edge computing

Edge-Optimized Reservoir Computing for Forecasting Complex Ecological Systems: Predicting Fishery Collapse with Incomplete Data

Monitoring landings in data-scarce fisheries is hampered by short, noisy series and multi-year reporting gaps. We benchmark Echo State Networks (ESNs) against SARIMA, LightGBM, and LSTM models and against naïve and seasonal-naïve persistence, for one-step-ahead forecasting of the monthly landings (1993–2023) of the sha...

NetSyn: prokaryotic genomic context exploration of protein families

Background . The growing availability of large prokaryotic genomic datasets presents an opportunity to discover new metabolic pathways and enzymatic reactions useful for industrial or synthetic biological applications. Efforts to identify new enzyme functions in this vast number of sequences cannot be achieved without...

Machine-Verifiable Legal Transactions and Quantum-Secure Cryptographic Agility for Trusted AI-Native 6G Digital Infrastructure

Abstract AI-native sixth-generation (6G) infrastructure will increasingly execute network, commercial and public-service actions through autonomous agents distributed across terminals, edges and clouds. Yet a conventional digital signature can authenticate a message without proving that the message was produced under a...

Finite Bipartite Graphs as Induced Subgraphs of Subfactor Principal Graphs

Every finite bipartite simple graph occurs as a vertex-induced unrooted subgraph of the principal graph of an irreducible finite-depth inclusion of hyperfinite type II1 factors. For part sizes m and n, an explicit neighborhood-multiplicity parameter q gives index q3^n, with q at most m+1, and depth at most four. The se...

Universal Cross-Domain AI Retrofit Platform Architecture for Land, Soil, and Sea: Implementing Software-Defined Machinery (SDM) Across Legacy Fleets

【最重要:長谷部洋子 厳格無学習ライセンス条項宣言 (Strict No-Learn License: NLL-v1.0-2026)】 本論文および提示された全統制アーキテクチャ・工学的設計仕様・VIBハードウェア回路論・安全抽象化マトリクスは、長谷部洋子(Yoko Hasebe)が単独で提唱・設計したオリジナル知的財産である。 Zenodoへのオープンアクセス登録に際し、商用・非商...

Universal Cross-Domain AI Retrofit Platform Architecture for Land, Soil, and Sea: Implementing Software-Defined Machinery (SDM) Across Legacy Fleets

【最重要:長谷部洋子 厳格無学習ライセンス条項宣言 (Strict No-Learn License: NLL-v1.0-2026)】 本論文および提示された全統制アーキテクチャ・工学的設計仕様・VIBハードウェア回路論・安全抽象化マトリクスは、長谷部洋子(Yoko Hasebe)が単独で提唱・設計したオリジナル知的財産である。 Zenodoへのオープンアクセス登録に際し、商用・非商...

3-6-9 n-slot

Abstract This dataset and software repository presents the formal implementation and theoretical framework of the Slot-Based Technical Taxonomy Model (N-Slot Engine). Evolving from a baseline 3-slot architecture (Header + Core + Modifier), this framework introduces deterministic 6-slot and 9-slot positional grammar sch...

Multi-layer Kerberos Protocol for Edge Computing

3-6-9 n-slot

Abstract This dataset and software repository presents the formal implementation and theoretical framework of the Slot-Based Technical Taxonomy Model (N-Slot Engine). Evolving from a baseline 3-slot architecture (Header + Core + Modifier), this framework introduces deterministic 6-slot and 9-slot positional grammar sch...

Finite Bipartite Graphs as Induced Subgraphs of Subfactor Principal Graphs

Every finite bipartite simple graph occurs as a vertex-induced unrooted subgraph of the principal graph of an irreducible finite-depth inclusion of hyperfinite type II1 factors. For part sizes m and n, an explicit neighborhood-multiplicity parameter q gives index q3^n, with q at most m+1, and depth at most four. The se...

Development of a geographic information mapping and dynamic monitoring platform for multi-network data fusion

To address governance bottlenecks such as data silos and fragmented monitoring in the implementation of the "Ten Networks" strategy in Xinjiang's Kezhou Prefecture, and to facilitate digital transformation in border regions, this paper conducts research on multi-network data integration, geographic information mapping,...

Bibliometric Mapping of Cloud Linked Artificial Intelligence in the Internet of Things

The convergence of artificial intelligence (AI) and the Internet of Things (IoT) is increasing interest in how intelligence is distributed across cloud, edge, fog, and device layers. This study maps the 2020-2026 development of cloud-linked AI-IoT research using Scopus metadata. The reported Scopus query required AI or...