Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T13:16:49.251213Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:2412.13356.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T13:16:49.251213Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
54 of 54 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 73062f5b-7cc9-4587-91e1-3aa0698d3825 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 950571f3-7538-4c1a-9052-7172736542e5 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Renewable energy and climate cha nge,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d91c7605-269b-4f76-bffb-49116c1d90d4 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Ex- Ante Analysis of Economic, Social and Environmental Impacts of Large -Scale Renewable and Nucl ear Energy Targets for Global Electricity Generation by 2030,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9ca45040-8332-4ac8-8f90-9bab7af73780 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Renewable and sustainable energy production in Saudi Arabia accordi ng to Saudi Vision 2030; Current status and future prospects,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 18fd9322-1100-40e4-9180-ea85f762cc2f · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia The Feasibility of the First Utility-Scale Wind Farm in Saudi Arabia (The 400 MW Dumat Al -Jandal Project),
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6d2c303a-39f8-4677-9088-8cff6ce1aed8 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Shu mway and D
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad2ba87e-60db-4dc6-b9a6-04b3f2927d5c · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia The Stationary Wavelet Transform and some Statistica l Applications,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9136038a-2716-4098-b843-d554c48fafac · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Decomposition-based wind power foreca sting models and their boundary issue: An in -depth review and comprehensive discussion on potential solutions,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation babcb0d5-d5c6-4cb6-a697-6804b2a00309 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Time Series Models to Simulate and Forecast Wind Speed and Wind Power,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54063e9c-6569-4a66-b2fd-27ccacdc988b · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia A comprehensive review on deep learning approaches in wind forecasting applications,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f20129d1-35d1-4a5b-ba0e-c4828025ad77 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Wind Speed Forecast ing: A Review,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d49feb2b-1647-4a3f-bcd2-c434b1990446 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia A new approach to very short term wind speed prediction using K-nearest neighbor classification,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 567623b9-2504-4a76-aaa7-c235f770ef75 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia A wind speed forecasting approach based on 2 -dimensional input space,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 66f204f2-27be-477c-9c5a-b638eb4c8898 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Application of Bayesian model averaging in modeling long -term wind speed distributions,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 60f09aae-806a-438a-bfd6-2644932f15d6 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Short-term wind speed forecasting based on random forest model combining ensemble empirical mode decomposition and improved harmony search algorithm,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bbb35001-101b-4cfd-aac7-cc408e417ff3 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Statistical approach for improved wind speed forecasting for wind power production,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8b865c32-04de-4eff-82e1-91b8d36e7b04 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Wi nd speed and wind energy forecast through Kalman filtering of Numerical Weather Prediction model output,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b014d622-4eec-47b1-9b81-fba7621c93de · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia A new hybrid model for wind speed forecasting combining long short -term memory neural network, decomposition methods and grey wolf optimizer,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 09e90e60-8a0b-4dca-b977-7a1c3520e70d · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Wind speed prediction model using singular spectrum analysis, empirical mode decomposition and convolutional support vector machine,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d2d3cb78-7c65-435b-9159-0fc06568f79e · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Research and application of a combined model based on variable weight for short term wind speed forecasting,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f23fd761-619f-463d-ba96-9ed5fb4630ac · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Multi-step-ahead wind speed forecasting based on a hybrid decomposition method and temporal conv olutional networks,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 687d4618-3319-4613-a3a7-0f957a50199b · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Empirical Mode Decomposition-k Nearest Neighbor Models for Wind Speed Forecasting,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8aa473d6-b4e5-451f-87e3-ee4dd07d8c83 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Efficient wind speed forecasting using discrete wavelet transform and artificial neural networks,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9ac5528a-7c36-45c5-ac6c-2f2dab9ae2ac · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Wind Speed Forecasting Using the Stationary Wavelet Transform and Quaternion Adaptive-Gradient Methods,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5fe877cd-e320-48d6-9027-b27c529c0a9f · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Decomposition -based hybrid wind speed forecasting model using deep bidirectional LSTM networks,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a5f4cfd-c3d7-41c8-b6e1-44a7ec9b66c8 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Wind speed forecasting models based on data decomposition, feature selection and group method of data handling network,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5c9762a-ca39-4e4d-ae5c-4acf564b0ac7 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Unresolved cited work
