Essays about: "Flow forecasting"

Showing result 6 - 10 of 45 essays containing the words Flow forecasting.

  1. 6. Graph Neural Network for Traffic Flow Forecasting : Does an enriched adjacency matrix with low dimensional dataenhance the performance of GNN for traffic flow forecasting?

    University essay from Högskolan i Halmstad/Akademin för informationsteknologi

    Author : Fredrik Kortetjärvi; Rohullah Khorami; [2023]
    Keywords : Graph Neural Network;

    Abstract : Nowadays, machine learning methods are used in many applications and deployed in manyelectronic devices to solve problems and predict future states. One of the challenges mostbig cities confront is traffic jams since the roads are crammed with more and more vehicles, which will easily cause traffic congestion. READ MORE

  3. 7. Probabilistic Forecasting through Reformer Conditioned Normalizing Flows

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Samuel Norling; [2022]
    Keywords : ;

    Abstract : Forecasts are essential for human decision-making in several fields, such as weather forecasts, retail prices, or stock predictions. Recently the Transformer neural network, commonly used for sequence-to-sequence tasks, has shown great potential in achieving state-of-the-art forecasting results when combined with density estimations models such as Autoregressive Flows. READ MORE

  4. 8. Improve Sustainability Performance of a Global Supply Chain : Proposal of LARGS framework and case study in Airinum

    University essay from KTH/Hållbar produktionsutveckling (ML)

    Author : Kei Sam Cheong; [2022]
    Keywords : LARGS; lean agile resilient green sustainable; supply chain management; SCM; carbon emission; LCA; sustainability performance; pandemic;

    Abstract : Leanness, agility, resilience, greenness, and sustainability of a supply chain are critical factors that organizations have to consider to increase the competitiveness of their supply chain. Lean & Green (L&G) practices have been proven to enhance performance related to sustainability when deployed. READ MORE

  5. 9. The Future of Public Fast Charging : A forecasting of battery supported public fast charging based on a business model perspective

    University essay from Linköpings universitet/Projekt, innovationer och entreprenörskap

    Author : Måns Jeppsson; Ivar Wester; [2022]
    Keywords : Public charging infrastructure; Electric Vehicles; EVs; EV charging; Business Model; Forecast; Scenarios;

    Abstract : With the ever-pressing threat of a climate crisis, the EU has decided to become the first climate-neutral continent by 2050. This in turn will require the road transportation sector to make a transition from fossil dependent to fossil-free vehicles. Sweden has the objective to become net positive in GHG emissions by 2045. READ MORE

  6. 10. Flexibility of electricity usage in private households with smart control : Modelling of a smart control system with the aim to reduce the electricity cost of private households with storage units and photovoltaic systems.

    University essay from

    Author : Marina Pakola; Antonia Arab; [2022]
    Keywords : Smart control of electricity usage; optimization; mixed-integer linear programming MILP ; electricity price forecasting; load forecasting; storage systems in private households; electricity costs in Sweden;

    Abstract : High electricity prices have become the title of several news articles recently in Sweden and the prices have experienced large sudden fluctuations during certain periods. In this thesis work, a smart control model for the electricity usage in three different households has been developed with the main purpose to minimize the electricity cost. READ MORE