{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,5]],"date-time":"2025-11-05T21:10:42Z","timestamp":1762377042051,"version":"build-2065373602"},"reference-count":67,"publisher":"MDPI AG","issue":"21","license":[{"start":{"date-parts":[[2021,10,30]],"date-time":"2021-10-30T00:00:00Z","timestamp":1635552000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>The place of public key cryptography (PKC) in guaranteeing the security of wireless networks under human-centered IoT environments cannot be overemphasized. PKC uses the idea of paired keys that are mathematically dependent but independent in practice. In PKC, each communicating party needs the public key and the authorized digital certificate of the other party to achieve encryption and decryption. In this circumstance, a directory is required to store the public keys of the participating parties. However, the design of such a directory can be cost-prohibitive and time-consuming. Recently, identity-based encryption (IBE) schemes have been introduced to address the vast limitations of PKC schemes. In a typical IBE system, a third-party server can distribute the public credentials to all parties involved in the system. Thus, the private key can be harvested from the arbitrary public key. As a result, the sender could use the public key of the receiver to encrypt the message, and the receiver could use the extracted private key to decrypt the message. In order to improve systems security, new IBE schemes are solely desired. However, the complexity and cost of designing an entirely new IBE technique remain. In order to address this problem, this paper presents a provably secure IBE transformation model for PKC using conformable Chebyshev chaotic maps under the human-centered IoT environment. In particular, we offer a robust and secure IBE transformation model and provide extensive performance analysis and security proofs of the model. Finally, we demonstrate the superiority of the proposed IBE transformation model over the existing IBE schemes. Overall, results indicate that the proposed scheme posed excellent security capabilities compared to the preliminary IBE-based schemes.<\/jats:p>","DOI":"10.3390\/s21217227","type":"journal-article","created":{"date-parts":[[2021,11,1]],"date-time":"2021-11-01T22:24:22Z","timestamp":1635805462000},"page":"7227","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["A Provably Secure IBE Transformation Model for PKC Using Conformable Chebyshev Chaotic Maps under Human-Centered IoT Environments"],"prefix":"10.3390","volume":"21","author":[{"given":"Chandrashekhar","family":"Meshram","sequence":"first","affiliation":[{"name":"Department of Post Graduate Studies and Research in Mathematics, Jaywanti Haksar Govt. 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(2019). An efficient lightweight authentication scheme for human-centered industrial Internet of Things. Int. J. Commun. Syst., e4189.","DOI":"10.1002\/dac.4189"},{"key":"ref_3","first-page":"975","article-title":"A comprehensive analyses of intrusion detection system for IoT environment","volume":"16","author":"Sicato","year":"2020","journal-title":"J. Inf. Process. Syst."},{"key":"ref_4","first-page":"683","article-title":"Comprehensive information security evaluation model based on multi-level decomposition feedback for IoT","volume":"65","author":"Zuo","year":"2020","journal-title":"Comput. Mater. Contin."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"51","DOI":"10.32604\/csse.2020.35.051","article-title":"Multi level key exchange and encryption protocol for internet of things (loT)","volume":"35","author":"Poomagal","year":"2020","journal-title":"Comput. Syst. Sci. Eng."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1016\/j.jare.2020.08.015","article-title":"Fractional chaotic maps based short signature scheme under human-centered IoT environments","volume":"32","author":"Meshram","year":"2021","journal-title":"J. Adv. Res."},{"key":"ref_7","doi-asserted-by":"crossref","unstructured":"Imoize, A.L., Adedeji, O., Tandiya, N., and Shetty, S. (2021). 6G Enabled Smart Infrastructure for Sustainable Society: Opportunities, Challenges, and Research Roadmap. Sensors, 21.","DOI":"10.3390\/s21051709"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"8905","DOI":"10.1007\/s00500-021-05781-7","article-title":"An effective mobile-healthcare emerging emergency medical system using conformable chaotic maps","volume":"25","author":"Meshram","year":"2021","journal-title":"Soft Comput."},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Laih, C.-S. (2003). Certificateless Public Key Cryptography. Advances in Cryptology\u2014ASIACRYPT 2003, Springer.","DOI":"10.1007\/b94617"},{"key":"ref_10","first-page":"545","article-title":"A lightweight three-factor user authentication protocol for the information perception of IoT","volume":"58","author":"Kou","year":"2019","journal-title":"Comput. Mater. Contin."