Paper Citation Record · LEDGER

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control

As of 10 August 2026, this Paper Citation Record lists 75 of 75 outbound references and 2 inbound Pith citation observations for arXiv:2506.20554.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.20554 v1

Coverage vector

measured 75 of 75 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:54:34.114513Z

measured 77 of 77 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T18:40:08.955364Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-11T08:06:00.027311Z

Reference resolution

75 of 75 outbound references displayed

verified exact0
verified fuzzy67
unresolved8
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 88480f3e-4b83-4206-90e7-43cca448eaab · outbound

This paper cites BoTorch: A Framework for Efficient Monte-Carlo Bayesian Optimization.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control BoTorch: A Framework for Efficient Monte-Carlo Bayesian Optimization

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T22:54:26.313453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd101078-fa59-4f5c-bc3c-5f36d55eec69 · outbound

This paper cites Wind Energy 13(6):573–586.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Wind Energy 13(6):573–586

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.349850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation dd850258-3010-497c-8b47-77c9cc922047 · outbound

This paper cites Wind Energy 12(5):431–444 17.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Wind Energy 12(5):431–444 17

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.340881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d0a906db-9177-495f-bbb4-87b354f2a4c3 · outbound

This paper cites SoftwareX 12:100550.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control SoftwareX 12:100550

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.332313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8511dacb-9493-4b51-83aa-b16b2f5f5940 · outbound

This paper cites Renewable Energy 70:116–123.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Renewable Energy 70:116–123

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.323006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0db856a0-749a-4850-87b1-461a5bec221b · outbound

This paper cites URL https: //doi.org/10.5281/zenodo.14507040.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control URL https: //doi.org/10.5281/zenodo.14507040

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T22:54:26.936648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ba4b8ab-68f7-418a-a5cc-091e714d4ede · outbound

This paper cites Journal of Fluid Mechanics 955:A12.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Journal of Fluid Mechanics 955:A12

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.314177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ae866de2-fa6b-48ec-b523-57c46eccaeba · outbound

This paper cites Wind Energy Science 9(4):869–882.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Wind Energy Science 9(4):869–882

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.305154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c97fb153-3de3-4c4d-90b6-c73dafa6239b · outbound

This paper cites TorchRL: A data-driven decision-making library for PyTorch.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control TorchRL: A data-driven decision-making library for PyTorch

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T22:54:27.361844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92ed5997-1673-4181-ae48-af98792f70cb · outbound

This paper cites an unresolved cited work.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:54:42.296199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b1f691b0-0e42-4f3f-8d76-d6d840efa9d0 · outbound

This paper cites Physics of Fluids 22(1):015110.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Physics of Fluids 22(1):015110

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.287486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cb682a8e-e5f9-4678-a5da-6a9a41201dbf · outbound

This paper cites In: Kuerten H, Geurts B, Armenio V, et al (eds) Direct and Large-Eddy Simulation VIII.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control In: Kuerten H, Geurts B, Armenio V, et al (eds) Direct and Large-Eddy Simulation VIII

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.278070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0ceaeaff-a73c-456c-bbd9-c3bac8d91c28 · outbound

This paper cites Physical Review Fluids 9(4):043902.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Physical Review Fluids 9(4):043902

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.267828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ea5ae774-4a04-4d68-8574-74689bc7d377 · outbound

This paper cites Nature 602(7897):414–419.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Nature 602(7897):414–419

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.258108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 076495bb-8a9b-4abd-ac79-594398aaf284 · outbound

This paper cites Wind Energy.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Wind Energy

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.248368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 71cbc9bb-2e02-43dd-914f-f161030436d9 · outbound

This paper cites Applied Energy 292:116928.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Applied Energy 292:116928

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.238472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8e7045e1-795a-4564-b85e-c9fb7576f454 · outbound

This paper cites Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences 476(2238):20200097.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences 476(2238):20200097

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.228744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 93358dc2-a0e6-49f0-95b7-c101cdf95f62 · outbound

This paper cites Nature Communications 16(1):1422.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Nature Communications 16(1):1422

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.218771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2b6f9913-4362-482d-9141-55155e3878fd · outbound

