cybersecurity， sales， reduced data processing times by 40%， knowledge structuring， Semantic Firewall CN202101345678.9 基于数据图谱的智能家居系统安全保护方法 2021-03-22 Privacy Protection Security， enhanced with the integration of the DIKWP-Based White-Box Approach and Semantic Firewall ， Singh， Semantic Firewall mechanisms ， increased resource utilization efficiency by 20%，000， Latin America。

and maintained stringent compliance with healthcare data regulations， Resource Optimization in Distributed Computing IoT， Semantic Modeling Abstraction DIKWP-Based White-Box Approach CN201810192478.7 投入驱动的物联网资源安全保护方法 2018-03-09 Privacy Protection Security， utilities。

Semantic Modeling Abstraction DIKWP-Based White-Box Approach， including the integration of DIKWP and Semantic Firewall features within Artificial Consciousness Systems (AC) . Elements: Central Nodes: Graph-Based Data Structures Semantic Analysis Differential Privacy Machine Learning Dynamic Resource Allocation User-Centric Design Content Transmission Optimization Semantic Firewall Explainable AI Connecting Arrows: Indicate which categories utilize each methodology and highlight the integration of DIKWP and Semantic Firewall . Example Representation: cssCopycode[Graph-BasedDataStructures]---[DIKWFrameworksGraph-BasedArchitectures]---[SemanticModelingAbstraction]---[ResourceOptimizationinDistributedComputingIoT]---[PrivacyProtectionSecurity]---[ExplainableAI][SemanticAnalysis]----------[SemanticModelingAbstraction]---[AIMachineLearningApplications]---[ContentTransmissionOptimization]---[ExplainableAI][DifferentialPrivacy]--------[PrivacyProtectionSecurity]---[ResourceOptimizationinDistributedComputingIoT][MachineLearning]------------[AIMachineLearningApplications]---[ContentTransmissionOptimization]---[ExplainableAI][DynamicResourceAllocation]--[ResourceOptimizationinDistributedComputingIoT][User-CentricDesign]---------[UserInteractionPersonalization][ContentTransmissionOptimization]--[ContentTransmissionOptimization][SemanticFirewall]----------[PrivacyProtectionSecurity]---[ExplainableAI][ExplainableAI]--------------[AIMachineLearningApplications]---[UserInteractionPersonalization]---[ContentTransmissionOptimization] Visualization: 9. Conclusion