},{"key":"ref_11","first-page":"2905","article-title":"OTS scheme based secure architecture for energy-efficient iot in edge infrastructure","volume":"66","author":"Singh","year":"2021","journal-title":"Comput. Mater. Contin."},{"key":"ref_12","doi-asserted-by":"crossref","unstructured":"Shamir, A. (1985). Identity-Based Cryptosystems and Signature Schemes. Advances in Cryptology, Springer.","DOI":"10.1007\/3-540-39568-7_5"},{"key":"ref_13","unstructured":"Cocks, C. (2021, October 30). A Note on Non-Secret Encryption. Available online: https:\/\/www.google.com\/url?sa=t&rct=j&q=&esrc=s&source=web&cd=&cad=rja&uact=8&ved=2ahUKEwiX4PHShvHzAhUgwosBHYoOB5kQFnoECAIQAQ&url=https%3A%2F%2Fcryptocellar.org%2Fcesg%2Fnotense.pdf&usg=AOvVaw3YRaQ5uTslbZnnPuKAX_PB."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1007\/s00145-007-9005-7","article-title":"Short signatures without random oracles and the SDH assumption in bilinear groups","volume":"21","author":"Boneh","year":"2008","journal-title":"J. Cryptol."},{"key":"ref_15","doi-asserted-by":"crossref","unstructured":"Boneh, D., and Franklin, M. (2001). Identity-based encryption from the weil pairing. Advances in Cryptology\u2014CRYPTO 2001, Springer.","DOI":"10.1007\/3-540-44647-8_13"},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"586","DOI":"10.1137\/S0097539701398521","article-title":"Identity-Based Encryption from the Weil Pairing","volume":"32","author":"Boneh","year":"2003","journal-title":"SIAM J. Comput."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1049\/ip-ifs:20055070","article-title":"Efficient ID-KEM based on the Sakai-kasahara key construction","volume":"153","author":"Chen","year":"2006","journal-title":"IEE Proc. Inf. Secur."},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Desmedt, Y.G. (2002). An Identity-Based Signature from Gap Diffie-Hellman Groups. Public Key Cryptography\u2014PKC 2003, Springer.","DOI":"10.1007\/3-540-36288-6"},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Okamoto, T. (2004). Identity Based Undeniable Signatures. Topics in Cryptology\u2014CT-RSA 2004, Springer.","DOI":"10.1007\/b95630"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"322","DOI":"10.1093\/comjnl\/bxh153","article-title":"Deterministic Identity-Based Signatures for Partial Aggregation","volume":"49","author":"Herranz","year":"2005","journal-title":"Comput. J."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"287","DOI":"10.1007\/s10207-010-0109-y","article-title":"Efficient online\/offline identity-based signature for wireless sensor network","volume":"9","author":"Liu","year":"2010","journal-title":"Int. J. Inf. Secur."},{"key":"ref_22","unstructured":"Canetti, R., and Garay, J.A. (2013). Full Domain Hash from (Leveled) Multilinear Maps and Identity-Based Aggregate Signatures. Advances in Cryptology\u2014CRYPTO 2013, Springer."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1016\/j.ins.2020.01.008","article-title":"Scalable revocable identity-based signature over lattices in the standard model","volume":"518","author":"Xie","year":"2020","journal-title":"Inf. Sci."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"17833","DOI":"10.1109\/ACCESS.2020.2967904","article-title":"RKA Security for Identity-Based Signature Scheme","volume":"8","author":"Chang","year":"2020","journal-title":"IEEE Access"},{"key":"ref_25","doi-asserted-by":"crossref","unstructured":"Yung, M., Dodis, Y., Kiayias, A., and Malkin, T. (2006). New Online\/Offline Signature Schemes Without Random Oracles. Public Key Cryptography\u2014PKC 2006, Springer.","DOI":"10.1007\/11745853"},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Baek, J., Bao, F., Chen, K., and Lai, X. (2008). Optimal Online\/Offline Signature: How to Sign a Message without Online Computation. Provable Security, Springer.","DOI":"10.1007\/978-3-540-88733-1"},{"key":"ref_27","doi-asserted-by":"crossref","unstructured":"Lai, X., Yung, M., and Lin, D. (2011). Efficient Online\/Offline Signatures with Computational Leakage Resilience in Online Phase. Information Security and Cryptology, Springer.","DOI":"10.1007\/978-3-642-21518-6"},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"283","DOI":"10.1109\/TIFS.2012.2232653","article-title":"Online\/Offline Signatures for Low-Power Devices","volume":"8","author":"Yao","year":"2013","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"key":"ref_29","first-page":"29","article-title":"Provably secure online\/off-line identity-based signature scheme for wireless sensor network","volume":"16","author":"Kar","year":"2014","journal-title":"Int. J. Netw. Secur."},{"key":"ref_30","first-page":"1143","article-title":"An improved online\/offline identity-based signature scheme for WSNs","volume":"18","author":"Gao","year":"2016","journal-title":"Int. J. Netw. Secur."},{"key":"ref_31","unstructured":"Su, C., and Kikuchi, H. (2018). A New Design of Online\/Offline Signatures Based on Lattice. Information Security Practice and Experience, Springer International Publishing."