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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 32

Load Scheduling of Simple Temporal Networks Under Dynamic Resource Pricing

March 15, 2023

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Published Date: 2018-02-08

Registration: ISSN 2374-3468 (Online) ISSN 2159-5399 (Print)

Copyright: Published by AAAI Press, Palo Alto, California USA Copyright © 2018, Association for the Advancement of Artificial Intelligence All Rights Reserved.

Authors

T. K. Satish Kumar

University of Southern California, Information Sciences Institute


Zhi Wang

University of Southern California


Anoop Kumar

University of Southern California, Information Sciences Institute


Craig Rogers

University of Southern California, Information Sciences Institute


Craig Knoblock

University of Southern California, Information Sciences Institute


DOI:

10.1609/aaai.v32i1.12084


Abstract:

We study load scheduling of simple temporal networks (STNs) under dynamic pricing of resources. We are given a set of processes and a set of simple temporal constraints between their execution times, i.e., an STN. Each process uses a certain amount of resource for execution. The unit price of the resource is a function of time, f(t). The goal is to find a schedule of a given STN that trades off makespan minimization against cost minimization within a user-specified suboptimality bound. We provide a polynomial-time algorithm for solving the load scheduling problem when f(t) is piecewise constant. This has important applications in many real-world domains including the smart home and smart grid domains. We then study the dependency of the unit price of the resource on time as well as the total demand at that time. This leads to a further characterization of tractable, NP-hard, and conjectured tractable cases.

Topics: AAAI

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HOW TO CITE:

T. K. Satish Kumar||Zhi Wang||Anoop Kumar||Craig Rogers||Craig Knoblock Load Scheduling of Simple Temporal Networks Under Dynamic Resource Pricing Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

T. K. Satish Kumar||Zhi Wang||Anoop Kumar||Craig Rogers||Craig Knoblock Load Scheduling of Simple Temporal Networks Under Dynamic Resource Pricing AAAI 2018, .

T. K. Satish Kumar||Zhi Wang||Anoop Kumar||Craig Rogers||Craig Knoblock (2018). Load Scheduling of Simple Temporal Networks Under Dynamic Resource Pricing. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

T. K. Satish Kumar||Zhi Wang||Anoop Kumar||Craig Rogers||Craig Knoblock. Load Scheduling of Simple Temporal Networks Under Dynamic Resource Pricing. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

T. K. Satish Kumar||Zhi Wang||Anoop Kumar||Craig Rogers||Craig Knoblock. 2018. Load Scheduling of Simple Temporal Networks Under Dynamic Resource Pricing. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

T. K. Satish Kumar||Zhi Wang||Anoop Kumar||Craig Rogers||Craig Knoblock. (2018) "Load Scheduling of Simple Temporal Networks Under Dynamic Resource Pricing", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

T. K. Satish Kumar||Zhi Wang||Anoop Kumar||Craig Rogers||Craig Knoblock, "Load Scheduling of Simple Temporal Networks Under Dynamic Resource Pricing", AAAI, p., 2018.

T. K. Satish Kumar||Zhi Wang||Anoop Kumar||Craig Rogers||Craig Knoblock. "Load Scheduling of Simple Temporal Networks Under Dynamic Resource Pricing". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

T. K. Satish Kumar||Zhi Wang||Anoop Kumar||Craig Rogers||Craig Knoblock. "Load Scheduling of Simple Temporal Networks Under Dynamic Resource Pricing". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

T. K. Satish Kumar||Zhi Wang||Anoop Kumar||Craig Rogers||Craig Knoblock. Load Scheduling of Simple Temporal Networks Under Dynamic Resource Pricing. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
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101, Palo Alto, California 94303 All Rights Reserved

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