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Electromagnetic noise as entropy source for cryptographic system

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dc.title Electromagnetic noise as entropy source for cryptographic system en
dc.contributor.author Němec, Jan
dc.contributor.author Kovář, Stanislav
dc.contributor.author Kavánková, Iva
dc.contributor.author Valouch, Jan
dc.relation.ispartof IEEE International Symposium on Electromagnetic Compatibility
dc.identifier.issn 1077-4076 Scopus Sources, Sherpa/RoMEO, JCR
dc.identifier.issn 2158-110X Scopus Sources, Sherpa/RoMEO, JCR
dc.identifier.isbn 978-1-6654-0787-8
dc.date.issued 2022
utb.relation.volume 2022-September
dc.citation.spage 25
dc.citation.epage 29
dc.event.title 2022 International Symposium on Electromagnetic Compatibility - EMC Europe, EMC Europe 2022
dc.event.location Gothenburg
utb.event.state-en Sweden
utb.event.state-cs Švédsko
dc.event.sdate 2022-09-05
dc.event.edate 2022-09-08
dc.type conferenceObject
dc.language.iso en
dc.publisher Institute of Electrical and Electronics Engineers Inc.
dc.identifier.doi 10.1109/EMCEurope51680.2022.9901142
dc.relation.uri https://ieeexplore.ieee.org/document/9901142
dc.relation.uri https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9901142
dc.subject entropy en
dc.subject random number generator en
dc.subject software defined radio en
dc.subject electromagnetic noise en
dc.subject cryptography en
dc.description.abstract This paper presents a system for gathering electromagnetic noise to extract surrounding entropy at 430 MHz. The uniqueness of electromagnetic noise depends on geographical location, time, used technology, and a plethora of other variables. The proposed system consisting of telescopic whip antenna and software defined radio HackRF One takes advantage of the said fact to extract entropy and transform it into a random number which could be then used in cryptography. Said system is supposed to be low-cost and made from generally available equipment to ensure usability for the general population. Three experiments were devised to transform received noise into random numbers. The first experiment extracts entropy from the time domain by averaging the magnitude of the signal and comparing it to magnitude. The second experiment uses Fast Fourier Transformation to obtain the frequency composition of the received signal and extracts entropy out of magnitude of different frequencies. The last experiment combines the two through logical operation XOR to gain the random number. Obtained random numbers are then tested for randomness by checking entropy, monobit test from NIST standard, and proportion of logic ones and zeroes in the sequence. en
utb.faculty Faculty of Applied Informatics
dc.identifier.uri http://hdl.handle.net/10563/1011189
utb.identifier.obdid 43883689
utb.identifier.scopus 2-s2.0-85140244212
utb.identifier.wok 000885912100005
utb.identifier.coden IISPD
utb.source d-scopus
dc.date.accessioned 2022-11-29T07:49:17Z
dc.date.available 2022-11-29T07:49:17Z
dc.description.sponsorship Univerzita Tomáše Bati ve Zlíně: IGA/FAI/2022/004
dc.description.sponsorship Internal Grant Agency of Tomas Bata University [IGA/FAI/2022/004]
utb.contributor.internalauthor Němec, Jan
utb.contributor.internalauthor Kovář, Stanislav
utb.contributor.internalauthor Kavánková, Iva
utb.contributor.internalauthor Valouch, Jan
