Junyan Guo

dblp:257/7809 · DBLP profile ↗
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10ranked-venue papers
8as first author
9since 2021 · last 2026
—ORCID · conflict

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Computer networks · 6 · 5 first-author · 6 since 2021Artificial intelligence and machine learning · 2 · 1 first-author · 2 since 2021Security and privacy · 2 · 2 first-author · 1 since 2021
YearPublicationVenuePosition
2026 Knowledge graph contrastive learning for recommendation via knowledge-aware reasoning
Junyan Guo, Kai Yang 0031
Expert Syst. Appl.1
2026 LCE-PPDA: Lightweight Certificateless and Escrow-Free Privacy-Preserving Data Aggregation for UAV-Assisted IoT-Enabled Smart Grids
abstract
The convergence of unmanned aerial vehicles (UAVs) and the Internet of Things (IoT) is expected to enhance sensing coverage, connectivity, and resilience in distributed smart grids, especially in remote or infrastructure-sparse regions. In this UAV-assisted, IoT-enabled paradigm, UAVs act as aerial relays that collect, aggregate, and forward sensing data between ground devices and control centers. However, privacy-preserving data aggregation (PPDA) in such settings still faces key-escrow vulnerabilities, certificate management overhead, incomplete privacy protection, and high computational and energy costs, particularly for signature verification at UAV relays and decryption at control centers. To address these challenges, we propose LCE-PPDA, a lightweight, certificateless, and escrow-free PPDA scheme tailored for UAV-assisted, IoT-enabled smart grids. LCE-PPDA eliminates key escrow through joint key generation, adopts a hierarchical timing structure with macro-interval rekeying and micro-interval reporting, and supports ciphertext-level in-network aggregation with both individual and batch authentication at UAV relays. To ensure privacy with accountability, it integrates certificateless signatures, dynamic pseudonyms, and session-bound key masking, achieving end-to-end confidentiality, conditional anonymity, unlinkability, and accountable traceability. Formal analysis shows that LCE-PPDA achieves correctness and EUF-CMA security in the random-oracle model under the ECDLP assumption against both Type-I and Type-II adversaries. Performance evaluation further demonstrates that LCE-PPDA reduces computational, communication, and energy overheads compared with representative schemes, providing a scalable and lightweight foundation for secure, privacy-preserving data aggregation in UAV-assisted, IoT-enabled smart grids.
Liyuan Chang, Junyan Guo, Shuang Yao, Haizhen Qi, Le Zhang 0017, Bin Cao 0002
IEEE Internet Things J.2
2026 Missing visual modality graph transformer for multi-modal entity alignment
Kai Yang 0031, Junyan Guo, Xiaobing Sun 0001
Pattern Recognit.3
2026 EF-CPPA: Escrow-Free Conditional Privacy-Preserving Authentication Scheme for Real-Time Emergency Messages in Smart Grids
abstract
Timely and secure emergency message delivery is critical to resilient smart-grid operation and rapid disturbance response. However, existing schemes remain inadequate, leaving smart grids vulnerable to security and privacy threats and causing verification bottlenecks, particularly when nonlinear emergency measurements cannot be homomorphically aggregated, which prevents bandwidth-efficient in-network aggregation and scalable batch verification. We propose EF-CPPA, an escrow-free, conditional privacy-preserving authentication scheme for real-time emergency messaging in smart grids. EF-CPPA enables smart meters to deliver authenticated emergency messages to the CC via power gateways verifiable as legitimate relays, while ensuring the confidentiality, integrity, and unlinkability of embedded nonlinear measurements. EF-CPPA further provides conditional anonymity with accountable tracing, as well as origin authentication, intra-domain verification, and scalable batch verification under bursty multi-meter messaging. An ECDLP-based escrow-free key-generation mechanism reduces reliance on the CC and enables efficient node joining and revocation. Security analysis shows that EF-CPPA achieves existential unforgeability under chosen-message attacks (EUF-CMA) and satisfies the stated security and privacy requirements. Performance evaluation demonstrates low computational, communication, energy, and node-management overhead, making EF-CPPA suitable for security-critical, time-sensitive smart-grid emergency messaging.
