When loading the existing model in training mode, training begins from scratch. I tried very low and the same learning rates in the second training round.
Here are the Hyperparameters for the first training round
After the first training round, I got a trained model and added a model for the second training round. And in the second training round, I changed the learning rate to 0. However, training begins from scratch instead of continuing training an existing model.