This paper cites Wind Energy 23(8):1739–1751.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Wind Energy 23(8):1739–1751

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.209475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cb87cd2a-ab88-4055-968f-c41bee3e260d · outbound

This paper cites In: International conference on machine learning, PMLR, pp 1587–1596 18.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control In: International conference on machine learning, PMLR, pp 1587–1596 18

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.200456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f2e45bb0-e90b-4bdc-b7ee-8930cde84774 · outbound

This paper cites Nature Communications 14(1):6480.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Nature Communications 14(1):6480

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.190952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bbc78d07-13b7-47a5-bae0-27dcf661127c · outbound

This paper cites Journal of Fluid Mechanics 768:5–50.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Journal of Fluid Mechanics 768:5–50

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.181568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4a9b2901-f5f5-40bf-b96a-d60780c34f5d · outbound

This paper cites In: International conference on machine learning, PMLR, pp 1861–1870.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control In: International conference on machine learning, PMLR, pp 1861–1870

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.172186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2592c642-b5f0-4b9f-8b2c-38a157baa8bf · outbound

This paper cites Frontiers in Neurorobotics 17:1127642.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Frontiers in Neurorobotics 17:1127642

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.162922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6f495794-cc4c-4df5-80a9-9fcb8ee6d2df · outbound

This paper cites Nature Energy 9(6):735–749.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Nature Energy 9(6):735–749

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.153870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 781f7e0b-2d19-42f3-9913-079be44b9906 · outbound

This paper cites International Journal of Electrical Power & Energy Systems 143:108406.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control International Journal of Electrical Power & Energy Systems 143:108406

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.143352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 51d7a3e4-5479-4b98-ae4c-52cabe38ef60 · outbound

This paper cites Wind Energy 25(2):195–220.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Wind Energy 25(2):195–220

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.133293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5a18cdd9-8602-4b4f-8e15-70a44a046ec0 · outbound

This paper cites MIT Press 2:39–47.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control MIT Press 2:39–47

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.122349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 372b7839-10eb-4215-994e-9bd6f4ea9423 · outbound

This paper cites Wind Energy Science 5(4):1315– 1338.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Wind Energy Science 5(4):1315– 1338

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.112108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 930e0dcc-3e0d-4cde-bc7d-40e9db7b0c72 · outbound

This paper cites Nature Energy 7(9):818–827.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Nature Energy 7(9):818–827

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.102550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a0dde3f7-4e12-4659-b1ce-c284ad6d5c0d · outbound

This paper cites URL https://www.iea.org/reports/net-zero-by-2050.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control URL https://www.iea.org/reports/net-zero-by-2050

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.092771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 019d9463-b864-4cfe-b06e-7815643cfb82 · outbound

This paper cites Wind Energy p e2946.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Wind Energy p e2946

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:42.083478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 76467d2b-708d-4ec0-8d40-f52001d59d00 · outbound

This paper cites an unresolved cited work.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:54:42.043950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2d200abb-0ca2-4625-8f79-b5c2aeab925e · outbound

This paper cites Wind Energy 13(6):559–572.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Wind Energy 13(6):559–572

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:41.667425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 042adec8-87c3-43ba-94e5-b90c9f207d5a · outbound

This paper cites Journal of Global optimization 13:455–492.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Journal of Global optimization 13:455–492

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:41.407360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4a826988-486e-4142-90ee-1de505051dc9 · outbound

This paper cites Wind Energy Science 2(1):115–131.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Wind Energy Science 2(1):115–131

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:41.216336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 253c2674-c76f-499c-be34-30a6385f5069 · outbound

This paper cites The International Journal of Robotics Research 32(11):1238–1274 19.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control The International Journal of Robotics Research 32(11):1238–1274 19

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:40.948127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b1839d3c-6f68-459f-9345-c0ecc26340d0 · outbound

This paper cites Journal of Physics: Conference Series 1934(1):012022.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Journal of Physics: Conference Series 1934(1):012022

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:40.816755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 25be18c8-fa34-4f3a-9893-7ed86f3cf74c · outbound

