UTILIZATION OF TRANSITION TENSOR IN CYBER PHYSICAL SOCIAL SYSTEM
The integration of cyber, physical, and social data in Cyber Physical Social Systems (CPSS) is crucial for analyzing and understanding system behavior. CPSS systems entail a large volume or dimension of data as they connect the cyber, physical, and social worlds into a unified entity. Current res...
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| Format: | Theses |
| Language: | Indonesia |
| Online Access: | https://digilib.itb.ac.id/gdl/view/79116 |
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| Institution: | Institut Teknologi Bandung |
| Language: | Indonesia |
| Summary: | The integration of cyber, physical, and social data in Cyber Physical Social Systems
(CPSS) is crucial for analyzing and understanding system behavior. CPSS systems
entail a large volume or dimension of data as they connect the cyber, physical, and
social worlds into a unified entity. Current research on CPSS with large data
dimensions applies the concept of transition tensors for data integration. This thesis
utilizes transition tensors to reduce and compress data dimensions into a simpler
representation. The method implements the concept of transition tensors in the
Python programming language. The data sources in this thesis are synthetic and
belong to three different domains: cyber, physical, and social data. Each data
source has a different tensor order, with tensor 5
th orders for cyber and physical domain data, and 4th order for social domain data. The final tensor data resulting
from the implementation of the transition tensor method has an 8th order. By
applying the concept of transition tensors in CPSS data integration, this thesis
successfully generates a simpler data representation by reducing dimensions up to
an 8th order. |
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