Open Access

Articles

Architectural Co-Design and Approximation Strategies for Efficient Deep Neural Network Acceleration in Edge-Oriented Custom Hardware

Dr. Lucas M. Reinhardt (Author) ¹

Pages: 01-11 || Published: 2025-01-14

• Abstract

  The exponential growth of deep neural network deployment across edge and embedded platforms has fundamentally transformed the design space of custom hardware accelerators. Unlike cloud-centric computing paradigms, edge-oriented systems impose severe constraints on power consumption, latency, memory bandwidth, silicon area, and reliability, wh... More >

Open Access

Articles

Architectural Intelligence and Adaptive Control in Fog–Edge–SDN–IoT Ecosystems: Performance, Security, and Predictive Load Orchestration

Dr. Alejandro Ruiz Moreno (Author) ¹

Pages: 12-16 || Published: 2025-02-21

• Abstract

  The rapid expansion of Internet of Things (IoT) ecosystems has precipitated a paradigmatic transformation in contemporary networked systems, compelling a departure from centralized cloud-centric architectures toward decentralized, intelligence-driven paradigms encompassing fog computing, edge computing, and software-defined networking (SDN). ... More >

Open Access

Articles

Federated Learning–Driven Intelligence for Autonomous and Medical Cyber-Physical Systems: Integrative Architectures, Privacy Preservation, and Deployment Challenges

Dr. Alejandro M. Rios (Author) ¹

Pages: 17-21 || Published: 2025-03-18

• Abstract

  The rapid proliferation of data-intensive cyber-physical systems has fundamentally altered how intelligence is designed, trained, and deployed across domains such as autonomous transportation, smart healthcare, and medical image analysis. Traditional centralized machine learning paradigms, while historically dominant, increasingly face struct... More >

Open Access

Articles

Integrative Intelligence at the Edge: Converging Large Language Model Multi-Agent Systems, Foundation Models, and Neuromorphic Paradigms for Sustainable and Privacy-Aware Artificial Intelligence

Dr. Elias Moreau (Author) ¹

Pages: 22-25 || Published: 2025-04-07

• Abstract

  The contemporary evolution of artificial intelligence is characterized by the simultaneous maturation of multiple paradigms that were historically developed in relative isolation. Large language model based multi-agent systems, foundation models for time series and perception, edge intelligence architectures, and neuromorphic computing are no... More >