Search Results for author: Javad Mohammadpour Velni

Found 7 papers, 0 papers with code

High-throughput Cotton Phenotyping Big Data Pipeline Lambda Architecture Computer Vision Deep Neural Networks

no code implementations9 May 2023 Amanda Issac, Alireza Ebrahimi, Javad Mohammadpour Velni, Glen Rains

In this study, we propose a big data pipeline for cotton bloom detection using a Lambda architecture, which enables real-time and batch processing of data.

AutoML Cloud Computing +4

A Learning- and Scenario-based MPC Design for Nonlinear Systems in LPV Framework with Safety and Stability Guarantees

no code implementations6 Jun 2022 Yajie Bao, Hossam S. Abbas, Javad Mohammadpour Velni

This paper presents a learning- and scenario-based model predictive control (MPC) design approach for systems modeled in linear parameter-varying (LPV) framework.

Bayesian Inference Model Predictive Control +1

Eco-driving Trajectory Planning of a Heterogeneous Platoon in Urban Environments

no code implementations19 May 2022 Hao Zhen, Sahand Mosharafian, Jidong J. Yang, Javad Mohammadpour Velni

The proposed control strategy for the platoon considers energy consumption, mobility and passenger comfort, with which vehicles may pass signalized intersections with no stops.

Autonomous Vehicles Trajectory Planning

Optimal Lighting Control in Greenhouses Using Bayesian Neural Networks for Sunlight Prediction

no code implementations7 May 2022 Shirin Afzali, Yajie Bao, Marc W. van Iersel, Javad Mohammadpour Velni

For evaluation, the new strategy is compared to: 1) a Markov-based prediction method, which solves the same optimization problem, assuming a Markov model for sunlight prediction; 2) a heuristic method which aims to supply a fixed amount of light.

Variational Inference

A Deep Reinforcement Learning-based Sliding Mode Control Design for Partially-known Nonlinear Systems

no code implementations6 May 2022 Sahand Mosharafian, Shirin Afzali, Yajie Bao, Javad Mohammadpour Velni

This paper presents a sliding mode control (SMC) design approach for nonlinear systems with partially known dynamics by blending data-driven and model-based approaches.

Reinforcement Learning (RL)

Impact of Information Flow Topology on Safety of Tightly-coupled Connected and Automated Vehicle Platoons Utilizing Stochastic Control

no code implementations29 Mar 2022 Mahdi Razzaghpour, Sahand Mosharafian, Arash Raftari, Javad Mohammadpour Velni, Yaser P. Fallah

Cooperative driving, enabled by Vehicle-to-Everything (V2X) communication, is expected to significantly contribute to the transportation system's safety and efficiency.

GPR Model Predictive Control

LPV Modeling of Nonlinear Systems: A Multi-Path Feedback Linearization Approach

no code implementations26 Mar 2021 Hossam S. Abbas, Roland Tóth, Mihály Petreczky, Nader Meskin, Javad Mohammadpour Velni, Patrick J. W. Koelewijn

In the SISO case, all nonlinearities of the original system are embedded into one NL function, which is factorized, based on a proposed algorithm, to construct an LPV representation of the original NL system.

Scheduling

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