"From bird flocks to fish schools, animal groups often seem to react to environmental perturbations as if of one mind. Most studies in collective animal behavior have aimed to understand how a globally ordered state may emerge from simple behavioral rules. Less effort has been devoted to understanding the origin of collective response, namely the way the group as a whole reacts to its environment. Yet, in the presence of strong predatory pressure on the group, collective response may yield a significant adaptive advantage. Here we suggest that collective response in animal groups may be achieved through scale-free behavioral correlations. By reconstructing the 3D position and velocity of individual birds in large flocks of starlings, we measured to what extent the velocity fluctuations of different birds are correlated to each other. We found that the range of such spatial correlation does not have a constant value, but it scales with the linear size of the flock. This result indicates that behavioral correlations are scale free: The change in the behavioral state of one animal affects and is affected by that of all other animals in the group, no matter how large the group is. Scale-free correlations provide each animal with an effective perception range much larger than the direct interindividual interaction range, thus enhancing global response to perturbations. Our results suggest that flocks behave as critical systems, poised to respond maximally to environmental perturbations."
The murmuration of Starlings could be a useful model for global community.
- John Burch
Oct 10, 2020
Watch this [VIDEO].
Apparently,
from studies done at Princeton University and elsewhere, these birds
manage to fly together by relating to exactly seven others. Not six, not
eight. Seven.
I wonder why?
There is no leader. No one is "in charge."
The birds fly successfully together by adopting and sharing the ego of the whole.
There
are many images of starlings and murmuration on the Internet. The one
at the top of this post is interesting to me as it appears the birds are
forming the image of a bird, flying from left to right.
Here is another [VIDEO] to ponder.
An Article from Cornell Labs
So
how do these masses of birds move so synchronously, swiftly, and
gracefully? This isn’t an idle question—it has attracted the attention
of physicists interested in how group behavior can spontaneously arise
from many individuals at once. In 2010, Andrea Cavagna and colleagues at
the National Council of Research and the University of Rome used
advanced computational modeling and video analysis to study this
question. They found that starling flocks model a complex physical phenomenon, seldom observed in physical and biological systems, known as scale-free correlation.
Surprising
as it may be, flocks of birds are never led by a single individual.
Even in the case of flocks of geese, which appear to have a leader, the
movement of the flock is actually governed collectively by all of the
flock members. But the remarkable thing about starling flocks is their
fluidity of motion. As the researchers put it, “the group respond[s] as
one” and “cannot be divided into independent subparts.”
When
one starling changes direction or speed, each of the other birds in the
flock responds to the change, and they do so nearly simultaneously
regardless of the size of the flock. In essence, information moves
across the flock very quickly and with nearly no degradation. The
researchers describe it as a high signal-to-noise ratio.
This scale-free correlation
allows starlings to greatly enhance what the researchers call
“effective perceptive range,” which is another way of saying that a
starling on one side of the flock can respond to what others are sensing
all the way across the flock—a huge benefit for a starling trying to
avoid a falcon.
Last week, a new study on starling
flocks appeared in the journal PLOS Computational Biology. The
researchers, led by George Young at Princeton, did their own analysis of
murmuration images to see how the birds adjust to their flockmates.
They determined that starlings in large flocks consistently coordinate their movements with their seven nearest neighbors.
They also found that the shape of the flock, rather than the size, has
the largest effect on this number; seven seems optimal for the tightly
connected flocks that starlings are known for.
Imagine
a game of telephone: one person passes a message along to the next
person, who repeats it to another, and so on. For humans, the telephone
message loses information very quickly—that’s what makes the game fun.
The first finding, by Cavagna’s team, suggests that very little
information is lost in a starling flock. The second finding, by Young’s
team, suggests that starlings “play telephone” with their seven nearest
neighbors. Somehow they are able to process messages from those seven
neighbors all at once, and this is a part of their method for achieving
scale-free correlation.
Still, neither finding
explains how starlings are capable of such extraordinary collective
responses. As the researchers admit, “How starlings achieve such a
strong correlation remains a mystery to us.”
Murmurations
remind us that nature’s beauty can take limitless forms, and can shock
and inspire us. A number of commenters on the River Shannon video
mention a feeling of connection that they experienced while watching the
video. It’s as if seeing that synchrony, that seemingly perfect
connection between each starling, also reminds us to value our
connection to the world around us, for connection can be truly
beautiful.
Abstract
From bird flocks to fish schools, animal groups often seem to react to environmental perturbations as if of one mind.
