From 70a569d2ecb369d70837ab692b50e972456cc937 Mon Sep 17 00:00:00 2001 From: Andrej Orsula Date: Thu, 3 Jun 2021 02:53:32 +0200 Subject: [PATCH] Submission Signed-off-by: Andrej Orsula --- README.md | 11 +++++++++++ _frontmatter/titlepage.tex | 2 +- bibliography/bibliography.bib | 5 +---- ...amera_configuration_and_postprocessing.tex | 2 +- content/background.tex | 2 +- content/discussion_and_conclusion.tex | 8 ++++---- content/future_work.tex | 4 ++-- content/implementation.tex | 8 ++++---- content/introduction.tex | 2 +- content/preamble/summary.tex | 4 ++-- content/problem_formulation.tex | 2 +- content/related_work.tex | 2 +- master_thesis.pdf | Bin 24228383 -> 24228285 bytes 13 files changed, 30 insertions(+), 22 deletions(-) diff --git a/README.md b/README.md index a0ebba9..113a281 100644 --- a/README.md +++ b/README.md @@ -10,6 +10,17 @@ Compiled PDF: [**master_thesis.pdf**](./master_thesis.pdf) Accompanying recordings can be viewed under [YouTube playlist](https://youtube.com/playlist?list=PLzcIGFRbGF3Qr4XSzAjNwOMPaeDn5J6i1). Data acquired during experimental evaluation can be found inside [experimental_evaluation directory](./experimental_evaluation). +## Citation + +```bibtex +@mastersthesis{orsula_deep_2021, + author = {Andrej Orsula}, + title = {{Deep} {Reinforcement} {Learning} for {Robotic} {Grasping} from {Octrees}}, + school = {Aalborg University}, + year = {2021} +} +``` + ## Disclaimer (LaTeX Template) Parts of frontmatter are adapted from [jkjaer/aauLatexTemplates](https://github.com/jkjaer/aauLatexTemplates) and modified for use with `memoir` class. diff --git a/_frontmatter/titlepage.tex b/_frontmatter/titlepage.tex index b64fbdc..8a41e2c 100644 --- a/_frontmatter/titlepage.tex +++ b/_frontmatter/titlepage.tex @@ -26,7 +26,7 @@ \textbf{Author:} \\\thesisauthor\bigskip\par \textbf{Supervisor:} \\\supervisor\bigskip\par \textbf{Number of Pages:} \\\pageref*{LastPage}\bigskip\par - \textbf{Submission Date:} \\\today + \textbf{Submission Date:} \\June 3, 2021 } & \parbox[t]{\titlepagerightcolumnwidth}{% {\large\textbf{Abstract:}\bigskip\par} diff --git a/bibliography/bibliography.bib b/bibliography/bibliography.bib index 38f5a85..b2e823d 100644 --- a/bibliography/bibliography.bib +++ b/bibliography/bibliography.bib @@ -40,7 +40,7 @@ @book{sutton_reinforcement_2018 year = {2018}, address = {Cambridge, MA, USA}, isbn = {978-0-262-03924-6}, - publisher = {A Bradford Book}, + publisher = {A~Bradford Book}, shorttitle = {Reinforcement {Learning}} } @@ -124,7 +124,6 @@ @article{nian_review_2020 year = {2020}, journal = {Computers \& Chemical Engineering}, volume = {139}, - pages = {106886}, doi = {10.1016/j.compchemeng.2020.106886}, issn = {0098-1354}, language = {en}, @@ -525,7 +524,6 @@ @article{breyer_comparing_2019 year = {2019}, journal = {IEEE Robotics and Automation Letters}, volume = {PP}, - pages = {1--1}, doi = {10.1109/LRA.2019.2896467}, month = jan, url = {https://doi.org/10.1109/LRA.2019.2896467} @@ -619,7 +617,6 @@ @article{bousmalis_using_2018 author = {Bousmalis, Konstantinos and Irpan, Alex and Wohlhart, Paul and Bai, Yunfei and Kelcey, Matthew and Kalakrishnan, Mrinal and Downs, Laura and Ibarz, Julian and Pastor, Peter and Konolige, Kurt and Levine, Sergey and Vanhoucke, Vincent}, title = {Using Simulation and Domain Adaptation to Improve Efficiency of Deep Robotic Grasping}, year = {2017}, - pages = {}, month = sep } diff --git a/content/appendix/camera_configuration_and_postprocessing.tex b/content/appendix/camera_configuration_and_postprocessing.tex index 0fbbe41..b57c551 100644 --- a/content/appendix/camera_configuration_and_postprocessing.tex +++ b/content/appendix/camera_configuration_and_postprocessing.tex @@ -2,7 +2,7 @@ \section{Camera Configuration and Post-Processing}\label{app:camera_configuratio In order to improve success of sim-to-real transfer, the quality of visual observations is of great importance. However, the default configuration of the utilised D435 camera produces a very noisy depth map with many holes. Primary reason for this is the utilised workspace setup that consisted of a reflective surface inside a laboratory with large amount of ambient illumination. Not only does the smooth metallic surface of the workspace result in a specular reflection of ceiling lights, but the pattern projected by the laser emitter of the camera is completely reflected. Lack of such pattern results in limited material texture of the surface, which further decreases the attainable depth quality. -To improve quality of the raw depth map, few steps are taken. First, automatic expose of the camera's IR sensors is configured for a region of interest that covers only the workspace. This significantly reduces hot-spot clipping caused by the specular reflection, which in turn decreases the amount of holes. To mitigate noise, spatial and temporal filters are applied to the depth image. In order to achieve best results, these filters are applied to a corresponding disparity map with a high resolution of~1280~\(\times\)720~px at~30~FPS. Furthermore, the depth map is clipped only to the range of interest in order to reduce computational load. Once filtered, the image is decimated to a more manageable resolution of~320~\(\times\)180~px