Krzysztof Walkowiak
Politechnika Wroclawska
H-index: 31
Europe-Poland
Top articles of Krzysztof Walkowiak
Title | Journal | Author(s) | Publication Date |
---|---|---|---|
Liquid Neural Network-based Adaptive Learning vs. Incremental Learning for Link Load Prediction amid Concept Drift due to Network Failures | arXiv preprint arXiv:2404.05304 | Omran Ayoub Davide Andreoletti Aleksandra Knapińska Róża Goścień Piotr Lechowicz | 2024/4/8 |
Data-driven model for sliced 5G network dimensioning and planning, featured with forecast and" what-if" analysis | IEEE Access | Dominik Dulas Justyna Witulska Agnieszka Wyłomańska Ireneusz Jabłoński Krzysztof Walkowiak | 2024/3/29 |
Traffic Weaver: semi-synthetic time-varying traffic generator based on averaged time series | arXiv preprint arXiv:2403.11388 | Piotr Lechowicz Aleksandra Knapińska Adam Włodarczyk Krzysztof Walkowiak | 2024/3/18 |
Long-term Traffic Forecasting in Optical Networks Using Machine Learning | International Journal of Electronics and Telecommunications | Krzysztof Walkowiak Daniel Szostak Adam Włodarczyk Andrzej Kasprzak | 2023 |
Combining Random Forest and Linear Regression to Improve Network Traffic Prediction | Błażej Ułanowicz Dawid Dopart Aleksandra Knapińska Piotr Lechowicz Krzysztof Walkowiak | 2023/7/2 | |
Study of the Impact of Data Compression on the Energy Consumption Required for Data Transmission in a Microcontroller-Based System | Sensors | Dominik Piątkowski Tobiasz Puślecki Krzysztof Walkowiak | 2023/12/30 |
AI-assisted dimensioning of 5G network slices–review and perspectives | Dominik Dulas Krzysztof Walkowiak | 2023 | |
Hyperparameters Optimization Using GridSearchCV Method for TinyML Models | Tobiasz Puślecki Krzysztof Walkowiak | 2023/6/28 | |
Agnostic Prediction of Multiple Types of Time-Varying Traffic in Optical Networks | Aleksandra Knapińska Piotr Lechowicz Salvatore Spadaro Krzysztof Walkowiak | 2023/12/4 | |
On the Selection of a Machine Learning model in TinyML Devices–Preliminary Study | Wojciechowski A.(Ed.), Lipiński P.(Ed.)., Progress in Polish Artificial Intelligence Research 4, Seria: Monografie Politechniki Łódzkiej Nr. 2437, Wydawnictwo Politechniki Łódzkiej, Łódź 2023, ISBN 978-83-66741-92-8, doi: 10.34658/9788366741928. | Tobiasz Puślecki Krzysztof Walkowiak | 2023 |
On advantages of traffic prediction and grooming for provisioning of time-varying traffic in multilayer networks | Aleksandra Knapińska Piotr Lechowicz Salvatore Spadaro Krzysztof Walkowiak | 2023/5/8 | |
Incremental Recursive Ranking Grouping--A Decomposition Strategy for Additively and Nonadditively Separable Problems | Marcin Michal Komarnicki Michal Witold Przewozniczek Halina Kwasnicka Krzysztof Walkowiak | 2023/7/15 | |
Data aggregation and clustering for traffic prediction in backbone optical networks | traffic [Gbps] | Aleksandra Knapinska Piotr Lechowicz Adam Włodarczyk Krzysztof Walkowiak | 2023 |
Link load prediction in an optical network with restoration mechanisms | Journal of Optical Communications and Networking | Aleksandra Knapińska Róża Goścień Piotr Lechowicz Krzysztof Walkowiak | 2023/5/1 |
Performance Analysis of Multilayer Optical Networks with Time-Varying Traffic | Aleksandra Knapińska Piotr Lechowicz Salvatore Spadaro Krzysztof Walkowiak | 2023/7/2 | |
Cost-aware DU placement and flow routing in 5G packet xHaul networks | IEEE Access | Damian Mroziński Mirosław Klinkowski Krzysztof Walkowiak | 2023/2/2 |
Performance Analysis of Network Slicing in Packet-Switched 5G xHaul Access Network | Damian Mroziński Mirosław Klinkowski Krzysztof Walkowiak | 2023/7/2 | |
Hybrid regression model for link dimensioning in spectrally-spatially flexible optical networks | IEEE Access | Szymon Wojciechowski Róża Goścień Paweł Ksieniewicz Krzysztof Walkowiak | 2022/5/16 |
Long-term prediction of multiple types of time-varying network traffic using chunk-based ensemble learning | Applied Soft Computing | Aleksandra Knapińska Piotr Lechowicz Weronika Węgier Krzysztof Walkowiak | 2022/11/1 |
TinyML-based concept system used to analyze whether the face mask is worn properly in battery-operated conditions | Applied Sciences | Dominik Piątkowski Krzysztof Walkowiak | 2022/1/4 |