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Full identifier: https://w3id.org/np/RA6kCn01DWIP7AqdRC-p_AHRmQgh6NYvOI2bZGkYJOXhI#document

Assigned to 1 class:

http://purl.org/ontology/bibo/Manuscript Manuscript ( )

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Minted in Nanopublication

Class: SAC-TD3 Hybrid 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/RA6kCn01DW...#SAC-TD3Hybrid

SAC-TD3Hybrid

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/RA6kCn01DW...#SAC-TD3Hybrid

SAC-TD3Hybrid

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)

"SAC-TD3 Hybrid"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA6kCn01DW...#SAC-TD3Hybrid

SAC-TD3Hybrid

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)

"SAC-TD3 Hybrid is an algorithm which has been used to estimate the reaction barrier given a potential energy surface. It incorporates elements from both the TD3 and the SAC algorithms. Stable states in complex systems correspond to local minima on the associated potential energy surface, transitions between which govern the dynamics of the system. Precisely determining the transition pathways in complex and high-dimensional systems is challenging because these transitions are rare events, and the system remains near a local minimum for most of the time. 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 problem has is formulated as a cost-minimization problem and solved using the above mentioned reinforcement learning algorithm. It incorporates the idea of entropy regularization from SAC while borrowing target policy smoothening, delayed policy updates from the TD3 algorithm. The exploratory nature of the algorithm enables efficient sampling and better estimation of the minimum energy barrier for transitions."

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA6kCn01DW...#SAC-TD3Hybrid

SAC-TD3Hybrid

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/RA6kCn01DW...#SAC-TD3Hybrid

SAC-TD3Hybrid

connects two classes that are somehow related http://www.w3.org/2004/02/skos/core#relatedMatch is related to http://www.wikidata.org/entity/Q65079156

deep reinforcement learning

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA6kCn01DW...#SAC-TD3Hybrid

SAC-TD3Hybrid

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/RA6kCn01DW...#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/RA6kCn01DW...#research-activity a research activity .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA6kCn01DW...#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/RA6kCn01DW...#document a document .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA6kCn01DW...#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/RA6kCn01DW... 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/RA6kCn01DW... 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/RA6kCn01DW... This nanopublication http://www.w3.org/ns/prov#wasDerivedFrom was derived from https://w3id.org/np/RA0JAKZR_z...

RA0JAKZR_z

This is the identifier for this whole nanopublication. https://w3id.org/np/RA6kCn01DW... 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/RA6kCn01DW... This nanopublication http://purl.org/nanopub/x/supersedes supersedes https://w3id.org/np/RAZdadPk2L...

RAZdadPk2L

This is the identifier for this whole nanopublication. https://w3id.org/np/RA6kCn01DW... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"Class: SAC-TD3 Hybrid"

This is the identifier for this whole nanopublication. https://w3id.org/np/RA6kCn01DW... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

"2024-10-02T09:46:03.381Z"

(xsd:dateTime) .

This is the identifier for this whole nanopublication. https://w3id.org/np/RA6kCn01DW... 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/RA6kCn01DW... 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/RA6kCn01DW... 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

RABngHbKpo

RAbi5DDAdv

RAh1gm83Ji

RAjpBMlw3o

This is the identifier for this whole nanopublication. https://w3id.org/np/RA6kCn01DW... 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/RA6kCn01DW...#SAC-TD3Hybrid

SAC-TD3Hybrid

http://www.wikidata.org/entity/Q65079156

deep reinforcement learning

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

"deep reinforcement learning - techniques combining deep learning and reinforcement learning principles to create efficient machine learning algorithms"

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/RA6kCn01DW...#sig

sig

http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RA6kCn01DW... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA6kCn01DW...#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/RA6kCn01DW...#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/RA6kCn01DW...#sig

sig

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

"NJzbo3sErssvGBKNWFYXoaN0CyX0bMQTQiJkxFrcBZeI5NfiOIWe/P3SCtZ+iverAY/UN8C46Zbdt18cnFMWaOuKtDQy8//uyUaFZ4PdOkUceCxO+/vt0zSY/kED+kxmcHIS0jRRaZ795cJpY4lxWppuYOimGFkI2vL9giEMgbs="

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA6kCn01DW...#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/RA6kCn01DW... This nanopublication http://purl.org/nanopub/x/wasCreatedAt was created at https://nanodash.knowledgepixels.com/

nanodash.knowledgepixels.com

0009-0005-0705-7768, 2 Oct 2024, 09:46:03 UTC

References

Nanopublication	Part	Subject	Predicate	Object	Published By	Published On
https://w3id.org/np/RA6kCn01DW... RA6kCn01DW	links a nanopublication to its provenance http://www.nanopub.org/nschema#hasProvenance provenance	document	http://www.w3.org/1999/02/22-rdf-syntax-ns#type type	http://purl.org/ontology/bibo/Manuscript Manuscript	(unknown)	2024-10-02T09:46:03.381Z
https://w3id.org/np/RA6kCn01DW... RA6kCn01DW	links a nanopublication to its provenance http://www.nanopub.org/nschema#hasProvenance provenance	https://w3id.org/np/RA6kCn01DW...#research-activity research-activity	http://purl.org/dc/terms/description description	document	(unknown)	2024-10-02T09:46:03.381Z

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