},{"key":"ref_32","first-page":"7085623","article-title":"MHCOOS: An Offline-Online Certificateless Signature Scheme for M-Health Devices","volume":"2020","author":"Addobea","year":"2020","journal-title":"Secur. Commun. Networks"},{"key":"ref_33","first-page":"263","article-title":"On-line\/off-line digital signatures","volume":"Volume 2442","author":"Even","year":"1989","journal-title":"Proceedings of the CRYPTO 1989, Lecture Notes on Computer Science"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"837","DOI":"10.1007\/s00779-012-0534-1","article-title":"An ID-based online\/offline signature scheme without random oracles for wireless sensor networks","volume":"17","author":"Wang","year":"2013","journal-title":"Pers. Ubiquitous Comput."},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Halevi, S. (2009). Short and Stateless Signatures from the RSA Assumption. Advances in Cryptology\u2014CRYPTO 2009, Springer.","DOI":"10.1007\/978-3-642-03356-8"},{"key":"ref_36","first-page":"127","article-title":"An Efficient ID-based Online\/Offline Signature Scheme without Key Escrow","volume":"19","author":"Liu","year":"2017","journal-title":"Int. J. Netw. Secur."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"747","DOI":"10.1007\/s00500-018-3112-2","article-title":"An efficient online\/offline ID-based short signature procedure using extended chaotic maps","volume":"23","author":"Meshram","year":"2019","journal-title":"Soft Comput."},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Tsudik, G. (2008). Identity-Based Online\/Offline Encryption. Financial Cryptography and Data Security, Springer.","DOI":"10.1007\/978-3-540-85230-8"},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Abdalla, M., Pointcheval, D., Fouque, P.-A., and Vergnaud, D. (2009). An Efficient Identity-Based Online\/Offline Encryption Scheme. Applied Cryptography and Network Security, Springer.","DOI":"10.1007\/978-3-642-01957-9"},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Chow, S.S.M., Liu, J.K., and Zhou, J. (2011, January 22\u201324). Identity-Based Online\/Offline Key Encapsulation and Encryption. Proceedings of the 6th ACM Symposium on Information, Computer and Communications Security, Hong Kong, China.","DOI":"10.1145\/1966913.1966922"},{"key":"ref_41","doi-asserted-by":"crossref","unstructured":"Joye, M., Mukhopadhyay, D., and Tunstall, M. (2011). Identity Based Online\/Offline Encryption and Signcryption Schemes Revisited. Security Aspects in Information Technology, Springer.","DOI":"10.1007\/978-3-642-24586-2"},{"key":"ref_42","unstructured":"Foo, E., and Stebila, D. (2015). Improved Identity-Based Online\/Offline Encryption. Information Security and Privacy, Springer International Publishing."},{"key":"ref_43","doi-asserted-by":"crossref","unstructured":"Xu, J., Wu, X., and Xie, X. (2018, January 18). Efficient Identity-Based Offline\/Online Encryption Scheme for Lightweight Devices. Proceedings of the 2018 IEEE Third International Conference on Data Science in Cyberspace (DSC), Guangzhou, China.","DOI":"10.1109\/DSC.2018.00091"},{"key":"ref_44","doi-asserted-by":"crossref","unstructured":"Krawczyk, H. (2014). Online\/Offline Attribute-Based Encryption. Public-Key Cryptography\u2014PKC 2014, Springer.","DOI":"10.1007\/978-3-642-54631-0"},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"541","DOI":"10.1007\/s00371-020-01822-8","article-title":"A new one-dimensional cosine polynomial chaotic map and its use in image encryption","volume":"37","author":"Talhaoui","year":"2021","journal-title":"Vis. Comput."},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Pourasad, Y., Ranjbarzadeh, R., and Mardani, A. (2021). A New Algorithm for Digital Image Encryption Based on Chaos Theory. Entropy, 23.","DOI":"10.3390\/e23030341"},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"76191","DOI":"10.1109\/ACCESS.2021.3072075","article-title":"Image Encryption and Authentication With Elliptic Curve Cryptography and Multidimensional Chaotic Maps","volume":"9","author":"Parida","year":"2021","journal-title":"IEEE Access"},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"2753","DOI":"10.1007\/s11042-020-09648-1","article-title":"A new image encryption scheme based on hybrid chaotic maps","volume":"80","author":"Bidgoli","year":"2021","journal-title":"Multimed. Tools Appl."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"13","DOI":"10.1016\/j.ins.2020.10.048","article-title":"A new fractional one dimensional chaotic map and its application in high-speed image encryption","volume":"550","author":"Talhaoui","year":"2021","journal-title":"Inf. Sci."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"1237","DOI":"10.1007\/s10462-020-09877-8","article-title":"A new chaotic complex map for robust video watermarking","volume":"54","author":"Ayubi","year":"2021","journal-title":"Artif. Intell. Rev."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"299","DOI":"10.1007\/s10207-016-0320-6","article-title":"Efficient identity-based online\/offline encryption and signcryption with short ciphertext","volume":"16","author":"Lai","year":"2017","journal-title":"Int. J. Inf. Secur."