Most studies in collective animal behavior have aimed to understand how
a globally ordered state may emerge from simple behavioral rules. Less
effort has been devoted to understanding the origin of collective
response, namely the way the group as a whole reacts to its environment.
Yet, in the presence of strong predatory pressure on the group,
collective response may yield a significant adaptive advantage. Here we
suggest that collective response in animal groups may be achieved
through scale-free behavioral correlations. By reconstructing the 3D
position and velocity of individual birds in large flocks of starlings,
we measured to what extent the velocity fluctuations of different birds
are correlated to each other. We found that the range of such spatial
correlation does not have a constant value, but it scales with the
linear size of the flock. This result indicates that behavioral
correlations are scale free: The change in the behavioral state of one
animal affects and is affected by that of all other animals in the
group, no matter how large the group is. Scale-free correlations provide
each animal with an effective perception range much larger than the
direct interindividual interaction range, thus enhancing global response
to perturbations. Our results suggest that flocks behave as critical
systems, poised to respond maximally to environmental perturbations.
More
Collective
response is the way a group as a whole reacts to its environment. It is
often crucial for a group, or for subsets of it, to respond coherently
to perturbations. For gregarious animals under strong predatory
pressure, in particular, collective response is vital. The remarkable
thing about a flock of birds is not merely the globally ordered motion
of the group, but the way the flock dodges a falcon's attack. Collective
response is the trademark of self-organized order as opposed to a
centralized one. Consider a group where all individuals follow a leader,
without interacting with one another. Such a system is strongly
ordered, as everyone moves in the same direction. Yet, there is no
passing of information from individual to individual and hence
behavioral fluctuations are independent: The change of direction of one
animal (different from the leader) has very little influence on that of
other animals, due to the centralized nature of information transfer. As
a consequence, collective response is very poor: Unless detected
directly by the leader, an external perturbation does not elicit a
global reaction by the group. Response, unlike order, is the real
signature of self-organization.
In self-organized
groups the efficiency of collective response depends on the way
individual behavioral changes, typically forced by localized
environmental perturbations, succeed in modifying the behavior of the
whole group. This key process is ruled by behavioral correlations.
Correlation is the expression of an indirect information transfer
mediated by the direct interaction between the individuals: Two animals
that are outside their range of direct interaction (be it visual,
acoustic, hydrodynamic, or any other) may still be correlated if
information is transferred from one to another through the intermediate
interacting animals. The turn of one bird attacked by a predator has an
influence not only over the neighbors directly interacting with it, but
also over all birds that are correlated to it. Correlation measures how
the behavioral changes of one animal influence those of other animals
across the group. Behavioral correlations are therefore ultimately
responsible for the group's ability to respond collectively to its
environment. In the same way, correlations are likely to play a
fundamental role in other kinds of collective decision-making processes
where informed individuals (e.g., on food location or migration routes)
can extend their influence over many other group members.
Of
course, behavioral correlations are the product of interindividual
interaction. Yet interaction and correlation are different things and
they may have a different spatial (and sometimes temporal) span.
Interaction is local in space and its range is typically quite short. A
former study shows that in bird flocks the interaction range is of the
order of few individuals. On the other hand, the correlation length,
namely the spatial span of the correlation, can be significantly larger
than the interaction range, depending chiefly on the level of noise in
the system. An elementary example is the game of telephone: A player
whispers a phrase into her neighbor's ear. The neighbor passes on the
message to the next player and so on. The direct interaction range is
equal to one, whereas the correlation length, i.e., the number of
individuals the phrase can travel before being corrupted, can be
significantly larger than one, depending on how clearly the information
is transmitted at each step.
Although the correlation
length is typically larger than the interaction range, in most
biological and physical cases it is significantly smaller than the size
of the system. For example, in bacteria the correlation length was found
to be much smaller than the size of the swarm. In this case parts of
the group that are separated by a distance larger than the correlation
length are by definition independent from each other and therefore react
independently to environmental perturbations. Hence, the finite scale
of the correlation necessarily limits the collective response of the
group.
However, in some cases the correlation length may be as large as the entire group, no matter the group's size. When this happens, we are in the presence of scale-free correlations. The group cannot be divided into independent subparts, because the behavioral change of one individual influences and is influenced by the behavioral change of all other individuals in the group. Scale-free correlations imply that the group is, in a strict sense, different from and more than the sum of its parts. The effective perception range of each individual is as large as the entire group and it becomes possible to transfer undamped information to all animals, no matter their distance, making the group respond as one. Here, we provide experimental evidence that bird flocks exhibit scale-free correlations and we discuss under what conditions such correlations may arise in animal groups.