utb.fulltext.affiliation Jan Nemec Faculty of Applied Informatics Tomas Bata University in Zlin Zlin, Czech Republic [email protected] Iva Kavankova Faculty of Applied Informatics Tomas Bata University in Zlin Zlin, Czech Republic [email protected] Stanislav Kovar Faculty of Applied Informatics Tomas Bata University in Zlin Zlin, Czech Republic [email protected] Jan Valouch Faculty of Applied Informatics Tomas Bata University in Zlin Zlin, Czech Republic [email protected]
utb.fulltext.dates Date Added to IEEE Xplore: 05 October 2022
utb.fulltext.references [1] B. Maybee, D. Hodgson, A. Beige, and R. Purdy, “A PhysicallyMotivated Quantisation of the Electromagnetic Field on Curved Spacetimes”, Entropy, vol. 21, no. 9, 2019. [2] E. Simion, “Entropy and Randomness: From Analogic to Quantum World”, IEEE Access, vol. 8, pp. 74553-74561, 2020. [3] S. Gade and P. Gupta, “A Review Article on Correlated-Source Extractors in Cryptography”, International Journal of Innovative Science Engineering and Technology, vol. 7, no. 10, 2020. [4] R. Kuang, D. Lou, A. He, and A. Conlon, “Quantum Safe Lightweight Cryptography with Quantum Permutation Pad”, in 2021 IEEE 6th International Conference on Computer and Communication Systems (ICCCS), 2021, pp. 790-795. [5] M. J. Liston and K. R. Dandekar, “Entropy Based Exploration in Cognitive Radio Networks using Deep Reinforcement Learning for Dynamic Spectrum Access”, in 2021 IEEE 21st Annual Wireless and Microwave Technology Conference (WAMICON), 2021, pp. 1-5 [6] B. Zolfaghari, K. Bibak, and T. Koshiba, “The Odyssey of Entropy: Cryptography”, Entropy, vol. 24, no. 2, 2022 [7] C. Majenz, “Entropy in Quantum Information Theory: Communication and Cryptography”, PhD Thesis, Copenhagen, 2017 [8] N. Vokic, D. Milovancev, C. Pacher, H. Hubel, and B. Schrenk, “True Random Number Generation in an Optical I/Q Modulator”, in 2020 European Conference on Optical Communications (ECOC), 2020, pp. 1-4. [9] M. I. Rashid, F. Ferdaus, B. M. S. B. Talukder, P. Henny, A. N. Beal, and M. T. Rahman, “True Random Number Generation Using Latency Variations of FRAM”, IEEE Transactions on Very Large Scale Integration (VLSI) Systems, vol. 29, no. 1, pp. 14-23, 2021. [10] M. Ossman, “HackRF”, Github Great Scott Gadgets, Accessed on: May 4, 2022. [Online]. Available: https://github.com/greatscottgadgets/hackrf [11] BALANIS, Constantine A. Antenna Theory: Analysis and Design. 4th ed. Hoboken, New Jersey: John Wiley, 2016. ISBN 9781118642061 [12] A. Ruhkin et al., A statistical test suite for random and pseudorandom number generators for cryptographic applications. NIST special publication 800-22. Revision 1a. National Institute of Standards and Technology. 2010. [13] National Institute of Standards and Technology, Specification for the Advanced Encryption Standard (AES) . NIST Federal Information Processing Standards Publication 197. National Institute of Standards and Technology. 2001. [14] R. W. Ziolkowski, “Passive and active metamaterial-inspired nanoscale antennas”, in 2016 10th European Conference on Antennas and Propagation (EuCAP), 2016, pp. 1-3.
utb.fulltext.sponsorship The work was funded with the support of the Internal Grant Agency of Tomas Bata University under project No. IGA/FAI/2022/004.
utb.wos.affiliation [Nemec, Jan; Kovar, Stanislav; Kavankova, Iva; Valouch, Jan] Tomas Bata Univ Zlin, Fac Appl Informat, Zlin, Czech Republic
utb.scopus.affiliation Tomas Bata University in Zlin, Faculty of Applied Informatics, Zlin, Czech Republic
utb.fulltext.projects IGA/FAI/2022/004
utb.fulltext.faculty Faculty of Applied Informatics
utb.fulltext.faculty Faculty of Applied Informatics
utb.fulltext.faculty Faculty of Applied Informatics
utb.fulltext.faculty Faculty of Applied Informatics
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