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Record W4386804139 · doi:10.23977/acss.2023.070615

Research on the Migration Algorithm of Mobile Cloud Computing

2023· article· en· W4386804139 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueAdvances in Computer Signals and Systems · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicAdvanced Computing and Algorithms
Canadian institutionsnot available
Fundersnot available
KeywordsCloud computingComputer scienceMobile cloud computingDistributed computingAnt colony optimization algorithmsAlgorithmField (mathematics)Particle swarm optimizationCloud testingCloud computing securityMathematicsOperating system

Abstract

fetched live from OpenAlex

With the continuous expansion of cloud computing scale and dynamic changes in load, reasonable computing migration can optimize resource utilization, improve system performance, and reduce energy consumption. This paper first describes the characteristics and development prospects of cloud computing migration algorithms, then introduces the basic principles and classification of cloud computing migration algorithms, then analyzes several common computing migration algorithms. This paper proposes the principle of migration algorithm based on ant colony optimization algorithm and particle swarm, then analyzes the experimental results. Finally, this article provides a prospect for the future development of mobile cloud computer migration algorithms. With the development and increasing demand of mobile cloud computing, migration algorithms will continue to evolve and innovate, solving various problems in mobile cloud computing, and expanding the research field of mobile cloud computing.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.658
Threshold uncertainty score0.419

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.070
GPT teacher head0.405
Teacher spread0.335 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it