DIPy-AI: Brain-Cognition-Inspired DIKW Pyramid-Based Agile AI Architecture for Industrial Sensor Data Assimilation

Amit Kumar Mishra*, Yi Zhong

*Awdur cyfatebol y gwaith hwn

Allbwn ymchwil: Pennod mewn Llyfr/Adroddiad/Trafodion CynhadleddTrafodion Cynhadledd (Nid-Cyfnodolyn fathau)

Crynodeb

The paper proposes DIPy-AI, an agile AI architecture based on the data-knowledge-information-wisdom (DIKW) pyramid, for processing sensor data in production environments. DIKW is one of the accepted models abstracting the assimilation of sensory data by the human brain. DIPy-AI aims to address challenges related to data assimilation, quality detection, and modular information extraction. The proposed architecture consists of three layers, viz a sensor-dependent data pre-processing layer, a sensor-agnostic ML layer for converting data into information, and an application-specific layer for knowledge extraction. There are two major merits of the proposed architecture. By having a layered architecture, it can easily be repurposed for different industries. Secondly, this agility in the architecture also facilitates the changing of sensors as well as overall goals of the architecture. The work aligns well with sustainable industrial digitization goals (shared by many countries) and offers a flexible solution applicable to multiple industries, promoting sustainability, data-sharing and architecture sharing.

Iaith wreiddiolSaesneg
TeitlBiologically Inspired Cognitive Architectures 2023 - Proceedings of the 14th Annual Meeting of the BICA Society
GolygyddionAlexei V. Samsonovich, Tingting Liu
CyhoeddwrSpringer Nature
Tudalennau604-611
Nifer y tudalennau8
ISBN (Electronig)978-3-031-50381-8
ISBN (Argraffiad)9783031503801
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - 14 Chwef 2024
Cyhoeddwyd yn allanolIe
Digwyddiad14th Biologically Inspired Cognitive Architectures Meeting, BICA 2023 - Ningbo, Tsieina
Hyd: 13 Hyd 202315 Hyd 2023

Cyfres gyhoeddiadau

EnwStudies in Computational Intelligence
Cyfrol1130 LNCS
ISSN (Argraffiad)1860-949X
ISSN (Electronig)1860-9503

Cynhadledd

Cynhadledd14th Biologically Inspired Cognitive Architectures Meeting, BICA 2023
Gwlad/TiriogaethTsieina
DinasNingbo
Cyfnod13 Hyd 202315 Hyd 2023

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