Click through the FY2016 to FY2021 tabs to see how the wholesale price of electricity has changed in South Australia as Solar Photovoltaic generation has been rolled out.
Electricity Price and Solar Photovoltaic Generation in South Australia for Year Ending August 2016.
Electricity Price and Solar Photovoltaic Generation in South Australia for Year Ending August 2017.
Electricity Price and Solar Photovoltaic Generation in South Australia for Year Ending August 2018.
Electricity Price and Solar Photovoltaic Generation in South Australia for Year Ending August 2019.
Electricity Price and Solar Photovoltaic Generation in South Australia for Year Ending August 2020.
Electricity Price and Solar Photovoltaic Generation in South Australia for Year Ending August 2021.
Prices turn negative as shown in red.
The following code was used generate six slides.
library(ggplot2)
library(lubridate)
library(dplyr)
SAData <- read.delim("SAData.txt")
SAData$DateTime <- ymd_hms(SAData$DateTime)
SAData2016 <- filter(SAData, Year=="FY2016")
SAData2017 <- filter(SAData, Year=="FY2017")
SAData2018 <- filter(SAData, Year=="FY2018")
SAData2019 <- filter(SAData, Year=="FY2019")
SAData2020 <- filter(SAData, Year=="FY2020")
SAData2021 <- filter(SAData, Year=="FY2021")
p1 <- ggplot(SAData2021, aes(x = Time, y = AvgPrice)) +
geom_line(aes(group = Month), color = "grey") +
geom_point(shape = 21, stroke = 0, size = 1.15, aes(colour = factor(sign(AvgPrice)))) +
scale_fill_manual(values = c("skyblue", "grey", " red "), breaks = c("1", "0", "-1"), labels = c("Positive ", "Zero", " Negative ")) +
coord_cartesian(ylim = c(-100, 1000)) +
geom_line(aes(group = Month, y = SolarMWh/15), color = "orange") +
scale_y_continuous( "Average Price ($/MWh)", sec.axis = sec_axis(~ . * 15, name = "Solar Generation (MWh)") ) +
facet_wrap(~factor(Season, levels=c('Spring', 'Summer', 'Autumn', 'Winter'))) +
labs(title = "Electricity Price and Solar PV Generation", x = "Time of Day", y = "Price", color = "Price") +
scale_x_datetime(date_labels = "%H:%M")
Data Reference
Australian Energy Market Operator (2021). Retrieved 19 September 2021, from AEMO website: https://aemo.com.au/energy-systems/electricity/national-electricity-market-nem/data-nem/aggregated-data
Australian Photovoltaic Institute (2021). Retrieved 6 October 2021, from APVI website: https://pv-map.apvi.org.au/analyses