An Intelligent Weather Station
نویسندگان
چکیده
Accurate measurements of global solar radiation, atmospheric temperature and relative humidity, as well as the availability of the predictions of their evolution over time, are important for different areas of applications, such as agriculture, renewable energy and energy management, or thermal comfort in buildings. For this reason, an intelligent, light-weight, self-powered and portable sensor was developed, using a nearest-neighbors (NEN) algorithm and artificial neural network (ANN) models as the time-series predictor mechanisms. The hardware and software design of the implemented prototype are described, as well as the forecasting performance related to the three atmospheric variables, using both approaches, over a prediction horizon of 48-steps-ahead.
منابع مشابه
An evolving multi agent system for meteorological alerts: A deployed pilot system
The Australian Bureau of Meteorology has a requirement for complex and evolving systems to manage its weather forecasting, monitoring and alerts. A needs analysis has indicated that due to the nature of the domain, where the environment is constantly changing and there are numerous different goals, intelligent multi agent systems technology is highly appropriate. This paper describes a pilot pr...
متن کاملDesign of an Intelligent Controller for Station Keeping, Attitude Control, and Path Tracking of a Quadrotor Using Recursive Neural Networks
During recent years there has been growing interest in unmanned aerial vehicles (UAVs). Moreover, the necessity to control and navigate these vehicles has attracted much attention from researchers in this field. This is mostly due to the fact that the interactions between turbulent airflows apply complex aerodynamic forces to the system. Since the dynamics of a quadrotor are non-linear and the ...
متن کاملA deployed multi agent system for meteorological alerts
The Australian Bureau of Meteorology has a requirement for complex and evolving systems to manage its weather forecasting, monitoring and alerts. This paper describes a system that monitors in real time the current terminal area forecasts (forecasts for areas around airports) and alerts forecasters to inconsistencies between these and observations obtained from automatic weather station (AWS) d...
متن کاملVehicular Networking Road Weather Information System Tailored for Arctic Winter Conditions
Winter conditions are dominating the road traffic platform in the Northern Scandinavia, and the weather services play an important role in successful winter road traffic operations. Intelligent Road project is contributing towards tackling this challenge and aims to support the development of business community in Northern Scandinavian region by road safety provision via vehicular networking ba...
متن کاملEnergy cost minimization in an electric vehicle solar charging station via dynamic programming
Environmental crisis and shortage of fossil fuels make Electric Vehicles (EVs) alternatives for conventional vehicles. With growing numbers of EVs, the coordinated charging is necessary to prevent problems such as large peaks and power losses for grid and to minimize charging costs of EVs for EV owners. Therefore, this paper proposes an optimal charging schedule based on Dynamic Programming (DP...
متن کاملDevelopment of a Remote Automatic Weather Station with a PC- based Data Logger
This paper presents the development of a prototype weather station to measure the following weather data: air temperature, relative humidity, dew point, wind speed, and rainfall. The weather station, which has been designed for remote operation, performs automatic or unmanned measurements of weather data and transmits it wirelessly to a PC for logging and display by means of a graphical user in...
متن کامل