In the contemporary digital era, social media, particularly Twitter, has become a vital channel for sharing realtime information on natural disasters like floods, forest fires, and earthquakes. This rapid disseminatio...
详细信息
ISBN:
(数字)9798331517601
ISBN:
(纸本)9798331517618
In the contemporary digital era, social media, particularly Twitter, has become a vital channel for sharing realtime information on natural disasters like floods, forest fires, and earthquakes. This rapid dissemination enables swift responses to disasters. However, classification models relying solely on social media data face challenges, notably the lack of richness and diversity in word embedding vectors, limiting precise analysis. To address this, the research integrates data from Wikipedia to improve word embeddings. The classification model employs Word Embedding, Convolutional Neural Network (CNN) 1D, and Bidirectional Long Short-Term Memory (BiLSTM) techniques. By combining embedding methods such as Word2Vec, GloVe, and FastText, derived from both social media and Wikipedia Indonesia, the model enhances word representation and improves classification accuracy. Results demonstrate accuracies of 85.61% for floods, $92.56 \%$ for forest fires, and $84.11 \%$ for earthquakes. This research contributes to advancing natural disaster communication classification by utilizing more diverse data and proposing methodologies for unstructured social media content analysis.
Traffic congestion in freeways poses significant challenges, impacting travel times and environmental sustainability. This paper proposes a novel approach to enhance ramp metering control using predictive traffic insi...
详细信息
ISBN:
(数字)9798331505929
ISBN:
(纸本)9798331505936
Traffic congestion in freeways poses significant challenges, impacting travel times and environmental sustainability. This paper proposes a novel approach to enhance ramp metering control using predictive traffic insights derived from physics-informed LSTM (Long Short-Term Memory) models. By integrating predictive capabilities with established control strategies like ALINEA, the method dynamically adjusts on-ramp flow rates based on anticipated traffic conditions. Real-world traffic data are used to evaluate the effectiveness of the approach, demonstrating improved performance compared to the adoption of conventional controllers.
The escalating visibility of secure direct object reference (IDOR) vulnerabilities in API security, as indicated in the compilation of OWASP Top 10 API Security Risks, highlights a noteworthy peril to sensitive data. ...
详细信息
Scheduling with testing falls under the umbrella of the research on optimization with explorable uncertainty. In this model, each job has an upper limit on its processing time that can be decreased to a lower limit (p...
详细信息
Backchanneling (e.g., right, okay, uhhuh) during a dialogue signals that a person is engaged and following along with what is being said. Although backchannels often overlap with other utterances, they are not interpr...
Visible light communication(VLC)has a paramount role in industrial implementations,especially for better energy efficiency,high speed-data rates,and low susceptibility to ***,since studies on VLC for industrial implem...
详细信息
Visible light communication(VLC)has a paramount role in industrial implementations,especially for better energy efficiency,high speed-data rates,and low susceptibility to ***,since studies on VLC for industrial implementations are in scarcity,areas concerning illumination optimisation and communication performances demand further *** such,this paper presents a new modelling of light fixture distribution for a warehouse model to provide acceptable illumination and communication *** proposed model was evaluated based on various semi-angles at half power(SAAHP)and different height levels for several parameters,including received power,signal to noise ratio(SNR),and bit error rate(BER).The results revealed improvement in terms of received power and SNR with 30 Mbps data *** modulations were studied to improve the link quality,whereby better average BER values of 5.55×10^(−15) and 1.06×10^(−10) had been achieved with 4 PAM and 8 PPM,*** simulation outcomes are indeed viable for the practical warehouse model.
Sleep study is of major importance for the assessment of sleep apneas, sleep stages or the diagnosis of sleep disorders. Although there exists a variety of tools for the evaluation of sleep, including the gold standar...
详细信息
In this paper,we propose a novel secure image communication system that integrates quantum key distribution and hyperchaotic encryption techniques to ensure enhanced security for both key distribution and plaintext **...
详细信息
In this paper,we propose a novel secure image communication system that integrates quantum key distribution and hyperchaotic encryption techniques to ensure enhanced security for both key distribution and plaintext ***,we leverage the B92 Quantum Key Distribution(QKD)protocol to secure the distribution of encryption keys,which are further processed through Galois Field(GF(28))operations for increased *** encrypted plaintext is secured using a newly developed Hyper 3D Logistic Map(H3LM),a chaotic system that generates complex and unpredictable sequences,thereby ensuring strong confusion and diffusion in the encryption *** hybrid approach offers a robust defense against quantum and classical cryptographic attacks,combining the advantages of quantum-level key distribution with the unpredictability of hyperchaos-based *** proposed method demonstrates high sensitivity to key changes and resilience to noise,compression,and cropping attacks,ensuring both secure key transmission and robust image encryption.
The satellite simulator platform is necessary for the satellite development. It is an essential tool to verify the operations of flight software. The Controller-in-the-Loop simulation with Simulation Third Generation ...
详细信息
The type and quality of education that a student receives can have a profound impact on their career. In contrast to education that is not intentionally organized to help students achieve specific career objectives, c...
详细信息
暂无评论