publications

Peer-reviewed publications, grouped by year. Citation counts are updated automatically from Google Scholar.

2026

  1. ha_heterognn.png
    Hierarchical Attention-based Graph Neural Network with Relevance-driven Pruning
    Seungwoo Kum
    arXiv preprint arXiv:2605.09308, 2026

2025

  1. Development and Evaluation of Automated Monitoring Systems for Multi-stage Strawberry Growth Detection Using Advanced Deep Learning Models
    H. Park, N. Shin, Seungwoo Kum, and 5 more authors
    Journal of Biosystems Engineering, 2025
  2. railcamera.png
    Novel method for crop growth tracking with deep learning model on an Edge Rail Camera
    Seungwoo Kum, Jaewon Moon, Sangtae Oh, and 7 more authors
    Computers and Electronics in Agriculture, 2025

2024

  1. Enhancing Climate Data Utilization: Strategies and Service Scenario
    Jaewon Moon, J. Lee, Seungwoo Kum, and 1 more author
    In 2024 15th International Conference on Information and Communication Technology Convergence (ICTC), 2024
  2. IngressMapper: Managing Access to Edge Resources
    Seungwoo Kum, J. Yeom, Jaewon Moon, and 1 more author
    In 2024 15th International Conference on Information and Communication Technology Convergence (ICTC), 2024
  3. Design of a Data Storage Structure for Smart Farm Data Utilization
    J. Lee, Jaewon Moon, and Seungwoo Kum
    In 2024 15th International Conference on Information and Communication Technology Convergence (ICTC), 2024
  4. Real-time environment monitoring and response through IoT and retrieval-augmented generation
    Sangtae Oh, Seungwoo Kum, and Jaewon Moon
    In 2024 15th International Conference on Information and Communication Technology Convergence (ICTC), 2024
  5. edgeai_agri.png
    Edge AI framework for large scale smart agriculture
    Seungwoo Kum, Sangtae Oh, and Jaewon Moon
    In 2024 27th Conference on Innovation in Clouds, Internet and Networks (ICIN), 2024

2023

  1. Design of Crop Growth Analysis Platform with Image and Time Series Analysis
    Seungwoo Kum, Sangtae Oh, Y. Kim, and 3 more authors
    In 2023 IEEE International Workshop on Metrology for Agriculture and Forestry (MetroAgriFor), 2023
  2. Platform Design for IoT Data Quality Improvement through Flexible Preprocessing Pipeline Building
    Jaewon Moon, Seungwoo Kum, and Sangtae Oh
    In 2023 14th International Conference on Information and Communication Technology Convergence (ICTC), 2023
  3. Yield Monitoring Service with Time Series Representation of Growth from Crop Images
    Sangtae Oh, S. K. Kim, Jaewon Moon, and 4 more authors
    In 2023 14th International Conference on Information and Communication Technology Convergence (ICTC), 2023
  4. Rail camera: an edge resource management for smart farm application
    Seungwoo Kum, Jaewon Moon, Y. Kim, and 3 more authors
    In 2023 14th International Conference on Information and Communication Technology Convergence (ICTC), 2023
  5. A Novel Platform for Efficient Utilization and Integration of Time Series Data for Various Applications
    Jaewon Moon, Seungwoo Kum, and Sangtae Oh
    In 2023 IEEE Smart World Congress (SWC), 2023

