Reinforcement learning of adaptive online rescheduling timing and computing time allocation

Teemu J. Ikonen; Keijo Heljanko; Iiro Harjunkoski

doi:10.1016/j.compchemeng.2020.106994

Reinforcement learning of adaptive online rescheduling timing and computing time allocation

Teemu J. Ikonen, Keijo Heljanko, Iiro Harjunkoski

Research output: Contribution to journal › Article › Scientific › peer-review

Original language	English
Article number	106994
Journal	Computers & Chemical Engineering
Volume	141
Number of pages	17
ISSN	0098-1354
DOIs	https://doi.org/10.1016/j.compchemeng.2020.106994
Publication status	Published - Oct 2020
MoE publication type	A1 Journal article-refereed

Fields of Science

Online scheduling
Rescheduling procedures
Reinforcement learning
Decision-making
Timing
Computing resource allocation
NEURAL-NETWORKS
NEUROEVOLUTION
MODELS
113 Computer and information sciences

Access to Document

10.1016/j.compchemeng.2020.106994

ikonen_heljanko_harjunkoski_acceptedManuscriptAccepted author manuscript, 3.64 MBLicence: CC BY-NC-ND

Cite this

@article{3b9431989732443d87b219bb544de8bb,

title = "Reinforcement learning of adaptive online rescheduling timing and computing time allocation",

keywords = "Online scheduling, Rescheduling procedures, Reinforcement learning, Decision-making, Timing, Computing resource allocation, NEURAL-NETWORKS, NEUROEVOLUTION, MODELS, 113 Computer and information sciences",

author = "Ikonen, {Teemu J.} and Keijo Heljanko and Iiro Harjunkoski",

year = "2020",

month = oct,

doi = "10.1016/j.compchemeng.2020.106994",

language = "English",

volume = "141",

journal = "Computers & Chemical Engineering",

issn = "0098-1354",

publisher = "Pergamon Press",

}

TY - JOUR

T1 - Reinforcement learning of adaptive online rescheduling timing and computing time allocation

AU - Ikonen, Teemu J.

AU - Heljanko, Keijo

AU - Harjunkoski, Iiro

PY - 2020/10

Y1 - 2020/10

KW - Online scheduling

KW - Rescheduling procedures

KW - Reinforcement learning

KW - Decision-making

KW - Timing

KW - Computing resource allocation

KW - NEURAL-NETWORKS

KW - NEUROEVOLUTION

KW - MODELS

KW - 113 Computer and information sciences

U2 - 10.1016/j.compchemeng.2020.106994

DO - 10.1016/j.compchemeng.2020.106994

M3 - Article

VL - 141

JO - Computers & Chemical Engineering

JF - Computers & Chemical Engineering

SN - 0098-1354

M1 - 106994

ER -