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Showing 1 to 9 of 9 for “"throughput prediction"”.

  1. I/O Throughput Prediction for HPC Applications Using Darshan Logs

    … by Darshan monitoring tool to predict I/O throughput of HPC applications, which then can be compared against the observed I/O throughput to identify performance issues. By processing Darshan logs of BlueWaters supercomputer, I trained several ML models including Decision Tree, Random …

    unr Repository record for I/O Throughput Prediction for HPC Applications Using Darshan Logs (opens in a new tab)

  2. Throughput Measurements and Empirical Prediction Models for IEEE 802.11b Wireless LAN (WLAN) Installations

    … by the lack of an accurate, performance prediction model that is intuitive for use by non-wireless professionals. To provide a solution to this problem, this thesis presents a method of predicting the expected wireless LAN throughput using a site-specific model of an indoor environment. …

    vt Repository record for Throughput Measurements and Empirical Prediction Models for IEEE 802.11b Wireless LAN (WLAN) Installations (opens in a new tab)

  3. Revamping Manufacturing Systems: Utilization of Data Driven Models, Interpretable Machine Learning, and Data-Product Stakeholder Flow Analysis

    … the most important features to improve the throughput prediction. The study showed that Machine E utilization has a significant influence on the throughput prediction. Finally, the third study involved conducting a qualitative analysis of stakeholder flow in developing data products for …

    mit Repository record for Revamping Manufacturing Systems: Utilization of Data Driven Models, Interpretable Machine Learning, and Data-Product Stakeholder Flow Analysis (opens in a new tab)

  4. Neural adaptive video streaming with pensieve

    … suffer from two practical challenges: (1) throughput prediction is difficult and inaccurate predictions can lead to degraded performance; (2) existing algorithms use fixed heuristics which have been fine-tuned according to strict assumptions about deployment environments - such tuning …

    mit Repository record for Neural adaptive video streaming with pensieve (opens in a new tab)

  5. Computational Identification and Functional Characterisation of Candidate DNA Binding Effectors in <i>Phytophthora</i>

    … DNA-binding proteins can provide a high-throughput means of candidate selection. However, current prediction algorithms are limited in plants and pathogens. <br/>Here we have created a plant specific prediction model, which we have employed to predict DNA-binding proteins in the tomato …

    dundee Repository record for Computational Identification and Functional Characterisation of Candidate DNA Binding Effectors in <i>Phytophthora</i> (opens in a new tab)

  6. The development of novel services for battery storage in domestic applications and communal mini-smart grids

    … of the battery, a Decision Tree Energy Throughput prediction model was designed and validated using the Python Software. Moreover, a Solar PV/Battery system sizing case study was carried out with energy consumption data collected in collaboration with the industrial partner to the …

    wlv Repository record for The development of novel services for battery storage in domestic applications and communal mini-smart grids (opens in a new tab)

  7. Data-aware workflow scheduling in heterogeneous distributed systems

    … as possible. However, it is quite often that the throughput is much lower than expected while using single TCP stream to transfer data when the bandwidth of the network is not fully utilized. Multiple TCP streams will benefit the throughput. However, the throughput does not increase monotonically …

    lsu-thes Repository record for Data-aware workflow scheduling in heterogeneous distributed systems (opens in a new tab)

  8. Automated analysis and validation of open chemical data

    … crystallography. A workflow for the high-throughput calculation of solid-state geometry using a semi-empirical method is described. A wide-range of organic and inorganic systems provided by CrystalEye are used to test both the data and the method. Several errors in the method are …

    cambridge Repository record for Automated analysis and validation of open chemical data (opens in a new tab)

  9. Towards Efficient Network Management and Optimisation for Next-Generation O-RAN

    … improve network performance, user equipment (UE) throughput, and inter-cell interference management. By introducing a novel xApp deployed in the \ac{RIC}, the study demonstrates a groundbreaking approach to dynamic traffic steering that leverages multiple advanced algorithmic techniques. The …

    trento Repository record for Towards Efficient Network Management and Optimisation for Next-Generation O-RAN (opens in a new tab)