Junyan Guo, Shuang Yao, Le Zhang 0017, Liyuan Chang
IEEE Trans. Netw. Serv. Manag.1
2025 N3PA-STIN: A Novel Three-Party Authentication Protocol for Multiuser Access in Satellite Terrestrial Integrated Networks
abstract
Satellite-Terrestrial Integrated Network (STIN) serves as essential infrastructure for providing seamless global coverage and wireless remote subscription services. However, the inherent heterogeneity, satellite exposure, and the openness of satellite-terrestrial links pose significant security challenges for authentication, such as privacy breaches, eavesdropping, replay attacks, and identity impersonation, as well as scalability issues like dynamic node joining and revocation. Existing authentication protocols suffer from deficiencies in unlinkability, scalability, and resistance to multiple attacks, and often rely on overly optimistic assumptions regarding satellite trustworthiness. Moreover, performance bottlenecks in handling numerous user access authentication requests within short timeframes remain unresolved. To address these challenges, we propose the N3PA-STIN protocol, a novel three-party authentication protocol for multi-user access that ensures mutual trust among users, satellites, and ground stations. The protocol minimizes computational overhead through an efficient batch verification mechanism, and enhances privacy and unlinkability by employing temporary identifiers derived from one-time pseudonyms. Furthermore, the protocol ensures conditional anonymity, enabling accountability while preserving user privacy, and achieves conditional verifiability by restricting the verification of authentication messages exclusively to registered nodes. A domain key update mechanism based on the Chinese Remainder Theorem (CRT) supports dynamic node management, effectively addressing the scalability challenges in heterogeneous networks. Security and performance analyses demonstrate that the N3PA-STIN protocol meets the security requirements and minimizes both computational and communication overhead, making it a practical and effective solution for STIN.
Junyan Guo, Shuang Yao, Liyuan Chang
IEEE Internet Things J.1
2023 SRAKN: Secure Roaming Authentication and Key Negotiation protocol for Space Information Network
Junyan Guo, Ye Du 0001, Runfang Wu, Xuesong Wu 0002, Le Zhang 0017, Tianshuai Zheng
Comput. Commun.1
2023 PSEEMV: Provably secure and efficient emergency message verification scheme based on ECC and CRT for Space Information Network
Junyan Guo, Ye Du 0001, Runfang Wu
J. Inf. Secur. Appl.1
2021 A provably secure ECC-based access and handover authentication protocol for space information networks
Junyan Guo, Ye Du 0001, Yahang Zhang, Meihong Li
J. Netw. Comput. Appl.1
2021 A secure three-factor anonymous roaming authentication protocol using ECC for space information networks
Junyan Guo, Ye Du 0001
Peer-to-Peer Netw. Appl.1
2020 A Novel RLWE-Based Anonymous Mutual Authentication Protocol for Space Information Network
abstract
Currently, space information network (SIN) has become an increasingly important role in real life. As a large heterogeneous wireless network, SIN can better provide global mobile services to users anytime and anywhere, even in extreme geographic environments. In addition, there is no need to build the communication base-stations every few kilometers on the ground to ensure high service quality, which greatly reduces the construction costs and can be used as an economical communication method in sparsely populated areas. So there is a trend that more and more end users are more likely to get SIN services than traditional terrestrial cellular networks. However, due to the openness and publicity of the satellite wireless channel and the limited resources of the satellite nodes, the privacy and security cannot be perfectly guaranteed and may even be vulnerable to attacks initiated by the adversary such as replay attacks, impersonation attacks, and eavesdropping attacks. To improve the access security of SIN, researchers have proposed a series of authentication protocols based on different cryptographic assumptions. Nevertheless, existing research shows that these protocols cannot meet the requirements of higher and higher security and short authentication delay. In addition, these protocols are mainly based on public key cryptography mechanisms such as DLP and ECDLP, which can be solved by postquantum computers in polynomial time, so these protocols will no longer be secure. To solve the vulnerability of these protocols, in this paper, we propose a new RLWE-based anonymous mutual authentication and key agreement protocol, which guarantees higher security with low computational overhead even in the postquantum era. Detailed security analysis shows that our protocol meets security requirements and is resistant to a variety of known attacks. Besides, combining security comparison and performance analysis, our proposed protocol is more practical than other protocols in SIN.
Junyan Guo, Ye Du 0001
Secur. Commun. Networks1