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Instead of being initialized with attributes, they are filled with individuals, strategies or particles. A bag population is the most commonly used type. It has no particular ordering although it is generally implemented using a list. Since the bag has no particular attribute, it does not need any special class.
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The population is initialized using the toolbox and the initRepeat function directly. The following example produces a population with individuals. A grid population is a special case of structured population where neighbouring individuals have a direct effect on each other.
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The individuals are distributed in the grid where each cell contains a single individual. However, its implementation only differs from the list of the bag population, in that it is composed of lists of individuals. For the moment, there is no algorithm specialized for structured populations, we are awaiting your submissions. A swarm is used in particle swarm optimization. It is different in the sense that it contains a communication network.
The simplest network is the completely connected one, where each particle knows the best position that has ever been visited by any particle. This is generally implemented by copying that global best position to a gbest attribute and the global best fitness to a gbestfit attribute. After each evaluation the gbest and gbestfit should be set by the algorithm to reflect the best found position and fitness. A deme is a sub-population that is contained in a population.
It is similar to an island in the island model. Demes, being only sub-populations, are in fact not different from populations, aside from their names. Here, we create a population containing 3 demes, each having a different number of individuals using the n argument of the initRepeat function.
Sometimes, a first guess population can be used to initialize an evolutionary algorithm. The key idea to initialize a population with non-random individuals is to have an individual initializer that takes a content as argument. This initialization can be combined with a regular initialization to have part random and part non-random individuals.
Removing those lines leads to the following:. Porting Guide.
Operators and Algorithms. Warning Before inheriting from numpy. Toolbox toolbox. Individual , toolbox. Occupying about 29, sq ft across an entire floor at its Guoco Tower location at Tanjong Pagar Centre, the office serves about employees and opened in April this year. Danone is a multinational food product company, which owns famous labels including spring water brand Evian and manufactures milk brands Dumex and Aptamil.
The new office is separated into two kinds of spaces: dynamic spaces which comprise a mix of both formal and informal areas that allow for conversations, meetings and brainstorming sessions; and residential spaces that house individual workspaces, lockers and quieter areas for better concentration. All the spaces are meant to provide employees with "a homely feeling and a sense of pride", says Ms Chetna Manglik, talent director of Danone's Asia Pacific and Middle-East region.
At the bright and cheerful Singapore-themed pantry, which features Peranakan tiles and a foosball table, staff can help themselves to snacks such as energy bars, biscuits, yogurt and water from brands affiliated with the company. A Japan-themed informal area comes with sofas and cabinets in the light pink shade of cherry blossoms, while delicate origami birds float above a seating area. The China-themed informal area is decorated in red, with Oriental-inspired furniture and bamboo decor. Formal areas also have a chic feel. Take an Indonesia-themed meeting room, for instance: It comes with muslin curtains and blue and white upholstered chairs, while woven rattan baskets pattern the walls.
To encourage employees to think out of the box, there is a creativity room with large beanbags and suspended swings in place of seats around a meeting table. The five coloured dots in hotel website Agoda's logo - red, yellow, green, purple and blue - are put to good use at its new office in Guoco Tower at Tanjong Pagar Centre. Near the entrance is a colourful seating area that is designed and shaped to look like the five dots. The five colours also find their way into furniture, carpeted areas and the backdrops of meeting rooms and other spaces in the 18, sq ft office that has been home to about employees since January this year.
Its windows used to be grey, but are now rainbow-hued following a transformation project in the late s. Agoda Outside is the company's public affairs arm. Other noteworthy features include writable and collapsible walls. The latter allows for spaces to be opened up and converted from meeting rooms to townhall-style spaces within minutes. Offices of higher-level employees are also deliberately located away from the window perimeter, so that the privilege of having good views and natural lighting is shared by all.