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First, concentrate on the legs, which are obviously the most involved in walking The walking process utilizes eight positions:

A problem with Hebbian learning is that repeated presentation of input patterns leads to an exponential growth in weight values, driving the weights into saturation To prevent saturation, a limit is posed on the increase in weight values One type of limit is to introduce a nonlinear forgetting factor: uki (t) = ok,p zi,p ok,p uki (t 1) where is a positive constant, or equivalently, uki (t) = ok,p [ zi,p uki (t 1)] (45) (44)

with = / Equation (45) implies that inputs for which zi,p < uki (t 1)/ have their corresponding weights uki decreased by a value proportional to the output value ok,p When zi,p > uki (t 1)/ , weight uki is increased proportional to ok,p Sejnowski proposed another way to formulate Hebb s postulate, using the covariance correlation of the neuron activation values [773]: uki (t) = [(zi,p z i )(ok,p ok )] with

The Current State of Broadcasting Going Digital News Automation The Virage Broadcast Solution Digital Video Archiving Web Publishing

(46)

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1 The left leg stiffens as it prepares to hit the ground 2 The left leg bends as it gets ready to push off 3 The left leg lifts up the body as the right foot lifts and swings forward 4 The right foot is at its high point 5 The right leg stiffens as it prepares to hit the ground 6 The right leg bends as it gets ready to push off 7 The right leg lifts up the body as the left foot lifts and swings forward 8 The left leg is at its high point

Dynamic source routing (DSR) is one of the communication protocols that can be used between terminal nodes in a mobile ad-hoc network A mobile ad-hoc network consists of terminal nodes, each with a radio as communication device to transmit information to other terminal nodes in the network, ie no infrastructure between nodes Thus, nodes not only function as terminals, but also as relays of the transmitted information in the network This type of network topology requires a common routing protocol like DSR Thus, the correct execution of the DSR protocol by each node in the ad-hoc network is crucial Sometimes a node misbehaves in the network This misbehaviour can be associated with nodes that are in standby mode (not relaying information), hardware failures or malicious software (like viruses) on the node can try to overthrow the network A danger theory inspired AIS is proposed in [757] to detect misbehaving nodes in a mobile ad-hoc network Each node in the network applies an instance of the algorithm on observations made by the node The nodes communicate detection information between each other Self is de ned as normal network tra c without any packet loss This implies that the de ned self is dynamic, since a new node in the network might generate new unseen tra c without any packet loss, ie dynamic self Each node in the network monitors/observes the tra c for each of the neighboring nodes in the network These observations are bu ered for a speci c bu ering time If the bu ering time elapsed, the bu ered observations are seen as self patterns and are randomly selected to generate self-tolerant detectors for the node Existing detectors that detect a self pattern are removed and replaced by the newly generated detectors Negative selection is used to

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Observations in the bu er are presented to existing detectors If an existing detector matches an observation, the score of the detector is rewarded with a value of one; otherwise, it is penalized with a value of one A detector can only match an observation if the observation is accompanied by a danger signal Detectors are clustered according to their detection scores If a source node experience a packet loss (misbehaving node), the source node will generate an observation with a danger signal along the route where the packet loss was experienced The action taken by the neighboring nodes is to discard the observation from the bu ered observations through correlation with the danger signal (also observed) This prevents the generation of detectors on non-self observations

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