research-activity (explore)

research-activity

Full identifier: https://w3id.org/np/RA0JAKZR_z1jwkGeEVFh4rApkHM8CDGX2PJqXSpty3iKM#research-activity

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Minted in Nanopublication

Class: Estimating Reaction Barriers with Deep Reinforcement Learning Class Draft comment approve/disapprove edit as derived nanopublication create new with same template

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0JAKZR_z...#SAC++

SAC

asserts that the thing on the left belongs to the class on the right http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a a class represents a set of concrete or abstract things http://www.w3.org/2002/07/owl#Class class .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0JAKZR_z...#SAC++

SAC

connects a formal identifier (left) to an informal human-readable name (right) http://www.w3.org/2000/01/rdf-schema#label is called (this is a literal)

"Estimating Reaction Barriers with Deep Reinforcement Learning"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0JAKZR_z...#SAC++

SAC

connects an identifier (left) to a human-readable definition (right) http://www.w3.org/2004/02/skos/core#definition is defined as follows: (this is a literal)

"Stable states in complex systems correspond to local minima on the associated potential energy surface. Transitions between these local minima govern the dynamics of such systems. Precisely determining the transition pathways in complex and high-dimensional systems is challenging because these transitions are rare events, and isolating the relevant species in experiments is difficult. Most of the time, the system remains near a local minimum, with rare, large fluctuations leading to transitions between minima. The probability of such transitions decreases exponentially with the height of the energy barrier, making the system's dynamics highly sensitive to the calculated energy barriers. This work aims to formulate the problem of finding the minimum energy barrier between two stable states in the system's state space as a cost-minimization problem. It is proposed to solve this problem using reinforcement learning algorithms. The exploratory nature of reinforcement learning agents enables efficient sampling and determination of the minimum energy barrier for transitions."

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0JAKZR_z...#SAC++

SAC

states that all instances of the class to the left are also instances of the class to the right http://www.w3.org/2000/01/rdf-schema#subClassOf is a subclass of http://www.wikidata.org/entity/Q8366

algorithm

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0JAKZR_z...#SAC++

SAC

connects two classes that are somehow related http://www.w3.org/2004/02/skos/core#relatedMatch is related to http://www.wikidata.org/entity/Q830687

reinforcement learning

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RA0JAKZR_z...#assertion The assertion above http://www.w3.org/ns/prov#wasGeneratedBy was generated by This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0JAKZR_z...#research-activity a research activity .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0JAKZR_z...#research-activity The research activity http://purl.org/dc/terms/description is described in This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0JAKZR_z...#document a document .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0JAKZR_z...#document The document http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a http://purl.org/ontology/bibo/Manuscript (unpublished) manuscript .

This is the identifier for this whole nanopublication. https://w3id.org/np/RA0JAKZR_z... This nanopublication http://purl.org/dc/terms/creator is created by https://orcid.org/0009-0005-0705-7768

0009-0005-0705-7768

This is the identifier for this whole nanopublication. https://w3id.org/np/RA0JAKZR_z... This nanopublication http://purl.org/dc/terms/license is published under the license https://creativecommons.org/licenses/by/4.0/

Attribution 4.0 International (CC BY 4.0)

This is the identifier for this whole nanopublication. https://w3id.org/np/RA0JAKZR_z... This nanopublication http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a a nanopublication that is not yet in a complete or stable state http://purl.org/nanopub/x/DraftNanopub draft nanopublication .

This is the identifier for this whole nanopublication. https://w3id.org/np/RA0JAKZR_z... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"Class: Estimating Reaction Barriers with Deep Reinforcement Learning"

This is the identifier for this whole nanopublication. https://w3id.org/np/RA0JAKZR_z... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

"2024-09-29T19:14:24.257Z"

(xsd:dateTime) .

This is the identifier for this whole nanopublication. https://w3id.org/np/RA0JAKZR_z... This nanopublication links to the assertion template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate was created from the assertion template https://w3id.org/np/RAxfD9wQMH...

RAxfD9wQMH

This is the identifier for this whole nanopublication. https://w3id.org/np/RA0JAKZR_z... This nanopublication links to the provenance template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate was created from the provenance template http://purl.org/np/RA4LGtuOqT...

RA4LGtuOqT

This is the identifier for this whole nanopublication. https://w3id.org/np/RA0JAKZR_z... This nanopublication links to the publication info template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate was created from the publication info template http://purl.org/np/RAA2MfqdBC...

RAA2MfqdBC

RAbi5DDAdv

RAh1gm83Ji

This is the identifier for this whole nanopublication. https://w3id.org/np/RA0JAKZR_z... This nanopublication the nanopublication consists of an introduction of the given resource http://purl.org/nanopub/x/introduces introduces This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0JAKZR_z...#SAC++

SAC

http://www.wikidata.org/entity/Q830687

reinforcement learning

https://w3id.org/np/o/ntemplate/hasLabelFromApi has the label from an API (this is a literal)

"reinforcement learning - field of machine learning"

http://www.wikidata.org/entity/Q8366

algorithm

https://w3id.org/np/o/ntemplate/hasLabelFromApi has the label from an API (this is a literal)

"algorithm - sequence of instructions to perform a task"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0JAKZR_z...#sig

sig

http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RA0JAKZR_z... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0JAKZR_z...#sig

sig

http://purl.org/nanopub/x/hasAlgorithm has the algorithm (this is a literal)

"RSA"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0JAKZR_z...#sig

sig

http://purl.org/nanopub/x/hasPublicKey has the public key (this is a literal)

"MIGfMA0GCSqGSIb3DQEBAQUAA4GNADCBiQKBgQCgf5e4OjFQxWlVxXTS0fn6d6Bs2sjO0XW9AIzKzz3I5q9i4eZQWoMYrCtjxsGc+bjyf0+gGfOH0GPt6SgKJf7tkjS67BheM2uEAeB6ryPO77TTZUUanMSuUvdD/jMR1pFeO2CgE/9O0oeI+hxer5upIw43wcdnsuJfeDFnO1204QIDAQAB"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0JAKZR_z...#sig

sig

http://purl.org/nanopub/x/hasSignature has the signature (this is a literal)

"nvaicvALhZ8cpCbVTks/OUNSXPwAK+7ovGHDOiSnfKxKieuIKgoxLz/XD3ycyLaBMb87CiUJzodfrvdsOVjq96PbXaoTFO69wxvRElLuh2K62oQ0T41GB2nvInbagUBzodTnu4wZw115U1NnMKFO8dvhhQGjfmjJCduhtofJ1Ho="

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0JAKZR_z...#sig

sig

http://purl.org/nanopub/x/signedBy is signed by https://orcid.org/0009-0005-0705-7768

0009-0005-0705-7768

This is the identifier for this whole nanopublication. https://w3id.org/np/RA0JAKZR_z... This nanopublication http://purl.org/nanopub/x/wasCreatedAt was created at https://nanodash.knowledgepixels.com/

nanodash.knowledgepixels.com

0009-0005-0705-7768, 29 Sep 2024, 19:14:24 UTC

References

Raw

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