and converted to a point cloud, which can then be converted to an octree. Post-processed point cloud can be seen in \autoref{app_fig:camera_config_and_post_processing}. +To improve quality of the raw depth map, few steps are taken. First, automatic expose of the camera's IR sensors is configured for a region of interest that covers only the workspace. This significantly reduces hot-spot clipping caused by the specular reflection, which in turn decreases the amount of holes. To mitigate noise, spatial and temporal filters are applied to the depth image. In order to achieve best results, these filters are applied to a corresponding disparity map with a high resolution of~1280\(\times\)720~px at~30~FPS. Furthermore, the depth map is clipped only to the range of interest in order to reduce computational load. Once filtered, the image is decimated to a more manageable resolution of~320\(\times\)180~px and converted to a point cloud, which can then be converted to an octree. Post-processed point cloud can be seen in \autoref{app_fig:camera_config_and_post_processing}. \setcounter{figure}{0} \begin{figure}[ht] diff --git a/content/background.tex b/content/background.tex index e57485d..dd9a22f 100644 --- a/content/background.tex +++ b/content/background.tex @@ -7,7 +7,7 @@ \section{Markov Decision Process} The goal of RL agent is to maximise the total reward that is accumulated during a sequential interaction with the environment. This paradigm can be expressed with a classical formulation of Markov decision process (MDP), where \autoref{fig:bg_mdp_loop} illustrates its basic interaction loop. In MDPs, actions of agent within the environment make it traverse different states and receive corresponding rewards. MDP is an extension of Markov chains, with an addition that agents are allowed to select the actions they execute. Both of these satisfy the Markov property, which assumes that each state is only dependent on the previous state, i.e.~a memoryless property where each state contains all information that is necessary to predict the next state. Therefore, MDP formulation is commonly used within the context of RL because it captures a variety of tasks that general-purpose RL algorithms can be applied to, including robotic manipulation tasks. -It should be noted that partially observable Markov decision process (POMDP) is a more accurate characterisation of most robotics tasks because the states are commonly unobservable or only partially observable, however, the difficulty of solving POMDPs limits their usage \cite{kroemer_review_2021}. Therefore, this chapter presents only on MDPs where observations and states are considered to be the same. +It should be noted that partially observable Markov decision process (POMDP) is a more accurate characterisation of most robotics tasks because the states are commonly unobservable or only partially observable, however, the difficulty of solving POMDPs limits their usage \cite{kroemer_review_2021}. Therefore, this chapter focuses only on MDPs where observations and states are considered to be the same. \begin{figure}[ht] \centering diff --git a/content/discussion_and_conclusion.tex b/content/discussion_and_conclusion.tex index 3db3f45..d6c4a9b 100644 --- a/content/discussion_and_conclusion.tex +++ b/content/discussion_and_conclusion.tex @@ -2,15 +2,15 @@ \chapter{Discussion and Conclusion}\label{ch:discussion_and_conclusion} Experimental evaluation from previous chapter indicates that DRL with 3D visual observations can be successfully applied for end-to-end robotic grasping of diverse objects and provide advantages over 2D and 2.5D observations, especially in terms of camera pose invariance. With a static camera pose, 3D octree-based observations were able to reach success rate of~81.5\% on novel scenes, whereas~59\% was achieved with 2.5D RGB-D observations and~35\% with 2D RGB images. Lower success rate of RGB image observations implies that depth perception is of great importance for robotic manipulation in scenes where objects can be difficult to distinguish from a textured background surface. Octrees provide better success rate than RGB-D images, which is considered to be due to the better ability of 3D convolutions to generalise over spatial positions and orientations compared to 2D convolutions that only generalise over pixel positions. -However, the primary strength of 3D observations comes from their invariance to the camera pose. Agents with RGB and RGB-D image observations were unable to learn a policy that would solve robotic grasping if the camera pose is randomised, whereas an agent with octree observations was still able to achieve success rate of~77\% on novel scenes and camera poses, even with a configuration that has much lower computation complexity than images. Although the use of 3D visual observations requires the relative pose between camera and robot to be known or estimated via calibration, it is considered to be a valid assumption for majority of vision-based manipulation setups. +However, the primary strength of 3D observations comes from their invariance to the camera pose. Agents with RGB and RGB-D image observations were unable to learn a policy that would solve robotic grasping if the camera pose is