1. Assumptions
This investigation starts with the following key assumptions:
Action in the world is expressed by the position and movements of the bones (of the vertebrates we are considering)
- The change in position of the bones, in general, is caused by rotation in the joints
- We shall focus on the major bones such as arms and legs, most clearly involved in action
- We shall greatly simplify the bone structure, and essentially ignore the backbone and the hands
- The rotation in the joints is caused by muscles
- We shall greatly simplify the muscle mechanism to rotate joints
- We shall greatly simplify the complexity by focussing on the geometry rather than on actual muscle activity and attachment
- The movement of the muscles to cause rotation in the joints is in turn caused by information transmitted through neural connections
- We shall greatly simplify muscle activation through neural activity patterns
- We shall greatly simplify timing relationships in neural activity
To increase the likelihood of successful action, aspects of the action must depend on and integrate the information from perception
- Survivability and thus evolutionary success depend on successful action, whether in feeding, fleeing, fighting, or mating.
- Relative success or failure is perceived
- aspects of the perception and action are remembered
Perception is a major source of information about the world. (We will focus on vision, but similar considerations apply to information from other senses, including proprioception.)
- Visual perception illustrates the different forms of encoding
- the optical source of the information in the world is three dimensional, but transformed by the eyes into two two-dimensional projections
- the eye rasterizes or pixellates the information using rods and cones, so that the representation is as points in the visual space
- Neuroscience has shown that attributes and features are extracted from the visual image, and motion is detected
Learning increases the likelihood of successful action
- Learning is usually based on memory of past actions and the memory of past perceptions
- The pattern and sequence of action must be remembered
- The perceptions and the outcome from the action must be remembered
- We must be able to find patterns of action that led to the desired outcome
- We must be able to repeat the pattern and sequence of action that was successful in the past
Action, perception, memory, and prediction are linked by the flow of information
- Muscles to control action are in turn controlled by information flowing through neural fibres
- Neural activity causes muscles to contract and relax, thus causing rotation about joints
- Neural firing takes time to propagate from the brain to the muscles
- The patterns of neural activity may be transformed on the way from the brain to the muscles
- Descriptive information is extracted from perceptual information
- Features such as lines and motion are extracted from the pixellated retinal image
- A 3D representation of the world is constructed containing objects
Information is always encoded with some form of (data) representation
- Information is usually transmitted from the place of origin, the source, to one or more places where it is used
- the transmission can be via dedicated wiring, also known as labelled lines
- the transmission can be via shared channels such as a network
- Information is commonly transformed from one form of representation to another
- the transformation can compress the data
- the transformation can be lossy or lossless