (1979) Distribution of the estimators for autoregressive time series with a unit root. Journal of the American Statistical Association 74: 427–431
  18. Ding A, Xu J, Huang C, Zhou W, Zhao L, Sun J and Wang Q (2017) Synthesis and magneto electric properties of multiferroic composites of lead lanthanum zirconate titanate and meso porous cobalt ferrite. Scripta Materialia 136: 29-32
  19. Donativi M, Quarta S, Cesareo R, Castellano A (2007) Rayleigh to Compton ratio with mono chromatic radiation from an X-ray tube (preliminary results). Elsevier
  20. Du H, Jia CL and Mayer J (2015) Surface Atomic Structure and Growth Mechanism of Monodisperse {1 0 0}-Faceted Strontium Titanate Zirconate Nanocubes. Chemistry of Material 1-7
  21. Dzunuzovic A, Petrovic M, Stojadinovic B, Ilic N, Bobic J, Foschini C, Zaghete M and Stojanovic B (2015) Multiferroic (NiZn) Fe2O4 - BaTiO3 composites prepared from nanopowders byauto-combustion method. Ceramics International 1-52
  22. Edwards PG (2017) Electrical characterization of LiTaO3:P(VDF–TrFE)composites. Springer 6
  23. Elmaleh MS. ARIMA Forecasting: Variables without a Cause. J. Bus. Val. Econ. Loss Anal. 12(1): 141–143
  24. Garten LM, Matthew B, Arnab SG, Ryan H, Venkataraman G, Elizabeth CD and Susan TM (2016) Relaxor Ferroelectric Behavior in Barium Strontium Titanate. J. Am. Ceram. Soc 99 (5): 1645-1650
  25. George B and Gwilym J (1970) Time Series Analysis: Forecasting and Control. San Francisco: Holden-Day 1970.
  26. Gorelik VS, Sidorov NV and Vodchits AI (2017) Optical Proporties of Lithium Niobate and Lithium Tantalate with Impurities and Defects. Physics of Wave Phenomen 25(1): 10-19
  27. Hana P, Wang PX, Zhang SY and D. H. Zhu DH (2010) Drought forecasting based on the remote sensing data using ARIMA models. Mathematical and Computer Modelling 51 1398-1403
  28. Hiranaga Y, Uda T, Kurihashi Y, Tochishita H and Kadota M (2009) Nanodomain Formation on Ferroelectrics and Development of Hard-Disk-Drive-Type Ferroelectric Data Storage Devices. Japanesse Journal of Applied Physics
  29. Ianculescu AC, Vasilescu CA, Crisan M, Raileanu M, Vasile BS, Calugaru M, Crisan D, Dragan N, Curecheriu L and Mitoseriu L (2015) Formation mechanism and characteristics oflanthanum-doped BaTiO3. Materials Characterization 15 (2): 1-6
  30. Irzaman, Darvina Y, Fuad A, Arifin P, Budiman M, and Barmawi M (2003) Physical and pyroelectric properties of tantalum-oxide-doped lead zirconium titanate [Pb0.9950(Zr0.525Ti0.465Ta0.010)O3] thin films and their application for IR sensors. phys. stat. sol. (a) 199 (3) 416– 424
  31. Irzaman, Pebriyanto Y, Apipah ER, Noor I, Alkadri A (2015) Characterization of Optical and Structural of Lanthanum Doped LiTaO3 Thin Films. Integrated Ferroelectrics 167(1): 137-145
  32. Irzaman, Putra IR, Aminullah, Syafutra H and Alatas H (2016) Development of ferroelectric solar cells of barium strontium titanate (BaxSr1-xTiO3) for subtituting conventional battery in LAPAN-IPB Satellite (LISAT)," Procedia Environmental Sciences 33: 607-614
  33. Irzaman, Sitompul H, Masitoh, Misbakhusshudur M and Mursyidah (2016) Optical and Structural Properties of Lanthanum Doped Lithium Niobate Thin Films. Ferroelectrics 502 (1): 9-18
  34. Irzaman, Syafutra H, Rancasa E, Nuayi AW, Rahman TGN, Nuzulia NA, Supu I, Sugianto, Tumimomor F, Surianty, Muzikarno O, and Masrur (2013) The Effect of BaSr Ratio on Electrical and Optical Properties of BaxSr(1-x)TiO3 (x = 0.25; 0.35; 0.45; 0.55) Thin Film Semiconductor. Ferroelectrics 445 (1): 4-17
