Emmanouil Tzorakoleftherakis

Last seen: 2ヶ月前 | 2018 年からアクティブ

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How to modify actions in experiences during a reinforcement learning training
If you are working in Simulink, you can use the "Last Action" port in the RL Agent block to indicate what was the action that wa...

4ヶ月前 | 1

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How to get the actor network of a trained policy gradient agent?
Hello, To get the neural network model you can use net = getModel(getActor(agent)) To get learnable parameters you can use g...

5ヶ月前 | 0

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How to see actions when using the train() function in RL tool box.
Hello, To log action data throughout an episode, you would need to do so from inside the step function of your environment. You...

6ヶ月前 | 0

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Training Quadrotor using PPO agent
Hello, There are multiple things not set up properly, including: 1) The isdone flag seems to be 1 all the time leading to epis...

7ヶ月前 | 0

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How to train RL-DQN agent with varying environment?
What you are describing is actually pretty standard process to create robust policies. To change the driving profiles, you can u...

1年以上前 | 2

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Editing the Q-table before Training in Basic Grid World?
Hello, Please take a look at this link that mentions how you can initialize the table.

1年以上前 | 0

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Could I learn from past data INCLUDING actions? Could I make vector with actions to be used in a certain order?
Hello, If the historical observations do not depend on the actions taken, (think of stock values, or historical power demand), ...

1年以上前 | 1

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update reinforcement policy.m weights
Hello, When you want to perform inference on an RL policy, there is no need to consider rewards. The trained policy already kno...

1年以上前 | 0

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I believe the RL environment template creator has an error in the reset function but I'm not sure
Hello, You are correct the order is wrong. That being said, the order of states depends on your dynamics and how you set up the...

1年以上前 | 0

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What exactly is Episode Q0? What information is it giving?
Q0 is calculated by performing inference on the critic at the beginning of each episode. Effectively, it is a metric that tells ...

1年以上前 | 1

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Resume training of a DQN agent. How to avoid Epsilon from being reset to max value?
Hello, This is currently not possible, but it is a great enhancement idea. I have informed the developers about your request an...

1年以上前 | 0

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Reinforcement learning with Simulink and Simscape
Even outside the thermal domain, you most likely need to start with a simulation model. RL does not need to build that model nec...

1年以上前 | 0

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RL training result very different from the result of 'sim'
Please see this post that explains why simulation results may differ during training and after training. If the simulation resu...

1年以上前 | 0

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RL in dynamic environment
The following example seems relevant, please take a look: https://www.mathworks.com/help/robotics/ug/avoid-obstacles-using-rein...

1年以上前 | 0

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MPC Controller giving nice performance during designing but fails on testing
Hello, It sounds to me that the issue is with the linearized model. When you are exporting the controller from MPC Designer, yo...

1年以上前 | 0

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What is in a reinforcement learning saved agent .mat file
Why don't you load the file and check? When you saved the agen tin the .mat file, did you save anything else with it? Are you m...

1年以上前 | 0

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reinforcement learning PMSM-code
You can find the example here.

1年以上前 | 0

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How to deal with a large number of state and action spaces?
Even if the NX3 inputs are scalars, I would reorganize them into an "image" and use imageInput layer for the first layer as oppo...

1年以上前 | 0

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Q learning algorithm in image processing using matlab.
Hello, Finding an example that exactly matches what you need to do may be challenging. If you are looking for the "deep learnin...

1年以上前 | 0

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Need help with Model based RL
Hello, If you want to use the existing C code to train with Reinforcement Learning Toolbox, I would use the C caller block to b...

1年以上前 | 1

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How to set the reinforcement learning block in Simulink to output 9 actions
Hello, the example you are referring to does not output 3 values for the pid gains. The PID gains are "integrated" into the neu...

1年以上前 | 0

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Where to update actions in environment?
Reinforcement Learning Toolbox agents expect a static action space, so fixed number of options at each time step. To create a dy...

1年以上前 | 0

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How to check the weight and bias which taked by getLearnableParameters?
Can you provide some more details? What does 'wrong answer' mean? How do you know the weights you are seeing are not correct? Ar...

1年以上前 | 0

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Gradient in RL DDPG Agent
If you put a break point right before 'gradient' is called in this example, you can step in and see the function implementation....

1年以上前 | 0

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Soft Actor Critic deploy mean path only
Hello, Please take a look at this option here which was added in R2021a to allow exactly the behavior you mentioned. Hope this...

1年以上前 | 0

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How to pretrain a stochastic actor network for PPO training?
Hello, Since you already have a dataset, you will have to use Deep Learning Toolbox to get your initial policy. Take a look at ...

1年以上前 | 1

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Failure in training of Reinforcement Learning Reinforcement Learning Onramp
Hello, We are aware and working to fix this issue. In the meantime, can you take a look at the following answere? https://www....

1年以上前 | 0

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DQN Agent with 512 discrete actions not learning
I would initially revisit the critic architecture for 2 reasons: 1) Network seems a little simple for a 3->512 mapping 2) This...

1年以上前 | 0

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How does the Q-Learning update the qTable by using the reinforcement learning toolbox?
Can you try critic.Options.L2RegularizationFactor=0; This parameter is nonzero by default and likely the reason for the discre...

1年以上前 | 0

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File size of saved reinforcement learning agents
Hello, Is this parameter set to true? If yes, then it makes sense that mat files are growing in size as the buffer is being pop...

1年以上前 | 0

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Emmanouil Tzorakoleftherakis

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