Cloud Technology, Infrastructure and Computing for Manufacturing Viable XAI Systems

The hot topic in the field of artificial intelligence is the production of intelligent products based on knowledge graphs as effective method for building applications of explainable Artificial Intelligence (XAI). The success of AI-products directly depends on how effective the viability mechanisms are laid down in its design. In this paper, a systematic cloud-based toolkit is proposed to develop viable XAI systems. The characteristic properties of applicated intelligent software services with knowledge graphs are described. It is explained, how these properties are provided in cloud specialized manufacturing environments. The example of tools for cognitologs and engineers to create portals with XAI-system production conditions are the instruments implemented on the «IACPaaS» platform. Several thematic cloud portals for collective development of XAI services have already been created here. An example is the specialized manufacturing environment of the Medical Portal, which made it possible to create multifunctional clinical software services to support decision-making based on diseases-centric knowledge graphs, the completeness and relevance of which is maintained remotely.

Authors

Institutions

Publication Details

Published
2024-09-30
DOI
https://doi.org/10.1109/sibircon63777.2024.10758468
Citations
1
Primary Topic
Digital Transformation in Industry
Type
article
Field-Weighted Citation Impact
0.35
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Cloud Technology, Infrastructure and Computing for Manufacturing Viable XAI Systems

Valeriya Gribova, Елена Шалфеева
1 citations
Digital Transformation in Industry
0.35
article

Cloud Technology, Infrastructure and Computing for Manufacturing Viable XAI Systems

Valeriya Gribova, Елена Шалфеева
article en
1 citations

Abstract

The hot topic in the field of artificial intelligence is the production of intelligent products based on knowledge graphs as effective method for building applications of explainable Artificial Intelligence (XAI). The success of AI-products directly depends on how effective the viability mechanisms are laid down in its design. In this paper, a systematic cloud-based toolkit is proposed to develop viable XAI systems. The characteristic properties of applicated intelligent software services with knowledge graphs are described. It is explained, how these properties are provided in cloud specialized manufacturing environments. The example of tools for cognitologs and engineers to create portals with XAI-system production conditions are the instruments implemented on the «IACPaaS» platform. Several thematic cloud portals for collective development of XAI services have already been created here. An example is the specialized manufacturing environment of the Medical Portal, which made it possible to create multifunctional clinical software services to support decision-making based on diseases-centric knowledge graphs, the completeness and relevance of which is maintained remotely.

Institute of Automation and Control Processes (RU)
Industry, innovation and infrastructure
Openalex Percentile: Top 33%
Digital Transformation in Industry
0.35
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.