  35. Izyumskaya, Alvov YA and Markac H (2013) High Oxide, Ferroelectrics, Ferromagnetics, and Multiferroics
  36. Jesse S, Kim Y, Kumar A and Kalinin S (2012) Spectroscopic imaging in piezoresponse force microscopy: New opportunities for studying polarization dynamics in ferroelectrics and multiferroics. MRS Communication
  37. Juraschek DM, Fechner M, Balatsky AV and Spaldin NA (2017) Dynamical multiferroicit, Physical Review Material 1: 1-9
  38. Justin P, Michael S, Alois F and Eric S (2017) Powder selection for hydrothermally processed sol–gel composite barium strontium titanate capacitors. Phys. Status Solidi A 1-7
  39. Kalinin Y, and Cao Y (2016) Phase-field modeling of chemical control of polarization stability and switching dynamics in ferroelectric thin films. Physical Review 11
  40. Kang AH (2007) Ferroelectric Photonic Structures: Characterization and Device Demonstration
  41. Khandelwa I, Adhikari R and Verma G (2015) Time Series Forecasting using Hybrid ARIMA and ANN Models based on DWT Decomposition. Procedia Computer Science 48: 173-179
  42. Khan M, Nadeem MA and Idrissn H (2015) Ferroelectric Polarization effect on surface chemistry and photo-catalytic activity: Areview. Surface Science 31
  43. Koutroumanidis T, Ioannou K, Garyfallos A. Predicting fuelwood pricesin Greece with the use of ARIMA models, artificial neural network and hybrid ARIMA-ANN model. Energy Policy 37: 3627-3634
  44. Liang Z, Li S, Liu Z, Jiang Y, Li W, Wang T and Wang J (2015) High Responsivity of Pyroelectric Infrared Detector based on Ultra Thin LiTaO3
  45. Lines M (1972) Nature of The Ferroelectric Paraelectric Phase Transition in Lithium Tantalate. Solid State Communication 10 (9): 793-796
  46. Liu K, Chen Y and Zhang X (2017) An Application of the Seasonal Fractional ARIMA Model to the Semi conductor Manufacturing. IFAC Papers On Line 51 (1): 8097-8102
  47. Li YH, Chen F, Xu GYGR and Wu W (2014) Ferroelectric, dielectric and leakage current properties of epitaxial (K,Na)NbO3-LiTaO3-CaZrO3 thin films. Springer Science Business Media New York 6.
  48. Medeiros MC (2008) Modeling and forecasting short-term electricity load : Acomparison of methods with an application to Brazilian data. International Journal of Forecasting 24: 630-644
  49. Mohan BR and Reddy GRM (2017) Resource Usage Prediction Based On Arima-Arch Model For Virtualized Server System. International Journal of GEOMATE 12 (33): 139-146
  50. Morozova BLSP (2010) Monochromatic radiation source for calibration of the relative spectral sensitivy of earth observation instrumen. Measurement Technique 53
  51. Naghi S and Mahmood B (2017) Synthesis and Characterization of Fe and Ni Co-Doped Ba0.6Sr0.4Tio3 Prepared by Sol-Gel Technique. Journal of Theoretical and Computational Science 4 (2): 1-6
  52. Nelson BK (1998) Statistical Methodology : V. Time Series Analysis Using Autoregressive Integrated Moving Average (ARIMA) Models. Academic Emergency Medicine 5(7): 739-743
  53. Nochai TNR (2006) ARIMA Model For Forecasting Oil Palm Price. Proceedings of the 2nd IMT-GT Regional Conference on Mathematics, Statistics and Applications
  54. Oliveira PJ, Steffen JL and Cheung P (2017) Parameter Estimation of Seasonal ARIMA Models for Water Demand Forecasting using the Harmony Search Algorithm. Procedia Engineering 186: 177-185