This paper cites Journal of Computational Physics 228:5989–6015.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Journal of Computational Physics 228:5989–6015

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:40.772515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b3dfceba-ef70-4825-9073-ba59c1911860 · outbound

This paper cites International Journal for Numerical Methods in Fluids 67:1735–57.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control International Journal for Numerical Methods in Fluids 67:1735–57

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:40.671097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 58655d8f-a607-44e7-ab35-9738055d83d2 · outbound

This paper cites arXiv preprint arXiv:150902971.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control arXiv preprint arXiv:150902971

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:40.569754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a13560d8-4cd1-4df4-9d50-3e182e35a782 · outbound

This paper cites Journal of Fluid Mechanics 242:51–78.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Journal of Fluid Mechanics 242:51–78

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:40.428571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation dd1008d6-9c49-4d5d-9b7c-1b51d1357187 · outbound

This paper cites Wind Energy 15(2):305–317.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Wind Energy 15(2):305–317

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:40.328641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f6542227-f828-4433-8f2f-496a922dd7ad · outbound

This paper cites Wind Energy Science 7(6):2271–2306.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Wind Energy Science 7(6):2271–2306

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:40.213936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6c0f696e-83aa-433d-98ba-95c44346bed4 · outbound

This paper cites PhD thesis, Technical University of Denmark.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control PhD thesis, Technical University of Denmark

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:40.075213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0345547e-4238-4c44-8eb6-77486d6dc071 · outbound

This paper cites arXiv preprint arXiv:13125602.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control arXiv preprint arXiv:13125602

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:39.945418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b1091ec0-3ea1-448d-9725-ed076e0876dc · outbound

This paper cites nature 518(7540):529–533.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control nature 518(7540):529–533

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:39.813003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b6e935d6-0a38-4aa1-a74c-19e5caeb3e50 · outbound

This paper cites In: International conference on machine learning, PmLR, pp 1928–1937.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control In: International conference on machine learning, PmLR, pp 1928–1937

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:39.684477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cc781757-24f9-43a3-b2f2-b244a53308a0 · outbound

This paper cites Flow, Turbulence and Combustion.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Flow, Turbulence and Combustion

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:39.529830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f2c289ca-40b9-47e6-a0ca-5aa02ad31548 · outbound

This paper cites WFCRL: A Multi-Agent Reinforcement Learning Benchmark for Wind Farm Control.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control WFCRL: A Multi-Agent Reinforcement Learning Benchmark for Wind Farm Control

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-06T22:54:31.942277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac896b0c-3fb3-461b-a39d-e9c78f23f0a0 · outbound

This paper cites Energies 11(1):177.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Energies 11(1):177

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:39.330985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b3990415-b365-4e2b-9352-4ad24dafd29f · outbound

This paper cites Physics of Fluids 28(2):025112.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Physics of Fluids 28(2):025112

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:39.119873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5e586e23-a2b4-4695-a50b-a4fb576b13e6 · outbound

This paper cites Renewable Energy 181:445–456.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Renewable Energy 181:445–456

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:38.970498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 46976d5c-4099-4400-ad77-0547a2f75aa6 · outbound

This paper cites Journal of Computational Science 62:101707.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Journal of Computational Science 62:101707

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:38.820663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a6120853-8d83-4030-92ad-9a866fa081e8 · outbound

This paper cites Advances in neural information processing systems 32.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Advances in neural information processing systems 32

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:38.625203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 51ff2d28-b7f6-48c0-9c2f-38b83bfac996 · outbound

This paper cites Adaptive Computation and Machine Learning, MIT Press, Cambridge, Mass.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Adaptive Computation and Machine Learning, MIT Press, Cambridge, Mass

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:38.464196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7feccc53-ae93-4484-83ac-ec642169a17b · outbound

This paper cites Energies 14(13):3745.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Energies 14(13):3745

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:38.322069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 25b08fa5-9adc-4a96-a7b8-9c1aad3990d5 · outbound

This paper cites arXiv preprint arXiv:170706347.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control arXiv preprint arXiv:170706347

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-06T22:54:32.616182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56a9de49-4686-48b4-bfbf-a9fcd78af037 · outbound