A model of global community exists! We can learn from it.
- John Burch
Oct 11, 2020
Scale-free correlation
gives a long and effective perception range to individual agents which
is much larger than the direct inter-individual (agent-agent)
interaction range. This means that any small change in one agent causes
change in the whole group.
Wow! Double wow!
I believe we have, here, a viable model for emerging the global community we seek!
To
watch the uncanny synchronization of a starling flock in flight is to
wonder if the birds aren’t actually a single entity, governed by
something beyond the usual rules of biology. New research suggests
that’s true.
Mathematical analysis of flock dynamics
show how each starling’s movement is influenced by every other starling,
and vice versa. It doesn’t matter how large a flock is, or if two birds
are on opposite sides. It’s as if every individual is connected to the
same network.
That phenomenon is known as scale-free
correlation, and transcends biology. The closest fit to equations
describing starling flock patterns come from the literature of
“criticality,” of crystal formation and avalanches — systems poised on
the brink, capable of near-instantaneous transformation.
In starlings, “being critical is a way for the system to be always ready to optimally respond to an external perturbation, such as predator attack,” wrote researchers led by University of Rome theoretical physicist Giorgio Parisi in a June 14
Parisi’s
team recorded starling flocks on the outskirts of Rome. Some had just
over 100 birds, and others more than 4,000. Regardless of size, the
correlations of a bird’s orientation and velocity with the other birds’
orientation and velocity didn’t vary. If any one bird turned and changed
speed, so would all the others.
In particle physics,
synchronized orientation is found in systems with “low noise,” in which
signals are transmitted without degrading. But low noise isn’t enough to
produce synchronized speeds, which are found in critical systems. The
researchers give the example of ferromagnetism, where particles in a
magnet exhibit perfect interconnection at a precise, “critical”
temperature.
“More analysis is necessary to prove this
definitively, but our results suggest that starling flocks are a
critical system," said study co-author Irene Giardina, also a University
of Rome physicist.
According to the researchers, the
“most surprising and exotic feature” of the flocks was their
near-instantaneous signal-processing speed. “How starlings achieve such a
strong correlation remains a mystery to us,” they wrote.
********************
Of all distinctive traits of collective animal behaviour the most conspicuous is the emergence
of global order, namely the fact that all individuals within the group synchronize to some
extent their behavioural state. In many cases global ordering amounts to an alignment
of the individual directions of motion, as in bird flocks, fish schools, mammal herds and in
some insect swarms. Yet, global ordering can affect also other behavioural states, as it
happens with the synchronous flashing of tropical fireflies or the synchronous clapping in
human crowds.
The presence of order within an animal group is easy to detect. However, order may
have radically different origins, and discovering what is the coordination mechanism at the
basis of order is not straightforward. Order can be the effect of a top-down centralized control
mechanisms
(for example, due to the presence of one or more leaders), or it can be
a bottom up self-organized feature emerging from local behavioural
rules. Distinguishing between
these two types of global ordering is not trivial. In fact, the prominent difference between the
centralized and the self-organized paradigm is not order, but response.
Collective response is the way a group as a whole reacts to its environment. For
gregarious animals under strong predatory pressure collective response is vital. The
remarkable thing about a flock of birds is not merely the globally ordered motion of the
group, but the way the flock dodges a falcon’s attack. Collective response is the trademark of
self-organized order as opposed to centralized one. Consider a group where all individuals
follow a leader. Such system is strongly ordered, as everyone moves in the same direction.
Yet, there is no passing of information from individual to individual and hence behavioural
fluctuations are independent: the change of direction of one animal (different from the leader).
***************
They
call it "scale-free correlation," and it means that no matter how big
the flock, "If any one bird turned and changed speed, so would all the
others."
It's a beautiful phenomenon to behold. And
neither biologists nor anyone else can yet explain how starlings seem to
process information and act on it so quickly. It's precisely the lack
of lag between the birds' movements that make the flocks so astonishing.
Having imported a theoretical physicist to model the flock movement,
perhaps a computer scientist would be the right choice to describe the
individual birds' behavior.
*****************
Biologists speak about a “Superorganism” as an organism consisting of many organisms capable of using a collective intelligence unknown to the single individual.
Watch this example of Swarm Intelligence.