Drake's core library has 3 big parts:
Drake provides tools to model the physics of a dynamic system, which can be used for analysis and simulation.
Drake's system modeling works like Matlab Simulink. Drake constructs complex systems from blocks called
systemhas input/output ports that could be connected with other systems. A
systemblock can be a
leafsystemis the minimum build block and a
diagramis composed of multiple
leafsystemfunctions as basic components in robotics systems, like signals, sensors, controllers, planners, etc.
diagramto represent systems that internally have several connected systems that function as a whole.
diagramitself is a system and can be nested. The root diagram contains all the sub-systems and sub-diagrams.
Systems can be connected through their input/output ports. Connected systems could also be formed into a
contextis data of system states and parameters cached in a separate place. Each
systemhas its own
diagramare the only two information a
simulatorneeds to simulate. Given the
context, all methods called on a
systemshould be completely deterministic and repeatable (ref. Underactuated Robotics textbook).
Drake has method
diagram->CreateDefaultContext()which creates the context with default values for all the subsystems. Values in the context, such as the initial state and the initial time, can be independently set before the simulation begins.
A context can have continuous state, discrete state, and abstract variable. Based on the variable type, the simulator would update the context data by either numerically integrating the continuous derivative or updating the states using state-space dynamics.
Drake is a simulation software. The Drake
simulatortakes in the system
diagramtogether with its
context, to simulate by updating parameters such as integral continuous state derivatives, compute discrete state updates, allocates the various outputs of a
Drake incorporates famous and useful optimization tools, for example, Gurobi, SNOPT, IPOPT, SCS, MOSEK. These tools help to solve mathematical problems in robotics, such as motion planning and control.
Multibody means multiple rigid bodies connected in a tree structure. The root
diagramthat contains a unique
MultibodyPlantis considered as a robotic system.
MultibodyPlantinternally uses rigid body tree algorithms to compute the robot kinematics, dynamics, jacobian, etc.
system. So it has input/output ports that could be connected to other systems like controllers and visualizers.
A convenient technique to compute Derivative. Computing Integral is trivial and computing Derivative is non-trivial. AutoDiff is a good solution that Eigen provides to solve the derivative.
LCM is a multi-process communication tool. LCM is everywhere in Drake. It serves as the bridge between system ports, so all the communications between systems are transported using LCM, which can be inspected by LCM spy tool.
A handy tool that parses XML files, enables Drake to parse URDF and SDF, thus creating