Identification and prevention of intrusions is the primary challenge in high-speed networks like IoT.Many Intrusion Detection Systems(IDSs)have been developed already by researchers;but,they are not fully capable of p...Identification and prevention of intrusions is the primary challenge in high-speed networks like IoT.Many Intrusion Detection Systems(IDSs)have been developed already by researchers;but,they are not fully capable of protecting the network.Conventional methods do not optimise their learning models and ignore feature reduction.This negatively impacts the accuracy,efficiency,computation time,and security of the conventional IDS.Hence,this paper proposed a Secure IDS by utilising LR-ECC and FY-SFL-DLNN.Initially,the input dataset is preprocessed and the features are extracted from the data.Utilising the EK-LDA,the features are decreased.After that,utilising the BM-KMA,the data separation occurs.Lastly,by employing FY-SFL-DLNN,data classification is performed.Thus,the IoT sensor data is safely transmitted by utilising the LR-ECC algorithm after detection.Grounded on the experimental outcomes,the proposed work’s performance is analogised with the conventional techniques for validating the proposed system’s effectiveness.展开更多
An insight into the shared history of built heritage and urban development along the 20th century reveals different attempts to solve the dialectic conflict between conservation and modernisation from the discipline o...An insight into the shared history of built heritage and urban development along the 20th century reveals different attempts to solve the dialectic conflict between conservation and modernisation from the discipline of architecture.This paper makes a review of the nature,aims and results of these attempts,highlighting the contributions to the discussion that originated from Italy between the 1950s and 1980s.It points to the challenges brought by the 1972 World Heritage Convention and the extent of social,economic and urban changes that have contributed to raise awareness about urban heritage in the present time.The article departs from a value-centred framework in order to describe current architectural,cultural,economic and social issues concerning the contribution of architecture and urban planning to heritage conservation in the age of globalization.This insight will delineate new conservation practices,strategies and methodologies,especially relating to the 2011 Historic Urban Landscape Recommendation and its declared goal for sustainable urban development.展开更多
文摘Identification and prevention of intrusions is the primary challenge in high-speed networks like IoT.Many Intrusion Detection Systems(IDSs)have been developed already by researchers;but,they are not fully capable of protecting the network.Conventional methods do not optimise their learning models and ignore feature reduction.This negatively impacts the accuracy,efficiency,computation time,and security of the conventional IDS.Hence,this paper proposed a Secure IDS by utilising LR-ECC and FY-SFL-DLNN.Initially,the input dataset is preprocessed and the features are extracted from the data.Utilising the EK-LDA,the features are decreased.After that,utilising the BM-KMA,the data separation occurs.Lastly,by employing FY-SFL-DLNN,data classification is performed.Thus,the IoT sensor data is safely transmitted by utilising the LR-ECC algorithm after detection.Grounded on the experimental outcomes,the proposed work’s performance is analogised with the conventional techniques for validating the proposed system’s effectiveness.
文摘An insight into the shared history of built heritage and urban development along the 20th century reveals different attempts to solve the dialectic conflict between conservation and modernisation from the discipline of architecture.This paper makes a review of the nature,aims and results of these attempts,highlighting the contributions to the discussion that originated from Italy between the 1950s and 1980s.It points to the challenges brought by the 1972 World Heritage Convention and the extent of social,economic and urban changes that have contributed to raise awareness about urban heritage in the present time.The article departs from a value-centred framework in order to describe current architectural,cultural,economic and social issues concerning the contribution of architecture and urban planning to heritage conservation in the age of globalization.This insight will delineate new conservation practices,strategies and methodologies,especially relating to the 2011 Historic Urban Landscape Recommendation and its declared goal for sustainable urban development.
