Distributed Genetic Algorithm implementation based on a publish/subscriber pattern

DOI

This dataset comprises the experimental results of a distributed genetic algorithm for application placement in the cloud–edge/fog continuum. It includes: - execution logs of multiple placement scenarios under four different distribution models (traditional centralized, semi-distributed, fully-distributed, neighbour-aware), each with multiple repetitions; - csv files capturing solution sets (Pareto fronts) for each run, including objective values (e.g., latency, cost, resource usage) and instance metadata (e.g., number of infrastructure nodes, number of applications/services, worker counts, distribution mode); - aggregated result plots summarising performance metrics (e.g., convergence, generational distance, network overhead) across scenarios, generated via analizeresults.py; - configuration files to reproduce the experiments (executionConfig.py, optimizationConfig.py, experimentationConfig.py).

Identifier
DOI https://doi.org/10.34810/DATA2672
Related Identifier IsReferencedBy https://doi.org/10.1016/j.future.2024.05.044
Metadata Access https://dataverse.csuc.cat/oai?verb=GetRecord&metadataPrefix=oai_datacite&identifier=doi:10.34810/DATA2672
Provenance
Creator Lera, Isaac ORCID logo; Guerrero, Carlos ORCID logo
Publisher CORA.Repositori de Dades de Recerca
Contributor Lera Castro, Isaac; Universitat de les Illes Balears
Publication Year 2025
Funding Reference https://ror.org/003x0zc53 PID2021-128071OB-I00
Rights MIT; info:eu-repo/semantics/openAccess; https://opensource.org/licenses/MIT
OpenAccess true
Contact Lera Castro, Isaac (UIB)
Representation
Resource Type Program source code; Dataset
Format text/tab-separated-values; text/x-python; application/octet-stream; application/pdf; text/plain; charset=US-ASCII; text/markdown; text/plain
Size 348; 956; 1352; 945; 1316; 1213; 890; 1104; 869; 854; 628; 579; 492; 561; 584; 1103; 568; 493; 637; 675; 834; 875; 1520; 683; 817; 841; 556; 1382; 1296; 467; 1095; 935; 1001; 1005; 1081; 1519; 846; 299; 1245; 1422; 19756; 15579; 12951; 15736; 139; 1414; 1424; 1954; 911557; 895709; 892116; 852159; 869808; 895494; 1008596; 874439; 901012; 896788; 874179; 895244; 919171; 901148; 791072; 894986; 905782; 905617; 843073; 959170; 905554; 895601; 905527; 988876; 895306; 1241379; 902203; 878681; 1105860; 895194; 810584; 894812; 896690; 895581; 910163; 916546; 896476; 895044; 17873; 37157; 24426; 35149; 3261; 1562; 1719; 10035; 125659; 115822; 164522; 118730; 145287; 138964; 139653; 137903; 122437; 112447; 140970; 141649; 134518; 113391; 135545; 121087; 147518; 120842; 144818; 154678; 140580; 159154; 156420; 143001; 158272; 144679; 144361; 151030; 148337; 140249; 117302; 144754; 112105; 145681; 148297; 137686; 144433; 150674; 72766; 420042; 379806; 100015; 100010; 100020; 6076; 22178; 62; 367; 368; 8587; 28660; 21056; 11127
Version 1.0
Discipline Computer Science; Computer Science, Electrical and System Engineering; Engineering Sciences