2022

  1. Application of deep learning model inference with batch size adjustment
    Sangtae Oh, Jaewon Moon, and Seungwoo Kum
    In 2022 13th International Conference on Information and Communication Technology Convergence (ICTC), 2022
  2. Analysis and Application of Sensor Data Collected from Strawberry Greenhouse
    Sangtae Oh, Jaewon Moon, J. Jo, and 1 more author
    In 2022 13th International Conference on Information and Communication Technology Convergence (ICTC), 2022
  3. An introduction to the architecture of CLUST platform supporting multiple time series data integration and analysis
    Jaewon Moon, Sangtae Oh, and Seungwoo Kum
    In 2022 13th International Conference on Information and Communication Technology Convergence (ICTC), 2022
  4. edge_resources.png
    Optimization of edge resources for deep learning application with batch and model management
    Seungwoo Kum, Sangtae Oh, J. Yeom, and 1 more author
    Sensors, 2022
  5. Introduction to a new use-case based on MPEG-IoMT: time-series temperature data analysis by the flower condition
    Jaewon Moon, Seungwoo Kum, and Sangtae Oh
    In 2022 Thirteenth International Conference on Ubiquitous and Future Networks (ICUFN), 2022
  6. Design and development of server-client cooperation framework for federated learning
    J. Park and Seungwoo Kum
    In 2022 Thirteenth International Conference on Ubiquitous and Future Networks (ICUFN), 2022
  7. On designing interfaces to access deep learning inference services
    Seungwoo Kum, Sangtae Oh, J. Yeom, and 1 more author
    In 2022 Thirteenth International Conference on Ubiquitous and Future Networks (ICUFN), 2022
  8. Methods for screening time series data according to data quality and statistical status
    Jaewon Moon, M. S. Yu, Sangtae Oh, and 3 more authors
    In Proceedings of the Korean Society of Computer Information Conference, 2022
  9. Proposed of AI-Model Information Management Structure for Media Service Construction based on Edge
    J. Yeom and Seungwoo Kum
    In Proceedings of the Korean Society of Broadcast Engineers Conference, 2022
  10. Precision Farming Service Architecture with IoMT
    Seungwoo Kum, Sangtae Oh, and Jaewon Moon
    In Proceedings of the Korean Society of Broadcast Engineers Conference, 2022
  11. Edge Container Remote Control System using RPC protocol
    Sangtae Oh, Jaewon Moon, and Seungwoo Kum
    In Proceedings of the Korean Society of Broadcast Engineers Conference, 2022

2021

  1. k8s_edge.png
    Accelerator-aware Kubernetes scheduler for DNN tasks on edge computing environment
    J. Park, U. Choi, Seungwoo Kum, and 2 more authors
    In 2021 IEEE/ACM Symposium on Edge Computing (SEC), 2021
  2. A cost-effective workload allocation strategy for cloud-native edge services
    V. Armani, F. Faticanti, S. Cretti, and 2 more authors
    arXiv preprint arXiv:2110.12788, 2021
  3. A Service Management Method for Distributed Deep Learning
    Seungwoo Kum, Sangtae Oh, and Jaewon Moon
    In 2021 International Conference on Information and Communication Technology Convergence (ICTC), 2021
  4. Smart Contract for Cross-Border AI Model Management
    P. Kochovski, Seungwoo Kum, Jaewon Moon, and 2 more authors
    In International Conference on the Economics of Grids, Clouds, Systems, and Services (GECON), 2021
  5. AI Management platform with embedded edge cluster
    Seungwoo Kum, M. Yu, Y. Kim, and 2 more authors
    In 2021 IEEE International Conference on Consumer Electronics (ICCE), 2021
  6. Service Configuration Method between MThings
    Seungwoo Kum and Jaewon Moon
    In Proceedings of the Korean Society of Broadcast Engineers Conference, 2021

