Matches in SemOpenAlex for { <https://semopenalex.org/work/W4385688519> ?p ?o ?g. }
Showing items 1 to 65 of
65
with 100 items per page.
- W4385688519 abstract "The forecast of electrical loads is essential for the planning and operation of the power system. Recently, advances in deep learning have enabled more accurate forecasts. However, deep neural networks are prone to adversarial attacks. Although most of the literature focusses on integrity-based attacks, this paper proposes availability-based adversarial attacks, which can be more easily implemented by attackers. For each forecast instance, the availability attack target, i.e., a subset of input features, is optimally solved by a mixed-integer reformulation of the artificial neural network. To tackle this attack, an adversarial training algorithm is proposed. In simulation, a realistic load forecasting dataset is considered and the attack performance is comparable to the integrity-based counterpart. Meanwhile, the adversarial training algorithm is shown to significantly improve robustness against availability attacks. All codes are available at https://github.com/xuwkk/AAA_Load_Forecast." @default.
- W4385688519 created "2023-08-10" @default.
- W4385688519 creator A5031045561 @default.
- W4385688519 creator A5083678182 @default.
- W4385688519 date "2023-06-25" @default.
- W4385688519 modified "2023-09-26" @default.
- W4385688519 title "Availability Adversarial Attack and Countermeasures for Deep Learning-based Load Forecasting" @default.
- W4385688519 cites W1987806716 @default.
- W4385688519 cites W2275088575 @default.
- W4385688519 cites W2744106784 @default.
- W4385688519 cites W2763926615 @default.
- W4385688519 cites W2901904435 @default.
- W4385688519 cites W2962896174 @default.
- W4385688519 cites W3129762955 @default.
- W4385688519 cites W4206488798 @default.
- W4385688519 cites W4220817608 @default.
- W4385688519 doi "https://doi.org/10.1109/powertech55446.2023.10202786" @default.
- W4385688519 hasPublicationYear "2023" @default.
- W4385688519 type Work @default.
- W4385688519 citedByCount "0" @default.
- W4385688519 crossrefType "proceedings-article" @default.
- W4385688519 hasAuthorship W4385688519A5031045561 @default.
- W4385688519 hasAuthorship W4385688519A5083678182 @default.
- W4385688519 hasBestOaLocation W43856885192 @default.
- W4385688519 hasConcept C104317684 @default.
- W4385688519 hasConcept C108583219 @default.
- W4385688519 hasConcept C119857082 @default.
- W4385688519 hasConcept C124101348 @default.
- W4385688519 hasConcept C154945302 @default.
- W4385688519 hasConcept C185592680 @default.
- W4385688519 hasConcept C2984842247 @default.
- W4385688519 hasConcept C37736160 @default.
- W4385688519 hasConcept C41008148 @default.
- W4385688519 hasConcept C50644808 @default.
- W4385688519 hasConcept C55493867 @default.
- W4385688519 hasConcept C63479239 @default.
- W4385688519 hasConceptScore W4385688519C104317684 @default.
- W4385688519 hasConceptScore W4385688519C108583219 @default.
- W4385688519 hasConceptScore W4385688519C119857082 @default.
- W4385688519 hasConceptScore W4385688519C124101348 @default.
- W4385688519 hasConceptScore W4385688519C154945302 @default.
- W4385688519 hasConceptScore W4385688519C185592680 @default.
- W4385688519 hasConceptScore W4385688519C2984842247 @default.
- W4385688519 hasConceptScore W4385688519C37736160 @default.
- W4385688519 hasConceptScore W4385688519C41008148 @default.
- W4385688519 hasConceptScore W4385688519C50644808 @default.
- W4385688519 hasConceptScore W4385688519C55493867 @default.
- W4385688519 hasConceptScore W4385688519C63479239 @default.
- W4385688519 hasLocation W43856885191 @default.
- W4385688519 hasLocation W43856885192 @default.
- W4385688519 hasOpenAccess W4385688519 @default.
- W4385688519 hasPrimaryLocation W43856885191 @default.
- W4385688519 hasRelatedWork W2950183588 @default.
- W4385688519 hasRelatedWork W3193857078 @default.
- W4385688519 hasRelatedWork W3208304128 @default.
- W4385688519 hasRelatedWork W3208723233 @default.
- W4385688519 hasRelatedWork W4311734044 @default.
- W4385688519 hasRelatedWork W4320076403 @default.
- W4385688519 hasRelatedWork W4322759769 @default.
- W4385688519 hasRelatedWork W4379255972 @default.
- W4385688519 hasRelatedWork W4383955378 @default.
- W4385688519 hasRelatedWork W4286890323 @default.
- W4385688519 isParatext "false" @default.
- W4385688519 isRetracted "false" @default.
- W4385688519 workType "article" @default.