randomised, whereas an agent with octree observations was still able to achieve success rate of~77\% on novel scenes and camera poses, even with a configuration that has a much lower computational complexity than images. Although the use of 3D visual observations requires the relative pose between camera and robot to be known or estimated via calibration, it is considered to be a valid assumption for majority of vision-based manipulation setups. Combination of PBR rendering and domain randomisation of the implemented simulation environment enabled sim-to-real transfer. In real-world domain, a policy that was trained solely inside the simulation was able to achieve success rate of~68.3\% on a variety of real everyday objects. Due to the invariance of octree observations to camera pose, the setup for evaluation of sim-to-real transfer did not require exact replication of its digital counterpart, which resulted in a simpler transfer. This is considered to be advantageous because it allows a single learned policy to be employed in a variety of real-world setups. -The primary cause of failed grasps on a real robot originates in cases where a finger of the utilised gripper is obscured by another object, which prevents the gripper from closing due to its safety features. Lower success rate compared to the evaluation in simulation could also be attributed to the noise profile of depth map acquired by a real stereo camera, which is complex and cannot be modelled by a simple Gaussian noise that was applied inside the simulation. Therefore, better modelling of noise patterns in observation combined with further data augmentation could result in a more robust policy that would better adapt to real-world visual observations. Addition of more extensive domain randomisation of physical interactions could also bring significant benefits, especially if multiple implementations of physics engine with random configurations are used during the training. +The primary cause of failed grasps on a real robot originates in cases where a finger of the utilised gripper is obstructed by another object, which prevents the gripper from closing due to its safety features. Lower success rate compared to the evaluation in simulation could also be attributed to the noise profile of depth map acquired by a real stereo camera, which is complex and cannot be modelled by a simple Gaussian noise that was applied inside the simulation. Therefore, better modelling of noise patterns in observation combined with further data augmentation could result in a more robust policy that would better adapt to real-world visual observations. Addition of more extensive domain randomisation of physical interactions could also bring significant benefits, especially if multiple implementations of physics engine with random configurations are used during the training. Having a policy that would be completely invariant to the utilised robot can also significantly improve its applicability and ease the transfer to real robots. Experiments show that it is significantly simpler to learn manipulation when using UR5 with RG2 gripper compared to Panda with its default gripper. Transferred policy from Panda to UR5 also performs much better than a transfer in the opposite direction. The reason for this is presumably the smaller size of Panda's fingers, which affects how precise the gripper pose needs to be before activating it. The difference in such task difficulty is often overlooked in research for robot learning, which makes comparing of reported results with different setups nearly impossible. Therefore, there is a need for a common open-source benchmark for a variety of manipulation tasks that would value generalisation over single-object performance. -When comparing the same hyperparameters on three actor-critic algorithms, an agent using TD3 for training was unable to solve the task. There might be a set of hyperparameters that would make TD3 applicable and allow it achieve a comparable success rate, however, the results indicate that TD3 is at the very least more sensitive to hyperparameters than the other two algorithms. The distributional representation of TQC's critics provide it with faster learning and better success rate of~77\%, when compared to~64\% of SAC. Therefore, these results support the claim of \citet{kuznetsov_controlling_2020} that TQC outperforms SAC as the new state-of-the-art RL algorithm for continuous control in robotics. Experiments conducted in this work extend this claim to the task of robotic grasping with visual observations and actions in Cartesian space. +When comparing the same hyperparameters on three actor-critic algorithms, an agent using TD3 for training was unable to solve the task. There might be a set of hyperparameters that would make TD3 applicable and allow it to achieve a comparable success rate, however, the results indicate that TD3 is at the very least more sensitive to hyperparameters than the other two algorithms. The distributional representation of TQC's critics provide it with faster learning and better success rate of~77\%, when compared to~64\% of SAC. Therefore, these results support the claim of \citet{kuznetsov_controlling_2020} that TQC outperforms SAC as the