2020

  1. Smart contracts for service-level agreements in edge-to-cloud computing
    P. Kochovski, V. Stankovski, S. Gec, and 4 more authors
    Journal of Grid Computing, 2020
  2. Artificial intelligence service architecture for edge device
    Seungwoo Kum, Y. Kim, D. Siracusa, and 1 more author
    In 2020 IEEE 10th International Conference on Consumer Electronics (ICCE-Berlin), 2020
  3. A decentralized AI data management system in federated learning
    Jaewon Moon, Seungwoo Kum, Y. Kim, and 3 more authors
    In 2020 International Conference on Intelligent Systems and Computer Vision (ISCV), 2020
  4. A blockchain-based brokerage platform for fog computing resource federation
    M. Savi, D. Santoro, K. Di Meo, and 5 more authors
    In 2020 23rd Conference on Innovation in Clouds, Internet and Networks (ICIN), 2020
  5. Member Verification Service Architecture based on Multiple Microservices for Edge Devices
    Jaewon Moon, Seungwoo Kum, Y. Kim, and 1 more author
    In Proceedings of the Korean Society of Broadcast Engineers Conference, 2020
  6. Methods on Kubernetes-based deployment of IoMT software
    Seungwoo Kum, Y. Kim, M. Yu, and 1 more author
    In Proceedings of the Korean Society of Broadcast Engineers Conference, 2020
  7. Kubernetes Microservices for Video-based Member Verification Application
    Y. Kim and Seungwoo Kum
    In Proceedings of the Korean Society of Broadcast Engineers Conference, 2020

2019

  1. Deploying deep neural network on edge-cloud environment
    Seungwoo Kum, Y. Kim, and Jaewon Moon
    In 2019 International Conference on Information and Communication Technology Convergence (ICTC), 2019
  2. sensors2019_iot.png
    A heterogeneous IoT data analysis framework with collaboration of edge-cloud computing: Focusing on indoor PM10 and PM2.5 status prediction
    Jaewon Moon, Seungwoo Kum, and S. Lee
    Sensors, 2019
  3. A Platform Providing Interactive Signage Based on Edge-cloud Cooperation
    Jaewon Moon, Seungwoo Kum, and S. Lee
    Journal of Internet Computing and Services, 2019
  4. Design and Implementation of Object Detector based on IoMT Standard
    Seungwoo Kum, Jaewon Moon, and Y. Kim
    In Proceedings of the Korean Society of Broadcast Engineers Conference, 2019

2018

  1. Service Mediation Gateway for Heterogeneous IoT Services Harmonization
    Seungwoo Kum and Jaewon Moon
    In 2018 Tenth International Conference on Ubiquitous and Future Networks (ICUFN), 2018

2017

  1. Introduction to the design of personalized user interface platform with recommended contents
    Jaewon Moon, Seungwoo Kum, and S. Lee
    In Proceedings of the 3rd International Conference on Communication and Information Processing (ICCIP), 2017
  2. Design of fog computing based IoT application architecture
    Seungwoo Kum, Jaewon Moon, and T. B. Lim
    In 2017 IEEE 7th International Conference on Consumer Electronics-Berlin (ICCE-Berlin), 2017
  3. Implementation of Fog Computing Architecture for IoT Service on Hybrid Broadcast Environment
    Seungwoo Kum, T. B. Lim, and J. I. Park
    Journal of Broadcast Engineering, 2017
  4. Design and implementation of platform providing adaptive contents based on IBB companion screen service
    Jaewon Moon, T. B. Lim, Seungwoo Kum, and 2 more authors
    Journal of Broadcast Engineering, 2017

2016

  1. IoT Delegate: Smart Home Framework for Heterogeneous IoT Service Collaboration
    Seungwoo Kum, M. Kang, and J. I. Park
    KSII Transactions on Internet and Information Systems, 2016
  2. Design and implementation of IoT planner: Device interaction service for IoT
    Seungwoo Kum, S. Kim, Y. R. Jeon, and 2 more authors
    In 2016 Eighth International Conference on Ubiquitous and Future Networks (ICUFN), 2016
  3. Personalized video composition method based on user intention learning
    J. Park, K. W. Kim, J. J. Jung, and 4 more authors
    In 2016 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB), 2016
  4. Companion Screen Service Architecture for IoT Collaboration
    Seungwoo Kum, Jaewon Moon, Y. R. Jeon, and 1 more author
    In Proceedings of the Korean Society of Broadcast Engineers Conference, 2016

