The systemic risk of US oil and natural gas companies

Do multisource data matter for NGP prediction? Evidence from the G-LSTM model

“…Due to global warming and rising energy demand, natural gas has become the best choice for different countries to adjust their energy structure and transform toward low-carbon development due to its high energy efficiency and economical, environmentally-friendly characteristics [ 1 , 2 ]. On a global scale, the tight supply of the natural gas market and the continuous increase in demand have led to a continuous rise in global natural gas prices.…”