new state-of-the-art RL algorithm for continuous control in robotics. Experiments conducted in this work extend this claim to the task of robotic grasping with visual observations and actions in Cartesian space. Policies trained with SAC and TQC for 500,000 time steps optimised a behaviour that tries to repeatedly perform slightly different grasps of objects if previous attempts failed. This behaviour of end-to-end control therefore resembles signs of the entropy maximisation that is targetted by these algorithms during the training. Quantitatively, it provides agent with a better chance of grasping an object during each episode and therefore maximising the accumulated reward. Given longer duration of episodes, the success rate could be artificially increased. However, qualitative analysis of such policy is considered to be excessively chaotic and unsafe. Real-world applications of robotic manipulation require to meet safety standards and use a more structured interaction with the environment. Agents trained in this work struggle to provide such guarantees, and their unsupervised use on real robots is limited to compliant objects that reduce the risk of accidental damage. With this in mind, discrete action spaces, e.g.~pixel-wise action space with predefined action primitives and safety limits, might be currently more suitable for real-world applications due to their more deterministic behaviour, despite having a reduced ability to learn more complex policy that would improve their task-solving capabilities. It is therefore believed that a theory of safety needs to be developed for RL before it is applicable for solving real-world robotic manipulation tasks with continuous end-to-end control. @@ -20,4 +20,4 @@ \chapter{Discussion and Conclusion}\label{ch:discussion_and_conclusion} Analysis for sharing of feature extractor parameters brings some interesting results. When separate feature extractors are used for each observation stack, the initial learning is much faster than use of a single shared feature extractor, which indicates that different set of features can be useful for historic observations compared to the current one. This result is counterintuitive because separate feature extractors have a much larger number of combined learnable parameters. However, both approaches are able to reach a very similar final success rate, which means that a shared feature extractor is eventually capable of extracting features from octrees that are time-independent. -Despite large potential and significantly advancements of RL in recent years, its applicability for real world robotic manipulation tasks is still limited. There are several challenges that need to be addressed before end-to-end policies learned by DRL can be robustly integrated into real robotic systems. Although there have been attempts to improve sample efficiency of model-free RL algorithms, even off-policy algorithms with experience replay often require millions of transitions to learn the optimal policy. Algorithms based on the maximum entropy reinforcement learning framework such as SAC and TQC provide a good step towards balancing the trade-off between exploration \& exploitation, however, a guarantee of safe exploration and subsequent operation is required for safety-critical systems. Sensitivity to hyperparameters is another significant problem that needs to be addressed in order to enable large-scale use of RL. Optimisation of hyperparameters for every task is a very time consuming procedure due to the long training duration of each trial. Similarly, reproducibility in RL is very challenging for continuous tasks due to high stochasticity of environments that many robots operate in. Inexpensive parallelised simulations with high-fidelity physics and rendering could alleviate some of these issues in the near future. It is therefore believed that DRL will have a promising future in the field of robotic manipulation. Themes such as model-based RL, hierarchical RL and aspects of broader generalisation are expected to be extensively studied within this context, where 3D visual observations could be employed to bridge some of concepts together. +Despite large potential and significantly advancements of RL in recent years, its applicability for real world robotic manipulation tasks is still limited. There are several challenges that need to be addressed before end-to-end policies learned by DRL can be robustly integrated into real robotic systems. Although there have been attempts to improve sample efficiency of model-free RL algorithms, even off-policy algorithms with experience replay often require millions of transitions to learn the optimal policy. Algorithms based on the maximum entropy reinforcement learning framework such as SAC and TQC provide a good step towards balancing the trade-off between exploration \& exploitation, however, a guarantee of safe exploration and subsequent operation is required for safety-critical systems. Sensitivity to hyperparameters is another significant problem that needs to be addressed in order to enable large-scale use of RL. Optimisation of hyperparameters for every task is a very time consuming procedure due to the long training duration of each trial. Similarly, reproducibility