2015

  1. A context-aware matching system to improve user-perceived quality
    D. Kim, J. Park, Seungwoo Kum, and 1 more author
    IEEE Transactions on Consumer Electronics, 2015
  2. A novel design of IoT cloud delegate framework to harmonize cloud-scale IoT services
    Seungwoo Kum, Jaewon Moon, T. B. Lim, and 1 more author
    In 2015 IEEE International Conference on Consumer Electronics (ICCE), 2015
  3. Design and implementation of IoT collaboration module supporting user context management
    Seungwoo Kum, T. B. Lim, and J. I. Park
    IEMEK Journal of Embedded Systems and Applications, 2015

2014

  1. A Framework for Providing Dynamic Context-Aware User Interface of the Secondary Devices using the SmartTV in Home Network Environment
    Jaewon Moon, Tae-Beom Lim, Sungju Park, and 4 more authors
    In 3rd International Conference on Computer Science and Service System, 2014
  2. Device Virtualization Framework for Smart Home Cloud Service
    K. Kim, J. Park, Seungwoo Kum, and 3 more authors
    Telecommunications Review, 2014
  3. A System Providing Real-Time User Interface considering User context
    Jaewon Moon, T. B. Lim, Seungwoo Kum, and 1 more author
    In Proceedings of the Korean Society of Broadcast Engineers Conference, 2014
  4. Home appliance control and monitoring system model based on cloud computing technology
    Y. Cui, M. Kim, Seungwoo Kum, and 4 more authors
    In Mobile, Ubiquitous, and Intelligent Computing (MUSIC 2013), 2014
  5. Proposal for a Responsive User Interface System based on MPEG-UD
    Jaewon Moon, T. B. Lim, Seungwoo Kum, and 2 more authors
    Journal of Internet Computing and Services, 2014
  6. Adaptive Contents Management Framework and Cloud Authoring Server Based on Dynamic User-Context
    Jaewon Moon, T. B. Lim, Seungwoo Kum, and 2 more authors
    2014

2013

  1. A framework for dynamic context-awarable user interfaces of the second screen devices in a home network environment
    Jaewon Moon, T. B. Lim, K. W. Kim, and 3 more authors
    In 2013 IEEE 37th Annual Computer Software and Applications Conference (COMPSAC), 2013

2012

  1. Design and implementation of automatic device selection for home network devices
    Seungwoo Kum, T. Lim, and S. Lee
    In 2012 IEEE Second International Conference on Consumer Electronics-Berlin (ICCE-Berlin), 2012
  2. Scalable Remote User Interface Technology in IGRS
    T. B. Lim and Seungwoo Kum
    Communications of the Korean Institute of Information Scientists and Engineers, 2012
  3. Method for Home Network Contents Access on Home Gateway
    Seungwoo Kum, T. Lim, and S. P. Lee
    In Proceedings of the Korean Society of Broadcast Engineers Conference, 2012

2011

  1. Design and implementation of aggregation framework for UPnP/DLNA media server
    Seungwoo Kum, K. W. Kim, Y. J. Lee, and 2 more authors
    In 2011 Proceedings of 20th International Conference on Computer Communications and Networks (ICCCN), 2011
  2. Implementation of Content List Aggregation for Home Network
    Seungwoo Kum, K. W. Kim, T. B. Lim, and 1 more author
    In Proceedings of the Korean Society of Broadcast Engineers Conference, 2011

2010

  1. Introduction to content description aggregation service for sharing home media contents
    Seungwoo Kum, T. B. Lim, and S. P. Lee
    In 2010 Digest of Technical Papers International Conference on Consumer Electronics (ICCE), 2010

2009

  1. Design of Broadcasting Retransmission System using UPnP
    Seungwoo Kum, T. B. Lim, and S. P. Lee
    In Proceedings of the Korean Society of Broadcast Engineers Conference, 2009

2008

  1. Metadata retrieval using RTCP for multimedia streaming
    Seungwoo Kum, T. B. Lim, and S. P. Lee
    In Pacific-Rim Conference on Multimedia (PCM), 2008