Matches in SemOpenAlex for { <https://semopenalex.org/work/W4366994575> ?p ?o ?g. }
Showing items 1 to 94 of
94
with 100 items per page.
- W4366994575 endingPage "1469" @default.
- W4366994575 startingPage "1458" @default.
- W4366994575 abstract "Anticipating changes in system inertia is crucial for maintaining the stability and reliability of new power systems. While machine learning prediction models can be effective in this regard, many of these models are “black-box” models that lack interpretability, making it difficult to understand the factors that contribute to changes in system inertia. In order to address this issue, we propose a short-term prediction method for power system inertia using eXtreme Gradient Boosting (XGBoost) and examine its interpretability. Our method involves using XGBoost to create a prediction model based on operational data from the power system as input features. The XGBoost explanation mechanism utilizes the SHAP attribution method to decompose prediction results into various dimensions, allowing us to examine the influence of various features on the predicted inertia value. By utilizing this method, we are able to gain a better understanding of how the prediction was made and how each feature contributed to the final result. We conduct simulations on a realistic photovoltaic system and find that the proposed method is effective in explaining the influence of input features on short-term predicted inertia values and providing clear explanations for the model’s prediction results on individual samples. By accurately predicting changes in system inertia and understanding the factors that contribute to these changes, we can take proactive measures to prevent potential weaknesses in the system and ensure its overall stability and reliability." @default.
- W4366994575 created "2023-04-27" @default.
- W4366994575 creator A5030955038 @default.
- W4366994575 creator A5048101049 @default.
- W4366994575 creator A5059213077 @default.
- W4366994575 creator A5071798264 @default.
- W4366994575 creator A5077959974 @default.
- W4366994575 date "2023-09-01" @default.
- W4366994575 modified "2023-10-14" @default.
- W4366994575 title "XGBoost-based short-term prediction method for power system inertia and its interpretability" @default.
- W4366994575 cites W2587104248 @default.
- W4366994575 cites W2768283409 @default.
- W4366994575 cites W2969224142 @default.
- W4366994575 cites W2969775777 @default.
- W4366994575 cites W3014448237 @default.
- W4366994575 cites W3047855163 @default.
- W4366994575 cites W3083240677 @default.
- W4366994575 cites W3092436878 @default.
- W4366994575 cites W3154447200 @default.
- W4366994575 cites W3169421000 @default.
- W4366994575 cites W3175687528 @default.
- W4366994575 cites W3183251913 @default.
- W4366994575 cites W4206776063 @default.
- W4366994575 doi "https://doi.org/10.1016/j.egyr.2023.04.065" @default.
- W4366994575 hasPublicationYear "2023" @default.
- W4366994575 type Work @default.
- W4366994575 citedByCount "2" @default.
- W4366994575 countsByYear W43669945752023 @default.
- W4366994575 crossrefType "journal-article" @default.
- W4366994575 hasAuthorship W4366994575A5030955038 @default.
- W4366994575 hasAuthorship W4366994575A5048101049 @default.
- W4366994575 hasAuthorship W4366994575A5059213077 @default.
- W4366994575 hasAuthorship W4366994575A5071798264 @default.
- W4366994575 hasAuthorship W4366994575A5077959974 @default.
- W4366994575 hasBestOaLocation W43669945751 @default.
- W4366994575 hasConcept C110407247 @default.
- W4366994575 hasConcept C111472728 @default.
- W4366994575 hasConcept C112972136 @default.
- W4366994575 hasConcept C119857082 @default.
- W4366994575 hasConcept C121332964 @default.
- W4366994575 hasConcept C124101348 @default.
- W4366994575 hasConcept C138885662 @default.
- W4366994575 hasConcept C154945302 @default.
- W4366994575 hasConcept C163258240 @default.
- W4366994575 hasConcept C2776401178 @default.
- W4366994575 hasConcept C2778136018 @default.
- W4366994575 hasConcept C2781067378 @default.
- W4366994575 hasConcept C41008148 @default.
- W4366994575 hasConcept C41895202 @default.
- W4366994575 hasConcept C43214815 @default.
- W4366994575 hasConcept C45804977 @default.
- W4366994575 hasConcept C61797465 @default.
- W4366994575 hasConcept C62520636 @default.
- W4366994575 hasConcept C74650414 @default.
- W4366994575 hasConcept C89227174 @default.
- W4366994575 hasConceptScore W4366994575C110407247 @default.
- W4366994575 hasConceptScore W4366994575C111472728 @default.
- W4366994575 hasConceptScore W4366994575C112972136 @default.
- W4366994575 hasConceptScore W4366994575C119857082 @default.
- W4366994575 hasConceptScore W4366994575C121332964 @default.
- W4366994575 hasConceptScore W4366994575C124101348 @default.
- W4366994575 hasConceptScore W4366994575C138885662 @default.
- W4366994575 hasConceptScore W4366994575C154945302 @default.
- W4366994575 hasConceptScore W4366994575C163258240 @default.
- W4366994575 hasConceptScore W4366994575C2776401178 @default.
- W4366994575 hasConceptScore W4366994575C2778136018 @default.
- W4366994575 hasConceptScore W4366994575C2781067378 @default.
- W4366994575 hasConceptScore W4366994575C41008148 @default.
- W4366994575 hasConceptScore W4366994575C41895202 @default.
- W4366994575 hasConceptScore W4366994575C43214815 @default.
- W4366994575 hasConceptScore W4366994575C45804977 @default.
- W4366994575 hasConceptScore W4366994575C61797465 @default.
- W4366994575 hasConceptScore W4366994575C62520636 @default.
- W4366994575 hasConceptScore W4366994575C74650414 @default.
- W4366994575 hasConceptScore W4366994575C89227174 @default.
- W4366994575 hasLocation W43669945751 @default.
- W4366994575 hasOpenAccess W4366994575 @default.
- W4366994575 hasPrimaryLocation W43669945751 @default.
- W4366994575 hasRelatedWork W3088815947 @default.
- W4366994575 hasRelatedWork W3133294580 @default.
- W4366994575 hasRelatedWork W3150895494 @default.
- W4366994575 hasRelatedWork W3176827378 @default.
- W4366994575 hasRelatedWork W4206534706 @default.
- W4366994575 hasRelatedWork W4210449601 @default.
- W4366994575 hasRelatedWork W4229079080 @default.
- W4366994575 hasRelatedWork W4287660321 @default.
- W4366994575 hasRelatedWork W4366994575 @default.
- W4366994575 hasRelatedWork W4385957992 @default.
- W4366994575 hasVolume "9" @default.
- W4366994575 isParatext "false" @default.
- W4366994575 isRetracted "false" @default.
- W4366994575 workType "article" @default.