Top

Published in:

01-01-2024

AI-driven electro chromic materials and devices for nanofabrication in machine learning integrated environments

Authors: K. Mahesh Prasanna, Aasheesh Shukla, K. Tamizharasu, Amit Ganatra, Atmaram Shelke, Ahmed Sayed M. Metwally, Sikandar Aftab

Published in: Optical and Quantum Electronics | Issue 1/2024

Activate our intelligent search to find suitable subject content or patents.

search-config

AI-assisted search

Off

Abstract

This study looks into the introduction of AI-driven electrochromic materials and devices into nanofabrication methods for use in ML-integrated environments. When exposed to an electric field, electrochromic materials experience reversible changes in optical properties due to dynamic optical modulation. Because of developments in AI-assisted design, optimization, and fabrication, advanced electrochromic devices with improved performance are now conceivable. The incorporation of AI-optimized electrochromic materials into nanofabrication operations and their application in ML-integrated systems are described, as well as their synthesis and characterization. Several test datasets revealed that the AI-driven strategy improved OME, Response Times, CE, and EE. These findings validate the importance of applying AI algorithms to guide material design, optimize production, and enable real-time adaptation for greater optical modulation and energy efficiency.

previous article Optimization and performance investigation of 1-Toffoli gate quantum full adders for spin-torque-based n-qubit architecture

next article High gain metamaterial-based 3D cross-shaped THz 16-port massive MIMO antenna array for future wireless network

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Maschinenbau + Werkstoffe

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 340 Zeitschriften

aus folgenden Fachgebieten:

Bauwesen + Immobilien
Business IT + Informatik
Finance + Banking
Management + Führung
Marketing + Vertrieb
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Au, B.W.C., Chan, K.Y.: Effect of precursor solution stirring time on the electrochromic performance of tungsten oxide films. Surf. Eng. 36(1), 94–99 (2020)CrossRef

Campbell, Z.S., Bateni, F., Volk, A.A., Abdel-Latif, K., Abolhasani, M.: Microfluidic synthesis of semiconductor materials: Toward accelerated materials development in flow. Part. Part. Syst. Charact. 37(12), 2000256 (2020)CrossRef

Chaudhary, A., Pathak, D.K., Tanwar, M., Dash, R., Joshi, B., Keerthivasan, T., Kumar, R.: Hydrothermally grown nano-WO3 electrochromic film: structural and Raman spectroscopic study. Adv. Mater. Process. Technol. 8(1), 970–976 (2022)

Deepa, M., Srivastava, A.K., Sood, K.N., Agnihotry, S.A.: Nanostructured mesoporous tungsten oxide films with fast kinetics for electrochromic smart windows. Nanotechnology 17(10), 2625 (2006)CrossRefPubMedADS

Demir, F., Keles, D., Karabag, A., Cirpan, A., Toppare, L.: A novel multi-electrochromic polymer based on selenophene and benzotriazole via electrochemical and chemical polymerization. J. Macromol. Sci. Part A 56(3), 197–205 (2019)CrossRef

Dounis, A.I.: Machine intelligence in smart buildings. Energies 16(1), 22 (2022)CrossRef

El Bachiri, A., Soussi, L., Karzazi, O., Louardi, A., Rmili, A., Erguig, H., El Idrissi, B.: Electrochromic and photoluminescence properties of cobalt oxide thin films prepared by spray pyrolysis. Spectrosc. Lett. 52(1), 66–73 (2019)CrossRefADS

Hacioglu, S.O., Ataoglu, E., Hizalan, G., Depci, T., Cirpan, A., Toppare, L.: Thiadiazoloquinoxaline and benzodithiophene bearing polymers for electrochromic and organic photovoltaic applications. Phosphorus Sulfur Silicon Relat. Elem. 194(9), 937–946 (2019)CrossRef

Hagita, K., Aoyagi, T., Abe, Y., Genda, S., Honda, T.: Deep learning-based estimation of Flory-Huggins parameter of A-B block copolymers from cross-sectional images of phase-separated structures. Sci. Rep. 11(1), 12322 (2021)CrossRefPubMedPubMedCentralADS

Huang, C., Dong, B., Lu, N., Yang, B., Gao, L., Tian, L., Chi, L.: A strategy for patterning conducting polymers using nanoimprint lithography and isotropic plasma etching. Small 5(5), 583–586 (2009)CrossRefPubMed

Indhumathi, R., Amuthabala, K., Kiruthiga, G., Pandey, A.: Design of task scheduling and fault tolerance mechanism based on GWO algorithm for attaining better QoS in cloud system. Wirel. Pers. Commun. 128(4), 2811–2829 (2023)CrossRef

