Multimodal Data-Driven Reinforcement Learning for Operational Decision-Making in Industrial Processes

被引：0

作者：

Chenliang Liu ^{[1
]}

Yalin Wang ^{[2
,1
]}

Chunhua Yang ^{[2
,1
]}

Weihua Gui ^{[1
]}

机构：

[1] the School of Automation, Central South University

[2] IEEE

来源：

IEEE/CAA Journal of Automatica Sinica | 2024年 / 11卷 / 01期

基金：

中央高校基本科研业务费专项资金资助; 中国国家自然科学基金;

关键词：

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Dear Editor, This letter proposes a multimodal data-driven reinforcement learning-based method for operational decision-making in industrial processes. Due to the frequent fluctuations of feedstock properties and operating conditions in the industrial processes, existing data-driven methods cannot effectively adjust the operational variables. In addition, multimodal data such as images, audio,

引用

页码：252 / 254

页数：3

共 50 条

[21] Elementary teachers’ perceptions of data-driven decision-making
Natalie Schelling
Lisa DaVia Rubenstein
[J]. Educational Assessment, Evaluation and Accountability, 2021, 33 : 317 - 344
[22] Data-driven decision-making in emergency remote teaching
Botvin, Maya
Hershkovitz, Arnon
Forkosh-Baruch, Alona
[J]. EDUCATION AND INFORMATION TECHNOLOGIES, 2023, 28 (01) : 489 - 506
[23] Data-driven decision-making in classification algorithm selection
Oreski, Dijana
Redep, Nina Begicevic
[J]. JOURNAL OF DECISION SYSTEMS, 2018, 27 (27) : 248 - 255
[24] A Data-driven Decision-making Approach for Complex Product Design Based on Deep Learning
Lai, Zou
Fu, Siqin
Yu, Hang
Lan, Shulin
Yang, Chen
[J]. PROCEEDINGS OF THE 2021 IEEE 24TH INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED COOPERATIVE WORK IN DESIGN (CSCWD), 2021, : 238 - 243
[25] Data-driven optimal control of operational indices for a class of industrial processes
Lu, Xinglong
Kiumarsi, Bahare
Chai, Tianyou
Lewis, Frank L.
[J]. IET CONTROL THEORY AND APPLICATIONS, 2016, 10 (12): : 1348 - 1356
[26] Data-Driven Decision Making
Jose Divan, Mario
[J]. 2017 INTERNATIONAL CONFERENCE ON INFOCOM TECHNOLOGIES AND UNMANNED SYSTEMS (TRENDS AND FUTURE DIRECTIONS) (ICTUS), 2017, : 50 - 56
[27] BARRIERS TO DATA-DRIVEN DECISION-MAKING AMONG ONLINE RETAILERS
Kemppainen, Tiina
Frank, Lauri
Makkonen, Markus
Kallio, Antti
[J]. 35TH BLED ECONFERENCE DIGITAL RESTRUCTURING AND HUMAN (RE)ACTION, BLED ECONFERENCE 2022, 2022, : 327 - 342
[28] Data-Driven Decision-Making in Support of Managing Pathology Laboratories
Dahl, Julia
Myers, Jeffrey L.
Pantanowitz, Liron
[J]. AJSP-REVIEWS AND REPORTS, 2022, 27 (04) : 158 - 163
[29] Data-Driven Decision-Making in Product R&D
Fabijan, Aleksander
Olsson, Helena Holmstrom
Bosch, Jan
[J]. AGILE PROCESSES, IN SOFTWARE ENGINEERING, AND EXTREME PROGRAMMING, XP 2015, 2015, 212 : 350 - 351
[30] THE IMPLICATIONS OF INTEGRATING ARTIFICIAL INTELLIGENCE INTO DATA-DRIVEN DECISION-MAKING
Sutherns, Jessica
Fanta, Getnet B.
[J]. South African Journal of Industrial Engineering, 2024, 35 (03) : 195 - 207

← 1 2 3 4 5 →