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A large synthetic dataset for machine learning applications in power transmission grids
Published 2025-01-01“…Machine Learning methods have been advocated to solve this challenge, however they are heavy consumers of training and testing data, while historical operational data for real-world power grids are hard if not impossible to access. …”
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Probabilistic forecasting of renewable energy and electricity demand using Graph-based Denoising Diffusion Probabilistic Model
Published 2025-01-01“…Extensive experiments validate that our proposed method reduces the Continuous Ranked Probability Score (CRPS) by 2.1%–70.9%, Mean Absolute Error (MAE) by 4.4%–52.2%, and Root Mean Squared Error (RMSE) by 7.9%–53.4% over existing methods on two real-world datasets.…”
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Spatial-Temporal Fusion Graph Neural Networks With Mixed Adjacency for Weather Forecasting
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Evaluation of an in situ QAM‐based Power Line Communication system for lithium‐ion batteries
Published 2022-03-01“…Abstract Power Line Communication (PLC) is used to transmit high‐fidelity data on internal cell characteristics from within instrumented cells to an external Battery Management System (BMS). …”
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Quasi‐Static Closed‐Loop Wind‐Farm Control for Combined Power and Fatigue Optimization
Published 2025-02-01“…The look‐up table‐based fatigue model is developed offline through a series of OpenFast simulations, covering different operational states of a DTU 10‐MW reference wind turbine, and verified against large eddy simulations with aeroelastic coupling. …”
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Short-term power consumption forecasting using neural networks with first- and second-order differencing
Published 2024-10-01Get full text
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A power load forecasting method using cosine similarity and a graph convolutional network
Published 2025-01-01“…Finally, extensive experiments on a real-world dataset demonstrate the method’s effectiveness and robustness in forecasting both short-term and long-term load series.…”
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Research on power plant security issues monitoring and fault detection using attention based LSTM model
Published 2025-01-01“…Wind power is well distributed around the world, making it suitable to be exploited in human activities for the general welfare of society. …”
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Management of Nematodes and Soil Fertility with Sunn Hemp Cover Crop
Published 2004-12-01“…It is most popular as a green manure in many tropical and subtropical areas in the world as an organic nitrogen source. Recently, there is a growing interest in rotating sunn hemp with cotton in the southern United States and in using sunn hemp as a summer cover crop in Florida and other southeastern states. …”
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Management of Nematodes and Soil Fertility with Sunn Hemp Cover Crop
Published 2004-12-01“…It is most popular as a green manure in many tropical and subtropical areas in the world as an organic nitrogen source. Recently, there is a growing interest in rotating sunn hemp with cotton in the southern United States and in using sunn hemp as a summer cover crop in Florida and other southeastern states. …”
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Plant cover and hydrological response in a seasonally dry tropical forest (SDTF)
Published 2017-10-01“…The scarcity of information on the processes of rainfall-flow limits understanding of the hydrology of dry regions of the world. In order to minimise the problem, this study was developed to investigate the influence of the characteristics of rainfall events and plant cover on the effective precipitation (Pe) in a seasonally dry tropical forest (SDTF) in the Northeast of Brazil. …”
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Optimal Scheduling of Multi-Energy Complementary Systems Based on an Improved Pelican Algorithm
Published 2025-01-01“…The secure, reliable, and economical operation of power systems is a critical challenge. …”
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Temporal Trends in Serum Homer1 Levels and Their Prognostic Implications in Aneurysmal Subarachnoid Hemorrhage: A Prospective Cohort Study
Published 2025-02-01“…As demonstrated by a series of statistical methods, the model had a good performance.Conclusion: Serum homer1 levels are significantly elevated in acute phase after aSAH, and are strongly related to heightened bleeding intensity, poor 90-day prognosis and DCI. …”
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Heterogeneous long-term changes in larch forest and shrubland cover in the Kolyma lowland are not captured by coarser-scale greening trends
Published 2025-01-01“…Changes in shrub and tree cover can be difficult to characterize with limited in-situ observations and moderate/coarse resolution satellite imagery, thereby posing challenges in disentangling changes in vegetation growth from shifts in vegetation composition. …”
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