Poor fitting of time series using LSTM

Guys, I am using LSTM for time series prediction. Where the input is 8 sets of time series and the output is a given time coefficient, but there have been no good training results. I have tried using Adjusted Loss, Minibatch and network structures etc. but have not had good results. I hope you can help me to see what the problem is.
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