in RL is very challenging for continuous tasks due to high stochasticity of environments that many robots operate in. Inexpensive parallelised simulations with high-fidelity physics and rendering could alleviate some of these issues in the near future. It is therefore believed that DRL will have a promising future in the field of robotic manipulation. Themes such as model-based RL, hierarchical RL and aspects of broader generalisation are expected to be extensively studied within this context, where 3D visual observations could be employed to bridge some of these concepts together. diff --git a/content/future_work.tex b/content/future_work.tex index d7e4b9a..90801dc 100644 --- a/content/future_work.tex +++ b/content/future_work.tex @@ -2,7 +2,7 @@ \chapter{Future Work}\label{ch:future_work} This chapter contains a list of improvements and possible future directions of this work. -\paragraph{Octree for the Entire Reachable Workspace} The observable workspace was restricted to a subset of robot's reachable workspace in order to reduce computational complexity of the problem. Due to efficient structure of octrees, it is believed that a single octree with deeper structure could be extended to cover the entire reachable workspace of a robot. It would provide agent with much better understanding of the scene, where multiple depth sensing cameras could be combined together in order to reduce occlusions. With larger workspace, a single policy could be applied as a component in many different high-level tasks that need to be performed all around the robot. Furthermore, it would simplify its use in mobile manipulation, where large and detailed observations are required. However, the increase in memory usage and computational cost would need to evaluated to assess benefits and drawbacks. +\paragraph{Octree for the Entire Reachable Workspace} The observable workspace was restricted to a subset of robot's reachable workspace in order to reduce computational complexity of the problem. Due to efficient structure of octrees, it is believed that a single octree with deeper structure could be extended to cover the entire reachable workspace of a robot. It would provide agent with much better understanding of the scene, where multiple depth-sensing cameras could be combined together in order to reduce occlusions. With larger workspace, a single policy could be applied as a component in many different high-level tasks that need to be performed all around the robot. Furthermore, it would simplify its use in mobile manipulation, where large and detailed observations are required. However, the increase in memory usage and computational cost would need to evaluated to assess benefits and drawbacks. \paragraph{Parallel Environments} The implemented simulation environment for robotic grasping is currently limited to a single worker, which unfortunately hinders its scalability. However, data collection could be accelerated by utilising several workers in parallel, which would also increase the variety in data. Each worker could contribute with transitions into a common experience replay buffer. A separate thread could then sample transitions from such buffer in order to perform asynchronous updates of the policy. @@ -14,7 +14,7 @@ \chapter{Future Work}\label{ch:future_work} \paragraph{Data Augmentation} Use of data augmentation in addition to domain randomisation and sensor noise would greatly increase the variety in data. However, it needs to be investigated at which phase such augmentation should be introduced in order to maximise its effectiveness. It could be applied on the original RGB image and depth map, point cloud and even the octree. Each of these augmentations could accomplish a different variation in the data and provide policy with even more robustness and improve the likelihood of sim-to-real transfer. -\paragraph{Control of Full 3D Rotation} Action space of end-to-end grasping is currently restricted to the yaw rotation. However, many objects cannot be grasped directly from top and having control over the full 3D orientation could improve performance of the learned policy. Will full control of gripper pose, the state space would be significantly enlarged, which will eventually lead to many challenges with respect to exploration and safety. +\paragraph{Control of Full 3D Rotation} Action space of end-to-end grasping is currently restricted to the yaw rotation. However, many objects cannot be grasped directly from top and having control over the full 3D orientation could improve performance of the learned policy. With full control of gripper pose, the state space would be significantly enlarged, which will eventually lead to many challenges with respect to exploration and safety. \paragraph{Semantic Grasping} In addition to traditional grasping of any object from the scene, RL could be applied for semantic grasping in which a specific object or a class of objects need to be grasped. Some of the existing research in this area trained an entire policy for a specific object. However, a goal-oriented definition of the task could be applied, where an agent would be provided with target goal in addition to observations. With this approach, a single policy could