This paper cites Proceedings of the IEEE 104(1):148–175.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Proceedings of the IEEE 104(1):148–175

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:38.130796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 95cb1a89-b8b1-47f6-805f-e004a02be1ac · outbound

This paper cites In: Proceedings of European Wind Energy Conference 2007.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control In: Proceedings of European Wind Energy Conference 2007

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:37.922221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6854cc18-53a9-4137-94e9-db08801c0434 · outbound

This paper cites Monthly Weather Review 91(3):99–164.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Monthly Weather Review 91(3):99–164

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:37.716944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2181738f-7f4d-42d0-b2a0-01ea339074fd · outbound

This paper cites In: Pereira F, Burges C, Bottou L, et al (eds) Advances in Neural Information Processing Systems, vol 25.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control In: Pereira F, Burges C, Bottou L, et al (eds) Advances in Neural Information Processing Systems, vol 25

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:37.439850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 152d7109-213f-4618-b2f2-6eb10b478d7d · outbound

This paper cites Journal of Fluids Engineering 124(2):393–399.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Journal of Fluids Engineering 124(2):393–399

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:37.159620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 28d72646-ce9a-4d5d-88e4-5915cfd278fe · outbound

This paper cites arXiv preprint arXiv:09123995.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control arXiv preprint arXiv:09123995

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:36.832576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 30ae87a3-52b4-4a00-8237-a0638e268d92 · outbound

This paper cites Machine learning 3:9–44.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Machine learning 3:9–44

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:36.555306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fb505935-bd19-4234-bd59-7309dcf4fbc4 · outbound

This paper cites MIT press.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control MIT press

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:36.220282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 394b7dab-d8b6-4592-93e4-ce59dc17efbd · outbound

This paper cites In: Proceedings of the AAAI conference on artificial intelligence.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control In: Proceedings of the AAAI conference on artificial intelligence

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:36.068774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c32f09de-26c2-4e52-b201-e950d7092855 · outbound

This paper cites Wind Energy Science 8(7):1071–1131.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Wind Energy Science 8(7):1071–1131

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:35.895612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b7ab819a-ac4d-427d-940b-572d05c99cff · outbound

This paper cites Physics of Fluids 35(3).

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Physics of Fluids 35(3)

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:35.763697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9b5dceb9-b1b9-4736-b542-2a88ce5a3c9d · outbound

This paper cites Energy Conversion and Management 337:119888.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Energy Conversion and Management 337:119888

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:35.596582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8a711f2a-ab75-4617-a017-0330d3654563 · outbound

This paper cites Machine learning 8:279–292.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Machine learning 8:279–292

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:35.403061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7e8efbe9-0370-45d3-be9d-a886f0ecdcf0 · outbound

This paper cites an unresolved cited work.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:54:35.161401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d4495f91-eabf-4b5e-9b5c-b45e9a215483 · outbound

This paper cites Renewable Energy 75:945–955.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Renewable Energy 75:945–955

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:34.908818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bae639cc-9890-4233-8316-735615d84dd0 · outbound

This paper cites Journal of Fluid Mechanics 981:A17.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Journal of Fluid Mechanics 981:A17

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:34.677050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f127f1fc-7feb-4583-97a7-b7908ee1235e · outbound

This paper cites Real-time digital optimisation and decision making for energy and transport systems.

Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control Real-time digital optimisation and decision making for energy and transport systems

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:34.429317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

Observation 2de456d0-a76c-44b5-8632-766cdfb9de99 · inbound

Three-dimensional Navier-Stokes-Biot coupling via a moving reticular plate interface: existence of weak solutions cites this paper.

Three-dimensional Navier-Stokes-Biot coupling via a moving reticular plate interface: existence of weak solutions Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T18:40:08.955364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a749bbce-7144-4030-ac69-81e57bd8bf83 · inbound

Adversarial Sensor Errors for Safe and Robust Wind Turbine Fleet Control cites this paper.

Adversarial Sensor Errors for Safe and Robust Wind Turbine Fleet Control Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative Control

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-11T08:06:00.032788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.