148
Views
0
CrossRef citations to date
0
Altmetric
Research Article

Liquid crystal textures, neural networks and art

, , &
Pages 128-135 | Received 03 Oct 2023, Accepted 04 Nov 2023, Published online: 14 Nov 2023

References

  • Lagerwall JPF, Scalia G. A new era for liquid crystal research: applications of liquid crystals in soft matter nano-, bio- and microtechnology. Curr Appl Phys. 2012;12(6):1387–1412. doi: 10.1016/j.cap.2012.03.019
  • Kaafarani BR. Discotic liquid crystals for opto-electronic applications. Chem Mater. 2011;23(3):378–396. doi: 10.1021/cm102117c
  • Wang Z, Wu T, Noel A, et al. Applications of liquid crystals in biosensing. Soft Matter. 2021;17:4675–4702. doi: 10.1039/D0SM02088E
  • Geelhaar T. Liquid crystals for display applications. Liq Cryst. 1998;24(1):91–98. doi: 10.1080/026782998207613
  • Lapanik V, Sasnouski G, Timofeev S, et al. New highly anisotropic liquid crystal materials for high-frequency applications. Liq Cryst. 2018;45(8):1242–1249.
  • Schenning AP, Crawford GP, Broer DJ. Liquid crystal sensors. Boca Raton (FL): CRC Press Taylor & Francis Group; 2018.
  • Yang DK, Wu ST. Fundamentals of liquid crystal devices. Chichester: John Wiley & Sons Ltd; 2015.
  • Vicari L. Optical applications of liquid crystals. Boca Raton (FL): CRC Press Taylor & Francis Group; 2019.
  • Oh SW, Kim SH, Baek JM, et al. Optical and thermal switching of liquid crystals for self-shading windows. Adv Sust Syst. 2018;2:1700164. doi: 10.1002/adsu.201700164
  • Dierking I. Liquid crystals, fractals and art. Liq Cryst Tod. 2012;21(3):54–65. doi: 10.1080/1358314X.2012.720515
  • Sigaki HYD, Perc M, Ribeiro HV. History of art paintings through the lens of entropy and complexity. PANS. 2018;115:E8585–E8594. doi: 10.1073/pnas.1800083115
  • Perc M. Beauty in artistic expressions through the eyes of networks and physics. J R Soc Interface. 2020;17(164):20190686. doi: 10.1098/rsif.2019.0686
  • Dierking I. Textures of liquid crystals. Weinheim: Wiley-VCH; 2003.
  • Sigaki HYD, Lenzi EK, Zola RS, et al. Learning physical properties of liquid crystals with deep convolutional neural networks. Sci Rep. 2020;10(1):7664.
  • Osiecka-Drewniak N, Galewski Z, Juszyńska-Gałązka E. Distinguishing the focal-conic fan texture of smectic a from the focal conic fan texture of smectic B. Crystals. 2023;13:1187. doi: 10.3390/cryst13081187
  • Minor EN, Howard SD, Green AAS, et al. End-to-end machine learning for experimental physics: using simulated data to train a neural network for object detection in video microscopy. Soft Matt. 2020;16:1751–1759. doi: 10.1039/C9SM01979K
  • Dierking I, Dominguez J, Harbon J, et al. Deep learning techniques for the localization and classification of liquid crystal phase transitions. Front Soft Matt. 2023;3:1114551. doi: 10.3389/frsfm.2023.1114551
  • Osiecka-Drewniak N, Drzewicz A, Juszyńska-Gałązka E. Fractal and machine learning studies for liquid crystals texture recognition. in press.
  • Dierking I, Dominguez J, Harbon J, et al. Classification of liquid crystal textures using convolutional neural networks. Liq Cryst. 2022;1–15. doi: 10.1080/02678292.2022.2150790
  • Wu Y, Feng J. Development and application of artificial neural network. Wireless Pers Commun. 2018;102(2):1645–1656. doi: 10.1007/s11277-017-5224-x
  • Lecun Y, Bottou L, Bengio Y, et al. Gradient-based learning applied to document recognition. Proc IEEE. 1998; 86:2278–2324.
  • TensorFlow.Org [Internet]. Mountain View (CA): Google Brain Team; [cited 2023 Aug 24]. Available from: https://www.tensorflow.org/tutorials/generative/deepdream
  • Suzuki K, Roseboom WD, Schwartzman DJ, et al. A deep-dream virtual reality platform for studying altered perceptual phenomenology. Sci Rep. 2017;7:1–11. doi: 10.1038/s41598-017-16316-2
  • Cai Q, Ma MX, Wang C, et al. Image neural style transfer: a review. Comp Elec Eng. 2023;108:108723. doi: 10.1016/j.compeleceng.2023.108723