be applied for a variety of objects and scenarios, which would further improve its applicability for real problems. diff --git a/content/implementation.tex b/content/implementation.tex index 3a94da7..4c44045 100644 --- a/content/implementation.tex +++ b/content/implementation.tex @@ -26,7 +26,7 @@ \subsection{Selection of Robotics Simulator} \bigskip -From the considered robotics simulators, Ignition Gazebo is selected in this work due to the following reasons. Compared to MuJoCo that requires a license, it is open-source, which significantly encourages reproducibility. Although Isaac might be a very promising choice for robotics RL research in the future, it is still under development and its proprietary nature could make it difficult to extend for the needs of this work. PyBullet is currently considered to be a one of the best open-source options due to its maturity and a large amount of RL research that has already been conducted with it. However, it lacks PBR rendering capabilities that are already part of Ignition Gazebo. Furthermore, the plugin-based architecture of Ignition Gazebo simplifies addition of new physics engine, where Bullet support is already pending. Its ability to switch between various physics engines during run-time could eventually provide Ignition Gazebo with one of the best physics-based domain randomisation, as it would not only allow randomising physics parameters but also the entire physics implementation. The major disadvantage of the selected Ignition Gazebo robotics simulator is its relatively early stage and a very limited amount of RL research conducted with it. Despite of this, the full availability of its source code makes it possible to extend where needed. Gazebo Classic was excluded from this considerations due to its planned deprecation. +From the considered robotics simulators, Ignition Gazebo is selected in this work due to the following reasons. Compared to MuJoCo that requires a license, it is open-source, which significantly encourages reproducibility. Although Isaac might be a very promising choice for robotics RL research in the future, it is still under development and its proprietary nature could make it difficult to extend for the needs of this work. PyBullet is currently considered to be a one of the best open-source options due to its maturity and a large amount of RL research that has already been conducted with it. However, it lacks PBR rendering capabilities that are already part of Ignition Gazebo. Furthermore, the plugin-based architecture of Ignition Gazebo simplifies addition of new physics engine, where Bullet support is already pending. Its ability to switch between various physics engines during runtime could eventually provide Ignition Gazebo with one of the best physics-based domain randomisation, as it would not only allow randomising physics parameters but also the entire physics implementation. The major disadvantage of the selected Ignition Gazebo robotics simulator is its relatively early stage and a very limited amount of RL research conducted with it. Despite of this, the full availability of its source code makes it possible to extend where needed. Gazebo Classic was excluded from this considerations due to its planned deprecation. Therefore, Ignition Gazebo is used to create an environment for robotic grasping with RL. For the physics engine, the default option of DART is kept unchanged. For rendering engine, OGRE~2 is selected due to its PBR capabilities. Gym-Ignition \cite{ferigo_gym-ignition_2020} is utilised because it simplifies interaction with Ignition Gazebo with focus on RL research. Furthermore, Gym-Ignition facilitates the process of exposing OpenAI Gym \cite{brockman_openai_2016} interface for the environments, which provides a standardised form that makes environments compatible with most RL frameworks that contain implementations of algorithms. @@ -131,7 +131,7 @@ \subsubsection{Performance of Simulation} \bigskip -With performance in mind, the control rate of RL agent is set to a lower frequency of~2.5~Hz. This is because the agent only provides high-level control, whereas the motion planner and low-level joint controllers take care of interactions that require faster reaction times. On a laptop with Intel Core i7-10875H CPU and Nvidia Quadro T2000 GPU, the simulated environment with physics and the aforementioned perception progresses at a real-time factor of~329\% for a single object and~196\% for four objects. +With performance in mind, the control rate of RL agent is set to a lower frequency of~2.5~Hz. This is because the agent only provides high-level control, whereas the motion planner and low-level joint controllers take care of interactions that require faster reaction times. On a laptop with Intel Core i7-10875H CPU and Nvidia Quadro T2000 GPU, the simulation environment with physics and the aforementioned perception progresses at a real-time factor of~329\% for a single object and~196\% for four objects. \subsection{Domain Randomisation}\label{sec:impl_domain_randomisation} @@ -154,7 +154,7 @@ \subsection{Domain Randomisation}\label{sec:impl_domain_randomisation} \begin{figure}[ht] \centering \includegraphics[width=1.0\textwidth]{implementation/domain_randomisation.png} - \caption{Examples of domain randomisation applied to the implemented simulated environment for robotic grasping.