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John Glen Wardrop (1922–1989), born in
Warwick Warwick ( ) is a market town, civil parish and the county town of Warwickshire in the Warwick District in England, adjacent to the River Avon, Warwickshire, River Avon. It is south of Coventry, and south-east of Birmingham. It is adjoined wit ...
,
England England is a Countries of the United Kingdom, country that is part of the United Kingdom. It is located on the island of Great Britain, of which it covers about 62%, and List of islands of England, more than 100 smaller adjacent islands. It ...
, was an English mathematician and transport analyst who developed what became known as Wardrop's first and second principles of equilibrium in the field of traffic assignment. He studied at Downing College, Cambridge, and worked in
Operational Research Operations research () (U.S. Air Force Specialty Code: Operations Analysis), often shortened to the initialism OR, is a branch of applied mathematics that deals with the development and application of analytical methods to improve management and ...
at British Bomber Command during the Second World War. He then helped to set up, and later headed, the Traffic Section of the Road Research Laboratory near Slough – part of the Directorate of Scientific and Industrial Research within the UK Civil Service – where he published his work on equilibrium. He subsequently followed Dr Reuben Smeed to University College London, becoming Reader Emeritus in Traffic Studies.


Wardrop equilibria

In studies about traffic assignment, network equilibrium models are commonly used for the prediction of traffic patterns in transportation networks that are subject to congestion. The idea of traffic equilibrium originated as early as 1924, with
Frank Knight Frank Hyneman Knight (November 7, 1885 – April 15, 1972) was an American economist who spent most of his career at the University of Chicago, where he became one of the founders of the Chicago School. Nobel laureates Milton Friedman, George S ...
. The concepts are related to the idea of
Nash equilibrium In game theory, the Nash equilibrium is the most commonly used solution concept for non-cooperative games. A Nash equilibrium is a situation where no player could gain by changing their own strategy (holding all other players' strategies fixed) ...
in
game theory Game theory is the study of mathematical models of strategic interactions. It has applications in many fields of social science, and is used extensively in economics, logic, systems science and computer science. Initially, game theory addressed ...
developed separately. However, in transportation networks, there are many players, making the analysis complex. In 1952, Wardrop stated two principles that formalize different notions of equilibrium, and introduced the alternative behaviour postulate of the minimization of the total travel costs: Wardrop's first principle of route choice, now known as "user equilibrium", "selfish Wardrop equilibrium" or just "Wardrop equilibrium", which is identical to the notion postulated by Knight, became accepted as a sound and simple behavioural principle to describe the spreading of trips over alternate routes because of congested conditions. It states:
The journey times in all routes actually used are equal and less than those that would be experienced by a single vehicle on any unused route.
The traffic flows that satisfy this principle are usually referred to as "user equilibrium" (UE) flows, since each user chooses the route that is the best. Specifically, a user-optimized equilibrium is reached when no user may lower his transportation cost through unilateral action. A variant is the stochastic user equilibrium (SUE), in which no driver can unilaterally change routes to improve his/her perceived, rather than actual, travel times. Wardrop's second principle, now known as "system optimal" or "social Wardrop equilibrium" states that at equilibrium, the average journey time is at a minimum. That implies that all users behave cooperatively in choosing their routes to ensure the most efficient use of the whole system. For example, this would be the case if an omnipotent central authority could command them all which routes to take. Traffic flows satisfying Wardrop's second principle are generally deemed system optimal (SO). Economists and modellers have argued that it can be achieved with
marginal cost In economics, the marginal cost is the change in the total cost that arises when the quantity produced is increased, i.e. the cost of producing additional quantity. In some contexts, it refers to an increment of one unit of output, and in others it ...
road pricing Road pricing are user charge, direct charges levied for the use of roads, including Toll road, road tolls, distance or time-based fees, congestion pricing, congestion charges and charges designed to discourage the use of certain classes of ve ...
, or by a central routing authority dictating route choices. The potential fall in efficiency from social to selfish equilibria is an example of the
price of anarchy The Price of Anarchy (PoA) is a concept in economics and game theory that measures how the efficiency of a system degrades due to selfish behavior of its agents. It is a general notion that can be extended to diverse systems and notions of efficienc ...
. Wardrop did not provide algorithms for solving Wardrop equilibria, he simply defined them as desiderata. The first mathematical model of network equilibrium was formulated by Beckmann, McGuire and Winsten in 1956. As with Nash equilibria, simple solutions to selfish equilibrium can be found through iterative simulation, with each agent assigning its route given the choices of the others. This is very slow computationally. The
Frank–Wolfe algorithm The Frank–Wolfe algorithm is an iterative first-order optimization algorithm for constrained convex optimization. Also known as the conditional gradient method, reduced gradient algorithm and the convex combination algorithm, the method was or ...
improves on this by exploiting dynamic programming properties of the network structure, to find solutions with a faster form of iteration. Creating new and faster algorithms for both selfish and social Wardrop equilibria remains an active research topic in the 2010s.


References

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Obituary, John Glen Wardrop ''Transportation'' 16 pp. 1-2 (1989)
{{DEFAULTSORT:Wardrop, John Glen English economists Game theorists 1989 deaths 1922 births