  • Drzewicz A, Juszyńska-Gałązka E, Deptuch A, et al. Effect of alkyl chain length on the phase situation of glass-forming liquid crystals. Crystals. 2022;12:1401. doi: 10.3390/cryst12101401
  • Drzewicz A, Juszyńska-Gałązka E, Zając W, et al. Non-isothermal and isothermal cold crystallization of glass-forming chiral smectic liquid crystal (S)-4’-(1-methyloctyloxycarbonyl) biphenyl – 4-yl 4-[7-(2,2,3,3,4,4,4-heptafluorobutoxy)heptyl-1-oxy]-benzoate. J Mol Liq. 2020;319:114153. doi: 10.1016/j.molliq.2020.114153
  • Drzewicz A, Jasiurkowska-Delaporte M, Juszyńska-Gałązka E, et al. On the relaxation dynamics of a double glass-forming antiferroelectric liquid crystal. Phys Chem Chem Phys. 2021;23(14):8673.
  • Drzewicz A, Jasiurkowska-Delaporte M, Juszyńska-Gałązka E, et al. Effect of figh pressure on relaxation dynamics and crystallization kinetics of chiral liquid crystal in its smectic phase. Phys Chem Chem Phys. 2021;23:17466. doi: 10.1039/D1CP01751A
  • Galewski Z, Coles HJ. Liquid crystalline properties and phase situations in 4-chlorobenzylidene-4′-alkylanilines. J Mol Liq. 1999;79(1):77–87. doi: 10.1016/S0167-7322(98)00104-4
  • Piwowarczyk M. Liquid crystals as surface temperature indicators. Characteristics of mesophases of selected (E)-4-((4-alkyloxyphenyl)diazenyl)phenyl alkanoates and their mixtures [ dissertation]. Cracow (Poland): Institute of Nuclear Physics Polish Academy of Sciences; 2022.
  • Piwowarczyk M, Deptuch A, Drzewicz A, et al. Mesomorphism of (E)-4-[(4-propyloxyphenyl)diazenyl[phenyl alkanoates (3OABOOCm). in press.
  • Gulli A, Kapoor A, Pal S. Deep learning with TensorFlow 2 and keras –. 2nd ed. Birmingham (UK): Packt; 2019.
  • TensorFlow.Org [Internet]. Mountain View (CL): Google Brain Team; [cited 2023 Aug 24]. Available from: https://www.tensorflow.org/tutorials/generative/style_transfer
  • Szegedy C, Vanhoucke V, Ioffe S, et al. Rethinking the inception architecture for computer vision. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition; 2016. doi: 10.48550/arXiv.1512.00567
  • Krizhevsky A, Sutskever I, Hinton GE. ImageNet classification with deep convolutional neural networks. In: Pereira F, Burges C Bottou L, editors. Proceedings of the 25th international conference on neural information processing system; 2012 Dec 3-6; Lake Tahoe Nevada. Red Hook (NY): Curran Associates Inc; 2012. p. 1097–1105.
  • Theckedath D, Sedamkar RR. Detecting affect states using VGG16, ResNet50 and SEResNet50 networks. SN Comput Sci. 2020;1:79. doi: 10.1007/s42979-020-0114-9
  • https://github.com/NataliaOsiecka [Internet]. Cracow (Poland): Natalia Osiecka-Drewniak; [ cited 2023 Oct 11]. cited: https://github.com/NataliaOsiecka/LiquidCrystalsTexturesDeepDream/
  • https://github.com/NataliaOsiecka [Internet]. Cracow (Poland): Natalia Osiecka-Drewniak; [ cited 2023 Oct 11]. cited: https://github.com/NataliaOsiecka/StyleTransferLiquidCrystalTextures/
  • Zhang H, Augilius E, Honkela T, et al. Analyzing emotional semantics of abstract art using low-level image features. In: Gama J, Bradley E Hollmen J, editors. Advances in intelligent data analysis X. IDA 2011. Lecture notes in computer science. Berlin (Heidelberg): Springer; 2011. p. 413–423.
  • Aviv V. What does the brain tell us about abstract art? Front Hum Neurosci. 2014;8:85. doi: 10.3389/fnhum.2014.00085
  • Gatys LA, Ecker AS, Bethge M. Image style transfer using convolutional neural networks. Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition; 2016 June 27; Las Vegas Nevada: IEEE Computers Society Digital Library; 2016. p. 2414–2423. doi: 10.1109/CVPR.2016.265
  • Jagtap V, Pujeri U, Parlewar P, et al. Biometric face recognition system using deep dream and CNN. IJISAE. 2023;11:145–154.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.