} + \caption{Examples of domain randomisation applied to the implemented simulation environment for robotic grasping.} \label{fig:impl_domain_randomisation} \end{figure} @@ -203,7 +203,7 @@ \subsubsection{Construction of Octree} \subsubsection{Network Architecture of Feature Extractor} -After octrees are created, NN can use them to extract abstract visual features about the environment. Due to the popularity of CNN architectures for image-based DL, 3D octree-based CNN is employed in this work with. In order to incorporate proprioceptive observations from \autoref{subsec:problem_formulation_proprioceptive_observations}, these are processed only slightly and concatenated with the features extracted from octrees. The developed architecture of the network is represented in \autoref{fig:feature_extractor_architecture}. +After octrees are created, NN can use them to extract abstract visual features about the environment. Due to the popularity of CNN architectures for image-based DL, 3D octree-based CNN is employed in this work. In order to incorporate proprioceptive observations from \autoref{subsec:problem_formulation_proprioceptive_observations}, these are processed only slightly and concatenated with the features extracted from octrees. The developed architecture of the network is represented in \autoref{fig:feature_extractor_architecture}. \begin{figure}[ht] \centering diff --git a/content/introduction.tex b/content/introduction.tex index 7b056a1..0f5ce7a 100644 --- a/content/introduction.tex +++ b/content/introduction.tex @@ -24,4 +24,4 @@ \chapter{Introduction} \end{itemize} % Organisation of this thesis -This thesis has the following organisation. First, various approaches for solving robotic grasping are presented and compared in \autoref{ch:related_work}, alongside 3D data representations and their applicability with deep learning. \hyperref[ch:background]{Chapter~\ref*{ch:background}} presents relevant theory and notation that aids with understanding of this thesis. It is followed by \autoref{ch:problem_formulation} that formulates the full problem that this work addresses. \hyperref[ch:implementation]{Chapter~\ref*{ch:implementation}} then presents the concrete implementation steps that enable subsequent experimental evaluation that is reported in \autoref{ch:experimental_evaluation}. Finally, \autoref{ch:discussion_and_conclusion} discusses the results and concludes the work presented in this thesis. +This thesis has the following organisation. First, various approaches for solving robotic grasping are presented and compared in \autoref{ch:related_work}, alongside 3D data representations and their applicability to deep learning. \hyperref[ch:background]{Chapter~\ref*{ch:background}} presents relevant theory and notation that aids with understanding of this thesis. It is followed by \autoref{ch:problem_formulation} that formulates the full problem that this work addresses. \hyperref[ch:implementation]{Chapter~\ref*{ch:implementation}} then presents the concrete implementation steps that enable subsequent experimental evaluation that is reported in \autoref{ch:experimental_evaluation}. Finally, \autoref{ch:discussion_and_conclusion} discusses the results and concludes the work presented in this thesis. diff --git a/content/preamble/summary.tex b/content/preamble/summary.tex index 1b54361..458f65a 100644 --- a/content/preamble/summary.tex +++ b/content/preamble/summary.tex @@ -1,12 +1,12 @@ \chapter*{Summary} \addcontentsline{toc}{chapter}{Summary} -In this work, deep reinforcement learning is applied for the task of vision-based robotic grasping with focus on generalisation to diverse objects in varying scenes. Model-free reinforcement learning is employed to learn an end-to-end policy that directly maps visual observations to continuous actions in Cartesian space. For observations, octrees are utilised in a novel approach to provide an efficient representation of the 3D scene. In order to allow agent to generalise over spatial positions and orientations, a 3D convolutional neural network is designed to extract abstract features. An agent is then trained by combining such feature extractor with off-policy actor-critic reinforcement learning algorithms. +In this work, deep reinforcement learning is applied for the task of vision-based robotic grasping with focus on generalisation to diverse objects in varying scenes. Model-free reinforcement learning is employed to learn an end-to-end policy that directly maps visual observations to continuous actions in Cartesian space. For observations, octrees are utilised in a novel approach to provide an efficient representation of the 3D scene. In order to allow agent to generalise over spatial positions and orientations, octree-based 3D convolutional neural network is designed to extract abstract visual features. Agent is then trained by combining such feature extractor with off-policy actor-critic reinforcement learning algorithms. As training of robotics agents in real world is expensive and potentially unsafe, a new simulation environment for robotic grasping is created. This environment is