Academic Journal
Adaptive computing structures for service-oriented multi-agent systems based on knowledge models
| Title: | Adaptive computing structures for service-oriented multi-agent systems based on knowledge models |
|---|---|
| Authors: | Strună, V., Ababii, V.V., Абабий, В., Sudacevschi, V.M., Sudacevschi, V., Судачевски, В., Munteanu, S., Мунтяну, С., Borozan, O., Борозан, О., Alexei, V., Алексей, В. |
| Source: | Journal of Engineering Science (1) 37-52 |
| Publication Year: | 2026 |
| Subject Terms: | conscious–subconscious processing, cognitive architectures, distributed intelligence, heterogeneous hardware, hierarchical computing, knowledge models, mathematicalmodeling, physiology of the human brain |
| Description: | This paper proposes an adaptive computing framework for service-oriented multiagent systems, based on knowledge models inspired by the hierarchical organization of the human brain. The approach integrates neurophysiological principles of conscious and subconscious processing with rigorous mathematical formalization and hardware-oriented architectural design. The consciousndash;subconscious interaction is modeled as a two-level computational hierarchy, in which subconscious processing is fast, parallel, adaptive, and high-dimensional, and conscious processing is deliberative, symbolic, and low-dimensional, being responsible for control, planning, and decision-making. An attention-based coupling mechanism controls the flow of information between the two levels, allowing for dynamic adaptation and efficient use of resources. Based on this model, a heterogeneous hardware architecture is proposed that maps subconscious processing to NPU/GPU accelerators, and conscious processing to CPU units. The framework is extended to multi-agent systems, in which each agent implements a consciousndash;subconscious hierarchy, and the emergent coordination is achieved through a collective conscious level. The approach supports distributed intelligence, scalability, and adaptive service composition. |
| Document Type: | article in journal/newspaper |
| File Description: | application/pdf |
| Language: | English |
| ISSN: | 25873474 |
| Relation: | info:eu-repo/grantAgreement/EC/FP7/17730/EU/Inovații în Ingineria Biomedicală: Tehnologii și Aplicații Avansate de Achiziție, Prelucrare și Analiză a Datelor/020404; https://ibn.idsi.md/vizualizare_articol/251758; urn:issn:25873474 |
| DOI: | 10.52326/jes.utm.2026.33(1).03 |
| Availability: | https://ibn.idsi.md/vizualizare_articol/251758 https://doi.org/10.52326/jes.utm.2026.33(1).03 |
| Rights: | info:eu-repo/semantics/openAccess |
| Accession Number: | edsbas.A46A2093 |
| Database: | BASE |
| ISSN: | 25873474 |
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| DOI: | 10.52326/jes.utm.2026.33(1).03 |