Safety-Relevant AI-Based System Robustification with Neural Network Ensembles

被引：0

作者：

Aldoma, Adria ^{[1
,2
]}

Brando, Axel ^{[1
]}

Cazorla, Francisco J. ^{[1
]}

Abella, Jaume ^{[1
]}

机构：

[1] Barcelona Supercomp Ctr BSC, Barcelona, Spain

[2] Univ Politecn Catalunya UPC, Barcelona, Spain

来源：

2024 IEEE 30TH INTERNATIONAL SYMPOSIUM ON ON-LINE TESTING AND ROBUST SYSTEM DESIGN, IOLTS 2024 | 2024年

关键词：

D O I：

10.1109/IOLTS60994.2024.10616095

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

Functional safety requirements of AI-based safety-critical applications challenge AI models, whose accuracy can be limited. In this paper, we show how using several cooperative deep learning (DL) models helps to raise global accuracy and reject making a prediction when confidence is below a pre-established threshold.

引用

页数：3

共 50 条

[21] A Study of AI-based Harbor Surveillance System
Shon, Dongkoo
Kim, Jeongsik
Yoon, Tae Hyun
Jung, Woo-Sung
Yoo, Dae Seung
2023 25TH INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION TECHNOLOGY, ICACT, 2023, : 272 - 276
[22] AIM - AN AI-BASED DECISION SUPPORT SYSTEM
BEWLEY, WL
ROSENBERG, DA
ADVANCES IN AI AND SIMULATION, 1989, 20 : 61 - 67
[23] Developing an AI-based spelling system for kids
Alharbi, Basma
Aljojo, Nahla
Alshutayri, Areej
Khayyat, Mashael
Banjar, Ameen
Zainol, Azida
Abduldaem, Alaa Khalid
Alhazmi, Alhanouf
Saklou, Renad
Alhowaiti, Sahab
ROMANIAN JOURNAL OF INFORMATION TECHNOLOGY AND AUTOMATIC CONTROL-REVISTA ROMANA DE INFORMATICA SI AUTOMATICA, 2021, 31 (02): : 59 - 68
[24] AI-Based Malicious Network Traffic Detection in VANETs
Lyamin, Nikita
Kleyko, Denis
Delooz, Quentin
Vinel, Alexey
IEEE NETWORK, 2018, 32 (06): : 15 - 21
[25] An AI-Based Exercise Prescription Recommendation System
Chen, Hung-Kai
Chen, Fueng-Ho
Lin, Shien-Fong
APPLIED SCIENCES-BASEL, 2021, 11 (06):
[26] Framework for an AI-based hybrid simulation system
Waikar, Avinash
Helms, Marilyn M.
Graves, Gerald
Cappell, Sam
Industrial Robot, 1993, 20 (03): : 20 - 26
[27] Locust Mayfly Optimization-Tuned Neural Network for AI-Based Pruning in Chess Game
Chole, Vikrant
Gadicha, Vijay
INTERNATIONAL JOURNAL OF IMAGE AND GRAPHICS, 2023, 23 (04)
[28] An AI-based automatic power network topology processor
Zhu, YL
Sidhu, TS
Yang, MY
Huo, LM
ELECTRIC POWER SYSTEMS RESEARCH, 2002, 61 (01) : 57 - 65
[29] AI-based Detection of DNS Misuse for Network Security
Chiscop, Irina
Soro, Francesca
Smith, Paul
PROCEEDINGS OF THE 1ST INTERNATIONAL WORKSHOP ON NATIVE NETWORK INTELLIGENCE, NATIVENI 2022, 2022, : 27 - 32
[30] An Enhanced AI-Based Network Intrusion Detection System Using Generative Adversarial Networks
Park, Cheolhee
Lee, Jonghoon
Kim, Youngsoo
Park, Jong-Geun
Kim, Hyunjin
Hong, Dowon
IEEE INTERNET OF THINGS JOURNAL, 2023, 10 (03) : 2330 - 2345

← 1 2 3 4 5 →