Jensen, J., Hösel, M., Dyer, A.L., Krebs, F.C.: Development and manufacture of polymer-based electrochromic devices. Adv. Func. Mater. 25(14), 2073–2090 (2015)CrossRef

Ko, I.J., Park, J.H., Kim, G.W., Lampande, R., Kwon, J.H.: An optically efficient full-color reflective display with an electrochromic device and color production units. J. Inf. Disp. 20(3), 155–160 (2019)CrossRef

Lee, S., Kim, M.J., Lee, S.H., Jeong, S.H., Kwon, J.H., Jeong, J.K.: Boosting coloration efficiency in an electrochromic device using an ITO/Ag/ITO multilayered electrode and porous WO3 chromic layer. J. Inf. Disp. 23, 1–12 (2023)CrossRef

Manikandan, R., Sara, S. B. V. J., Chaturvedi, A., Priscila, S. S., & Ramkumar, M. (2022). Sequential pattern mining on chemical bonding database in the bioinformatics field. In AIP Conference Proceedings (Vol. 2393, No. 1). AIP Publishing.

Raccuglia, P., Elbert, K.C., Adler, P.D., Falk, C., Wenny, M.B., Mollo, A., Norquist, A.J.: Machine-learning-assisted materials discovery using failed experiments. Nature 533(7601), 73–76 (2016)CrossRefPubMedADS

Raj, F.I.: Implementation of machine learning techniques in unmanned aerial vehicle control and its various applications. In: Computational Intelligence for Unmanned Aerial Vehicles Communication Networks, pp. 17–33. Springer International Publishing, Cham (2022)

Selberg, J., Jafari, M., Mathews, J., Jia, M., Pansodtee, P., Dechiraju, H., Rolandi, M.: Machine learning-driven bioelectronics for closed-loop control of cells. Adv. Intell. Syst. 2(12), 2000140 (2020)CrossRef

Surendiran, J., Theetchenya, S., Benson Mansingh, P.M., Sekar, G., Dhipa, M., Alene, A.: Segmentation of optic disc and cup using modified recurrent neural network. Bio Med Res. Int. 2022, 492536 (2022)

Tabor, D.P., Roch, L.M., Saikin, S.K., Kreisbeck, C., Sheberla, D., Montoya, J.H., Aspuru-Guzik, A.: Accelerating the discovery of materials for clean energy in the era of smart automation. Nat. Rev. Mater. 3(5), 5–20 (2018)CrossRefADS

Weissman, D.: Heliotropic shading: Daylighting a rare books reading room with electrochromic glass and parametric analysis. LEUKOS 23, 1–24 (2023)CrossRef

Xie, L., Zhao, S., Zhu, Y., Zhang, Q., Chang, T., Huang, A., Bao, S.: High performance and excellent stability of all-solid-state electrochromic devices based on a Li_1.85AlO_z ion conducting layer. ACS Sustain. Chem. Eng. 7(20), 17390–17396 (2019)CrossRef

Zifang, X., Yujie, J., Can, G.: Based on the study on preparation and properties of Co (II) and La³⁺-doped TiO₂ electrochromic film. Integr. Ferroelectr. 209(1), 58–67 (2020)CrossRefADS

Title: AI-driven electro chromic materials and devices for nanofabrication in machine learning integrated environments
Authors: K. Mahesh Prasanna
Aasheesh Shukla
K. Tamizharasu
Amit Ganatra
Atmaram Shelke
Ahmed Sayed M. Metwally
Sikandar Aftab
Publication date: 01-01-2024
Publisher: Springer US
Published in: Optical and Quantum Electronics / Issue 1/2024
Print ISSN: 0306-8919
Electronic ISSN: 1572-817X
DOI: https://doi.org/10.1007/s11082-023-05656-1

Springer Professional

Abstract

Please log in to get access to your license.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Technik"

Springer Professional "Wirtschaft+Technik"

Springer Professional "Wirtschaft"

Other articles of this Issue 1/2024

Advanced computational techniques for solving the modified KdV-KP equation and modeling nonlinear waves

Investigation of the structural, optical, electrical, and photovoltaic characteristics of nanostructured Ce-doped BaTiO3 by a modified combustion method

Correction: Theoretical studies on the effects of pressure, temperature, and aluminum concentration on the optical absorption, refractive index and group velocity within GaAs/Ga1?xAlxAs quantum ring in the presence of Rashba spin?orbit interaction

Improving the physical and optical characteristics of Zinc doped borate glass for bone replacement

Influence of intrinsic decoherence on quantum metrology of two atomic systems in the presence of dipole–dipole interaction

Supercontinuum generation in tapered planar rib waveguide based on GAP-Se hybrid chalcogenide