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Human-Based Distributed Intelligence in Computing Continuum Systems

delete2025-03-01
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PRE
AI
P
Praveen Kumar Donta
B
Boris Sedlak
I
Ilir Murturi
V
Víctor Casamayor Pujol
S
Schahram Dustdar
DOI:10.1109/MIC.2024.3460908delete
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Abstract

Abstract

En 中文
Distributed computing continuum systems (DCCSs) are integrated systems that combine cloud, edge, and Internet of Things devices to deliver scalable and low-latency computing resources across diverse applications and environments. Composed of a heterogeneous mix of computational units, storage systems, and communication networks, DCCSs facilitate real-time data processing and analysis by distributing tasks dynamically based on resource availability and demand. The complex structure of DCCSs reflect the intricate organization of the human body, where different systems work together to maintain overall functionality. This article draws parallels between the human body’s intelligence mechanisms and the operational strategies needed for DCCSs. We especially explore several human body analogies or principles that can be incorporated into DCCSs to mitigate interpretable and noninterpretable challenges while enhancing overall performance.
Keywords:
Feedback loop
Cloud computing
Decision making
Organizations
Data processing
Real-time systems
Internet of Things
Communication networks
Low latency communication
Distributed computing
Edge computing

Journal

IEEE Internet Computing cover
IEEE Internet Computing
IF:
4.4
Papers:
2.0K
Citations:
2.0K

Organization

T
tu wien, vienna, austria
Scholars:
6
Papers: 5
Citations: 0
S
Stockholm University
Scholars:
1.8W
Papers: 1.7W
Citations: 32
U
universitat pompeu fabra, barcelona, spain
Scholars:
9
Papers: 6
Citations: 0
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Cited Papers

Cited Papers

Markov Blanket Composition of SLOs
err2024-07-07
err0
PREAI
errBoris Sedlak; Victor Casamayor Pujol; Praveen Kumar Donta; Schahram Dustdar
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A Privacy Enforcing Framework for Data Streams on the Edge
err2024-07-01
err12
PREAI
errSedlak, Boris; Murturi, Ilir; Donta, Praveen Kumar; Dustdar, Schahram
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Exploring the Potential of Distributed Computing Continuum Systems
err2023-10-02
err0
errOAAI
errPraveen Kumar Donta; Ilir Murturi; Victor Casamayor Pujol; Boris Sedlak; Schahram Dustdar
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Invited Paper: DeepSLOs for the Computing Continuum
err
IF0
err2024-06-20
err0
PREAI
errVictor Casamayor Pujol; Boris Sedlak; Yanwei Xu; Praveen Kumar Donta; Schahram Dustdar
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Adversarial Attacks and Defenses for Deployed AI Models
err2022-07-01
err0
PREAI
errKishor Datta Gupta; Dipankar Dasgupta
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errSave
On Causality in Distributed Continuum Systems
err2024-03-01
err5
PREAI
errPujol, Victor Casamayor; Sedlak, Boris; Donta, Praveen Kumar; Dustdar, Schahram
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Equilibrium in the Computing Continuum through Active Inference
err2024-11-01
err6
errOAAI
errSedlak, Boris; Pujol, Victor Casamayor; Donta, Praveen Kumar; Dustdar, Schahram
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Governance and sustainability of distributed continuum systems: a big data approach
err2023-04-28
err15
errOAAI
errDonta, Praveen Kumar; Sedlak, Boris; Pujol, Victor Casamayor; Dustdar, Schahram
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