developed on top of open-source Ignition Gazebo robotics simulator in order to provide high-fidelity physics and photorealistic rendering. Sim-to-real transfer of a learned policy is made possible by combining a dataset of realistic 3D scanned objects and textures with domain randomisation. Among others, this includes randomising the pose of a virtual RGB-D camera with aim to simplify the transfer of a simulated setup to real-world domain. Results of experimental evaluation indicate that deep reinforcement learning can be applied to learn an end-to-end policy with octree-based observations, while providing noteworthy advantages over traditionally used RGB and RGB-D images. On novel scenes with static camera pose, agent with octree observations is able to reach a success rate of~81.5\%, whereas agent with RGB-D observations and analogous feature extractor achieves~59\%. However, the advantage of 3D observations emerges with invariance to camera pose, where both RGB and RGB-D observations struggle to learn a policy while octrees still retain a success rate of~77\%. -The same policy can be successfully transferred to a real robot without any need for retraining. On scenes with previously unseen everyday objects, a policy trained solely inside simulation can achieve success rate of~68.3\%. The invariance to camera pose enables a simple transfer without requiring the real-world setup to match its digital counterpart. In some cases, octree-based observations furthermore allow transfer of a policy trained on one robot to another with different gripper design and kinematic chain, while achieving almost identical performance to a policy that was trained on the target robot. +The same policy can be successfully transferred to a real robot without any need for retraining. On scenes with previously unseen real-world everyday objects, a policy trained solely inside simulation can achieve success rate of~68.3\%. The invariance to camera pose enables a simple transfer without requiring the real-world setup to match its digital counterpart. Furthermore, approach from this work allows in some cases to transfer a policy trained on one robot to a different one, while achieving almost identical performance to a policy that was trained on the target robot itself. Besides the aforementioned experiments, this work compares actor-critic algorithms TD3, SAC and TQC for continuous control, and studies benefits of several ablations and configurations such as the use of demonstrations, curriculum learning and proprioceptive observations. diff --git a/content/problem_formulation.tex b/content/problem_formulation.tex index 9c43434..54fc577 100644 --- a/content/problem_formulation.tex +++ b/content/problem_formulation.tex @@ -60,7 +60,7 @@ \subsection{Observation Stacking}\label{subsec:observation_stacking} \section{Action Space} -In this work, the action space for end-to-end robotic grasping comprises of continuous actions in Cartesian space. By utilising actions in Cartesian space instead of joint space, the action space is invariant to the specific kinematic configuration of a robot. Furthermore, Cartesian actions provide better safety guarantees, where traditional IK and motion planning approaches can be employed to reliably provide commands for low-level joint controllers while avoiding self-collisions. Actions available to agents are illustrated in \autoref{fig:problem_formulation_action_space}. +In this work, the action space for end-to-end robotic grasping comprises of continuous actions in Cartesian space. By utilising actions in Cartesian space instead of joint space, the action space is invariant to the specific kinematic configuration of a robot. Furthermore, Cartesian actions provide better safety guarantees, where traditional IK and motion planning approaches can be employed to reliably provide commands for low-level joint controllers while avoiding self-collisions. All actions available to agents are illustrated in \autoref{fig:problem_formulation_action_space}. \begin{figure}[b] \centering diff --git a/content/related_work.tex b/content/related_work.tex index 986aff9..7ef53f3 100644 --- a/content/related_work.tex +++ b/content/related_work.tex @@ -162,7 +162,7 @@ \subsection{Sim-to-Real}\label{subsec:sim2real} \newpage -\paragraph{Domain Randomisation} Another way to easily expand the variety in data is by randomly changing the simulated environment. \citet{tobin_domain_2017} applied this method in order to randomise visual attributes shown in \autoref{fig:sim2real_domain_randomisation}, such as object colours, table texture, camera pose and characteristics of the illumination. Furthermore, domain randomisation can be extended also to other non-visual simulation attributes such as inertial properties of robot links and hyperparameters of the utilised physics solver. +\paragraph{Domain Randomisation} Another way to easily expand the variety in data is by randomly changing the simulation environment. \citet{tobin_domain_2017} applied this method in order to randomise visual attributes shown in \autoref{fig:sim2real_domain_randomisation}, such as object colours, table texture, camera pose and characteristics of the illumination. 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