Low-cost autonomous solarimetric station

Patent metadata

Field	Value
Publication number	US-11598665-B2
Application number	US-202117554684-A
Country	US
Kind code	B2
Filing date	Dec 17, 2021
Priority date	Dec 21, 2020
Publication date	Mar 7, 2023
Grant date	Mar 7, 2023

Abstract

The present invention relates to alternative equipment for solar energy prospecting with a focus on low cost, low complexity in installation, operation and maintenance, and high reliability. A low-cost solarimetric station consists of compact equipment capable of providing global irradiance measurements and estimates for direct and diffuse components, as well as hemispheric photographs, with acceptable levels of uncertainty. The pyranometer periodically provides global irradiance information to the system, and the camera records photos of the sky. Using machine learning algorithms, and based on that information, the equipment provides estimates for direct and diffuse irradiance components. The equipment has other meteorological sensors, GPS, and wireless communication facilities. The equipment has an energy supply and management system consisting of a photovoltaic module, charge controller, and battery, which provide the energy necessary for the station to operate.

First claim

The invention claimed is:

1. A low-cost autonomous solarimetric station comprising:
a single sensor for measuring photodiode pyranometer-type global irradiance;
a camera with a low-cost sensor, fisheye lens, and dome;
a breakdown of direct and diffuse global irradiance components using algorithms, hemispheric photographs, and high-frequency signal analysis;
secondary meteorological variables (ambient temperature and humidity) obtained from thermohygrometer measurement;
time and location variables provided by GPS;
a wireless communication facility, including of a remote wireless data configuration, monitoring, and downloading, using smartphones, tablets, and notebooks;
a compact autonomous station with solar power from a photovoltaic module, battery, and charge controller;
for azimuth adjustments and attachment to horizontal or vertical planes;
an application via cellular telephony for monitoring and manual collection of data;
an enclosure with a place to accommodate the station's materials and components;
swivel rods for installation on horizontal and vertical surfaces; and
embedded machine learning software for diffuse irradiance estimation and subsequent direct irradiance calculation.

2. The low-cost autonomous solarimetric station of claim 1 , further comprising a micro controller-based data logger with internal memory (data logger) for measuring and storing photos, which uses an RTC (Real Time Clock) to place a time stamp on photos and measurements and store the data in a data logger with internal memory.

3. The low-cost autonomous solarimetric station of claim 2 , further comprising a data logger with internal memory for saving data collected using the wireless communication circuit during data storage from peripheral components by the operating time of the equipment.

4. The low-cost autonomous solarimetric station of claim 3 , further comprising a data logger with internal memory, wherein after the data is successfully extracted, the data is cleaned, freeing the memory space for continued operation of the equipment.

5. The low-cost autonomous solarimetric station of claim 2 , further comprising a 16-bit analog-digital converter that communicates with the master microcontroller via 12 C protocol.

6. The low-cost autonomous solarimetric station of claim 2 , wherein the camera captures images of the sky every minute and sends the photos to the data logger with internal memory, which stores the images with the respective time stamp.

7. The low-cost autonomous solarimetric station of claim 1 , wherein the photodiode pyranometer sensor is attached to a leveling base, which has a bubble-type level.

8. The low-cost autonomous solarimetric station of claim 1 , further comprising an operational amplifier to amplify the output signal from the photodiode pyranometer sensor.

9. The low-cost autonomous solarimetric station of claim 1 , further comprising an image acquisition module with a dome to protect the camera from rain and dust.

10. The low-cost autonomous solarimetric station of claim 1 , wherein the fisheye lens increases the capture angle of the camera image.

11. The low-cost autonomous solarimetric station of claim 1 , further comprising an in-camera filter to minimize the saturation effect caused by the reflection of the camera's dome when the sky is clear.

12. The low-cost autonomous solarimetric station of claim 1 , wherein the power is provided by a photovoltaic module that charges a 7Ah battery and nominal voltage of 12V, and has a charge controller.

13. The low-cost autonomous solarimetric station of claim 12 , wherein the photovoltaic model has capacity of 30 W and output of 20 V.

14. The low-cost autonomous solarimetric station of claim 12 , wherein the photovoltaic module is connected to an energy management block that provides output voltages of 5 V and 3.3 V.

15. The low-cost autonomous solarimetric station of claim 1 , wherein estimated measurements for direct and diffuse irradiance components are taken using machine learning algorithms and subsequent calculation of direct irradiance.

16. The low-cost autonomous solarimetric station of claim 1 further comprising a regression system including a Multi-Layer Perceptron-type of Artificial Neural Network (ANN).

17. The low-cost autonomous solarimetric station of claim 16 , wherein the ANN model is built by adding the constituent layers of the network, and after defining the model, defining the optimizer.

18. The low-cost autonomous solarimetric station of claim 17 , wherein the optimizer uses the synaptic weights by dividing a learning rate by the mean of the square root of the gradient, multiplying by the gradient itself.

19. The low-cost autonomous solarimetric station of claim 16 , wherein it compiles the ANN model and follows the flow of the main algorithm, performing network training, with 300 training periods.

20. The low-cost autonomous solarimetric station of claim 1 , wherein the information on the network training, model, and synaptic weights are loaded in the embedded diffuse irradiance estimation software.

21. The low-cost autonomous solarimetric station of claim 20 , wherein the embedded diffuse irradiance estimation software estimates the diffuse irradiance and subsequently calculates direct irradiance.

Assignees

• Petroleo Brasileiro Sa Petrobras
• Inst De Tecnologia Para O Desenvolvimento Lactec
• Petroleo Brasileiro S A —Petrobras
• Inst De Tecnologia Para O Desenvolvimento—Lactec

Inventors

• Fontenele Luiz Fernando Almeida
• Tavares Vieira Gouveia Hugo
• Carneiro Gelson Luiz
• Fernandes Ferreira Paulo Henrique
• Dias Rodrigo
• Mognon Vilson Rodrigo
• Marchesi Bruno
• Inacio Cleber Onofre
• Purim Carlos Ademar

Classifications

• G06N3/0499

  Feedforward networks · CPC title

• G06N3/09

  Supervised learning · CPC title

• G01J1/0219

  Electrical interface; User interface · CPC title

• H04N5/77 Primary

  between a recording apparatus and a television camera · CPC title

• G01J2001/4266

  for measuring solar light · CPC title