  55. Qin M, Li Z and Du Z (2017) Red tide time series forecasting by combining ARIMA. Knowledge-Based Systems 1-24
  56. Reddy NI, Reddy VC, Cho MG and Shim J (2017) Morphological and chemical structure of silver-doped barium strontium titanate thin films fabricated via pulsed laser deposition. Mater. Res. Express 4: 1-13
  57. Sharma R (2015) Nano particle technology ; formulating poorly water-soluble,compound : a review. IJPSR
  58. Sharma S, Singh M, Mandala K and Shing NB (2015) Dielectric properties of low temperaturenano engineered Yttrium Copper Titanate ceramic 14
  59. Shur VY, Mingaliev EA, Kosobokov MS, Makaev AV and Karpov VR (2017) Deposition of Droplets by Pyroelectric field created by Lithium Tantalate with Tailored Domain Structure. Ferroelectrics 508: 58-64
  60. Sidorkin A, Nesterenko L and Darinskii ABM (2017) Switching processes of thin ferroelectric films, Accepted Manuscript 22
  61. Soshnikov, Korobeinikov (2017) Mechanism For The Flash Under The Effect Of Monochromatic Radiation On Metal Surfaces. UDC
  62. Sun E and Cao W (2014) Relaxor based Ferroelectric single crystal Growth, domain engineering, characterization and applications. Elsevier
  63. Tavakoli M, Hajghassem H, Dousti M and Fathipour M (2013) Design and implementation of high data capacity RFID tag using eight-phase encoding. International Journal of Electronics
  64. Trybula Z, Los S, Trybula M, Dec J and Miga S (2016) From Relaxor to Ferroelectric Behavior in K1-xLixTaO3. IEEE International Symposium on the Applications of Ferroelectrics, European Conference on Application of Polar Dielectrics, and Piezoelectric, 4 - 7
  65. Varga T, Droubay TC, Kovarik L, Nandasiri MI, Shutthanandan V, Hu D, Kim B, Jeon S, Hong S, Li Y and Chambers SA (2017) Coupled Lattice Polarization and Ferro magnetism in Multiferroic NiTiO3 Thin Films. ACS Appl. Mater. Interfaces 1 (1): 1-40
  66. Vogela U, Gemminga T and Eckerta SOJ (2016) Analysis of the thermal and temporal stability of Ta and Ti thin films on to SAW–substrate materials (LiNbO3 and LiTaO3) using ARXPS. Surface and Interface Analysis 5
  67. Widowatia, Putro SP, Koshio S and Oktaferdiana V. Implementation of ARIMA Model toAsses Seasonal Variability Macrobenthic Assemblages. Aquatic Procedia 7: 277-284
  68. Yanga M, Wanga J, Yana M, Goua J and Yadong ZW (2014) A Novel Sol-Gel Method of Preparation of the LiTaO3 Thin Film and Its Property. An International Journal 9
  69. Yogaraksa T, Hikam M, Irzaman (2004) Rietveld analysis of ferroelectric PbZr0.525Ti0.475O3 thin films. Ceramics International 30: 1483–1485
  70. Yoo BAJ (2012) Microstructure and Ferroelectric Properties of (Na,K)(Nb,Sb)O3 Ceramics Substituted with LiTaO3. Surface Science 8

Publication Details

Published in : Volume 4 | Issue 4 | March-April 2018
Date of Publication : 2018-03-31
License:  This work is licensed under a Creative Commons Attribution 4.0 International License.
Page(s) : 18-50
Manuscript Number : IJSRSET1841426
Publisher : Technoscience Academy

Print ISSN : 2395-1990, Online ISSN : 2394-4099

Cite This Article :

Muhammad Nur Aidi, Irzaman, " Classification Detection of Ftir And Xrd Spectrum on Thin Film of Lithium Tantalate With Arima Model On High Level Accuracy, International Journal of Scientific Research in Science, Engineering and Technology(IJSRSET), Print ISSN : 2395-1990, Online ISSN : 2394-4099, Volume 4, Issue 4, pp.18-50, March-April-2018.
Journal URL :

Article Preview