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  Department of Robotics and Mechatronics Engineering Theses Master

FedAPT: Inter-Floor Noise Complaint Prediction in Residential Complexes via Federated Learning

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dc.contributor.advisor 임용섭 -
dc.contributor.author Nakheon Ko -
dc.date.accessioned 2026-01-23T11:01:46Z -
dc.date.available 2026-01-23T11:01:46Z -
dc.date.issued 2025 -
dc.identifier.uri https://scholar.dgist.ac.kr/handle/20.500.11750/59821 -
dc.identifier.uri http://dgist.dcollection.net/common/orgView/200000888731 -
dc.description Federated Learning, Inter-Floor Noise Prediction, GRU, Neural Prophet, Smart Residential Systems -
dc.description.tableofcontents Ⅰ. BACKGROUND 1
1.1. Motivation 1
1.2. Previous Works 3
1.3. Original Contributions 4
1.4. Organization of the Study 5
Ⅱ. RELATED WORKS 6
2.1. Prior Research on Inter-Floor Noise Issues 6
2.2. Multivariate Time-Series Analysis Techniques for Forecasting Applications 8
2.3. Application of Federated Learning for Privacy-Preserving Prediction Tasks 9
Ⅲ. MATERIALS AND METHODS 11
3.1. Overall Architecture of the Proposed Forecasting System 11
3.2. Data Collection and Preprocessing 12
3.3. Multivariate Time-Series Forecasting Models 14
3.4. Implementation Plan for Federated Learning with FedAvg Aggregation 23
Ⅳ. EVALUATIONS AND RESULTS 25
4.1. Comparative Analysis of Model Performance 25
4.2. Performance of Models in Federated Learning Settings 34
Ⅴ. DISCUSSIONS AND CONCLUSIONS 40
5.1. Conclusions 40
5.2. Limitations and Future Works 41
References 44
국문 초록 48		 -
dc.format.extent 48 -
dc.language eng -
dc.publisher DGIST -
dc.title FedAPT: Inter-Floor Noise Complaint Prediction in Residential Complexes via Federated Learning -
dc.title.alternative FedAPT: 연합학습 기반 공동주택 층간소음 민원 예측 -
dc.type Thesis -
dc.identifier.doi 10.22677/THESIS.200000888731 -
dc.description.degree Master -
dc.contributor.department Department of Robotics and Mechatronics Engineering -
dc.contributor.coadvisor Sungpil Chun -
dc.date.awarded 2025-08-01 -
dc.publisher.location Daegu -
dc.description.database dCollection -
dc.citation XT.RM 고19 202508 -
dc.date.accepted 2025-07-21 -
dc.contributor.alternativeDepartment 로봇및기계전자공학과 -
dc.subject.keyword Federated Learning, Inter-Floor Noise Prediction, GRU, Neural Prophet, Smart Residential Systems -
dc.contributor.affiliatedAuthor Nakheon Ko -
dc.contributor.affiliatedAuthor Yongseob Lim -
dc.contributor.affiliatedAuthor Sungpil Chun -
dc.contributor.alternativeName 고낙헌 -
dc.contributor.alternativeName Yongseob Lim -
dc.contributor.alternativeName 전성필 -
dc.rights.embargoReleaseDate 2030-08-31 -
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