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f35f78b1-4f10-4205-848b-671d74f79937 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Medium -term wind speeds forecasting utilizing hybrid models for three different sites in Xinjiang, China,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7cb9c1af-e951-45bb-a386-bf52da4a236c · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia A novel hybrid approach for wind speed prediction,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1e93773b-e24b-4be7-a650-8f9ebf62505d · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Wind Farm Power Prediction Considering Layout and Wake Effect: Case Study of Saudi Arabia,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4f822c00-e321-46b3-a433-33f79ea00f3c · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Univariate Time Series Prediction of Wind speed with a case study of Yanbu, Saudi Arabia,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 11c45e33-fe3a-47b5-8c66-288695686f52 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Support vector machines for wind speed prediction,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b37d842a-16e3-4736-85a1-c5e70341419e · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Forecasting Wind Speed using Artificial Neural Networks – A Case Study of a Potential Location of Saudi Arabia,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation fd5fc6b7-df24-43c9-9f1a-7931f172539f · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Prediction of Wind Speed Distribution Using Artificial Neural Network: The Case of Saudi Arabia,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0c384202-a236-4de3-8378-2e7a91a44f35 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia A neural networks approach for wind speed prediction,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 60109212-adb5-4920-a62b-5f4242df90a9 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Short term prediction of wind speed based on long - short term memory networks,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c76dd3e5-f3db-469c-b1b7-36a2b96e7083 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Artificial Intelligence Based Hybrid Forecasting Approaches for Wind Power Generation: Progress, Challenges and Prospects,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6dca011f-763c-45ab-8302-383ca8721325 · outbound
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 32c70ee1-2d71-4106-abf0-824f92044246 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Short -term wind speed prediction using empirical wavelet transform and Gaussian process regression,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3355c9a5-d3f5-4263-8296-76646055be9b · outbound
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b6f4bf0b-c7ce-41a3-a5b2-cbfb24d08a43 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Designing Color Filters that Make Cameras MoreColorimetric
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b6571a11-7c51-4c2c-90d3-6ca6c4b2edcd · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Convolution wavelet packet transform and its applications to signal processing,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 85e33748-29bc-4f1f-9c3b-68f06246f1c0 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia An ensemble method of full wavelet packet transform and neural network for short term electrical load forecasting,
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e0e759c-0ab9-4b44-9201-50dfecf358cd · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia A case study on a hybrid wind speed forecasting method using BP neural network,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d7cc4616-ab04-46b0-9657-5a9db6f20bef · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Neural network forecasting for seasonal and trend time series,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e8f4ef63-206c-4a20-b1f3-a031d80aec75 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Short term load forecasting technique based on the seasonal exponential adjustment method and the regression model,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c48c0a37-56bc-4e1c-9694-4dda214cb897 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia A trend fixed on firstly and seasonal adjustment model combined with the ε -SVR for short -term forecasting of electricity demand,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5dfd20c8-981a-4b2e-8dcd-f5c7b5eae0bb · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Deep Bidirectional and Unidirectional LSTM Recurrent Neural Network for Network-wide Traffic Speed Prediction
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53bccc5d-d027-42f8-804d-159bf3369edb · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Bidirectional LSTM -RNN-based hybrid deep learning frameworks for univariate time series classification,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65e3ddf3-3db9-49a7-9877-226097208ad1 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Learning Temporal and Spat ial Correlations Jointly: A Unified Framework for Wind Speed Prediction,
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be90a7d6-559a-477b-bf20-28e2664e65bb · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Evaluating the wind speed persistence for several wind stations in Peninsular Malaysia,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 79aeb63d-f433-4ecd-a760-df4e21924a33 · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia KAPSARC Data Portal,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c70fa523-2bd9-4474-82fb-fc41fcabc51b · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia Hourly wind speed forecasting based on support vector machine and artificial neural networks,
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7cd7784a-1459-49f7-ad2a-7eb68ca0d71b · outbound
Wind Speed Forecasting Based on Data Decomposition and Deep Learning Models: A Case Study of a Wind Farm in Saudi Arabia A hybrid deep learning - based neural network for 24 -h ahead wind power forecasting,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
No inbound Pith citation observations are available.