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"340","DOI":"10.1016\/j.jnca.2011.08.001","article-title":"Identity-based online\/offline signcryption for low power devices","volume":"35","author":"Li","year":"2012","journal-title":"J. Netw. Comput. Appl."},{"key":"ref_53","doi-asserted-by":"crossref","unstructured":"Mason, J.C., and Handscomb, D.C. (2003). Chebyshev Polynomials, Chapman & Hall\/CRC.","DOI":"10.1201\/9781420036114"},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"469","DOI":"10.1109\/TIT.1985.1057074","article-title":"A Public key cryptosystem and a signature scheme based on discrete logarithms","volume":"31","author":"ElGmal","year":"1995","journal-title":"IEEE Trans. Inform. Theory"},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"467","DOI":"10.1109\/49.17709","article-title":"An ID-based cryptosystem based on the discrete logarithm problem","volume":"7","author":"Tsujii","year":"1989","journal-title":"IEEE J. Sel. Areas Commun."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"565","DOI":"10.1016\/j.csi.2004.03.006","article-title":"An efficient user identification scheme based on ID-based cryptosystem","volume":"26","author":"Hwan","year":"2004","journal-title":"Comput. Stand. Interfaces"},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"221","DOI":"10.1007\/978-3-540-79263-5_14","article-title":"CCA2 secure IBE: Standard model efficiency through authenticated symmetric encryption","volume":"Volume 4964","author":"Kiltz","year":"2008","journal-title":"CT-RSA, Lecture Notes in Computer Science"},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"669","DOI":"10.1016\/j.chaos.2006.09.047","article-title":"Cryptanalysis of the public key encryption based on multiple chaotic systems","volume":"37","author":"Zhang","year":"2008","journal-title":"Chaos Solitons Fractals"},{"key":"ref_59","unstructured":"Anderson, D., Camrud, E., and Ulness, D.J. (2018). On the nature of the conformable derivative and its applications to physics. arXiv."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"80063","DOI":"10.1109\/ACCESS.2020.2991348","article-title":"OOS-SSS: An Efficient Online\/Offline Subtree-Based Short Signature Scheme Using Chebyshev Chaotic Maps for Wireless Sensor Network","volume":"8","author":"Meshram","year":"2020","journal-title":"IEEE Access"},{"key":"ref_61","first-page":"255","article-title":"A forward-secure public-key encryption scheme","volume":"2656","author":"Canetti","year":"2003","journal-title":"Adv. Cryptol.\u2014Eurocrypt."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"191","DOI":"10.1016\/j.jnca.2004.03.001","article-title":"Constructing identity-based cryptosystems for discrete logarithm-based cryptosystems","volume":"22","author":"Lee","year":"2004","journal-title":"J. Netw. Comput. Appl."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"375","DOI":"10.1016\/j.ipl.2013.02.009","article-title":"An identity-based cryptographic model for discrete logarithm and integer factoring based cryptosystem","volume":"113","author":"Meshram","year":"2013","journal-title":"Inf. Process. Lett."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"6937","DOI":"10.1007\/s00500-018-3332-5","article-title":"An Efficient ID-based Cryptographic Transformation Model for Extended Chaotic-Map-Based Cryptosystem","volume":"23","author":"Meshram","year":"2019","journal-title":"Soft Comput."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"257","DOI":"10.1080\/19361610.2019.1621513","article-title":"An Efficient Identity-Based Cryptographic Model for Chebyhev Chaotic Map and Integer Factoring Based Cryptosystem","volume":"14","author":"Tahat","year":"2019","journal-title":"J. Appl. Secur. Res."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1016\/j.cmpb.2016.07.022","article-title":"Secure anonymous mutual authentication for star two-tier wireless body area networks","volume":"135","author":"Ibrahim","year":"2016","journal-title":"Comput. Methods Programs Biomed."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/s13638-015-0406-2","article-title":"Efficient authenticated key exchange protocols for wireless body area networks","volume":"2015","author":"Liu","year":"2015","journal-title":"EURASIP J. Wirel. Commun. Netw."}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/21\/21\/7227\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T07:23:26Z","timestamp":1760167406000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/21\/21\/7227"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,10,30]]},"references-count":67,"journal-issue":{"issue":"21","published-online":{"date-parts":[[2021,11]]}},"alternative-id":["s21217227"],"URL":"https:\/\/doi.org\/10.3390\/s21217227","relation":{},"ISSN":["1424-8220"],"issn-type":[{"type":"electronic","value":"1424-8220"}],"subject":[],"published":{"date-parts":[[2021,10,30]]}}}