Using genetic algorithm to automate the generation of an open-plan office layout

2020 ◽  
pp. 147807712094353
Author(s):  
Chen Chen ◽  
Ricardo Jose Chacón Vega ◽  
Tiong Lee Kong

Today, the concept of open plan is more and more widely accepted that many companies have switched to open-plan offices. Their design is an issue in the scope of space layout planning. Although there are many professional architectural layout design software in the market, in the real life, office designers seldom use these tools because their license fees are usually expensive and using them to solve an open-plan office design is like using an overly powerful and expensive tool to fix a minor problem. Therefore, manual drafting through a trial and error process is most often used. This article attempts to propose a lightweight tool to automate open-plan office layout generation using a nested genetic algorithm optimization with two layers, where the inner layer algorithm is embedded in the outer one. The result is enhanced by a local search. The main objective is to maximize space utilization by maximizing the size of the open workspace. This approach is different from its precedents, in that the location search is conducted on a grid map rather than several pre-selected candidate locations. Consequently, the generated layout design presents a less rigid workstation arrangement, inviting a casual and unrestrictive work environment. The real potential of the approach is reflected in the productivity of test fits. Automating and simplifying the generation of layouts for test fits can tremendously decrease the amount of time and resources required to generate them. The experimental case study shows that the developed approach is powerful and effective, making it a totally automated process.

2018 ◽  
Vol 11 (4) ◽  
pp. 178
Author(s):  
Santosh Kumar Suman ◽  
Awadhesh Kumar ◽  
Vinod Kumar Giri

2011 ◽  
Vol 1 (3) ◽  
pp. 71
Author(s):  
Chris Reyns-Chikuma

On the one hand, there is a great number of « national » fictions. To various degrees (patriotic, nationalistic) and consciously or not, these fictions participate in the construction of a nation. On the other hand, there are also a lot of fictions that we can characterize as cosmopolitan or postnational and which are situated outside any clear national boundaries. On the contrary, one can count very few fictions on the construction of a European supranationality. To my knowledge, Constellation by Alain Lacroix (2008) is the only one in French and that is the one I am going to write about in this essay. My goal here is threefold. It is first to show that although the interpreter seems to play a minor role (according to the number of pages) and although she is apparently considered an insignificant quantity by both male protagonists, as her regular and obsessive return in the text proves it she is actually important since she haunts the characters sexually and ideologically. I will also show that this haunting spreads through the whole novel through the issue of the interpretation of signs. The second goal is to show that the interpreter, who is explicitly presented as an impersonation of Europe, actually incarnates the ambivalence of any « europeanist » project. She is indeed a bridge not only between two languages & cultures but also between both faces of any European policy. The first one, concrete, tries to incorporate the real life of the Europeans, their daily concerns which themselves are often inscribed within their « national habitus», and the other one to exceed it within a transnational project which is often perceived as too abstract. Finally, I will conclude showing how Constellation “foreignizes” (Venuti, 2008, 6) its translation of the European realities, not by its choices but by the choice of avant-garde esthetic techniques.


2019 ◽  
Vol 2019 ◽  
pp. 1-10 ◽  
Author(s):  
Rohan Soman ◽  
Pawel Malinowski

The paper presents a novel implementation of the genetic algorithm (GA) to improve the coverage of the sensor network for damage detection using guided waves. The implementation allows depiction of sensor locations with real values which is closer to the real-life situation. Also, additional features such as proximity checks and node insertions have been implemented in order to improve the convergence of the GA as well as the thoroughness of the search space. For the traditional integer-based implementation, the size of the problem is large but finite. For the real-valued implementation, the problem size can indeed be infinitely large. So added measures have been introduced such as a two-step optimization process for the reduction in size and improved convergence.


2002 ◽  
Vol 39 (03) ◽  
pp. 159-169
Author(s):  
Kyu-Yeul Lee ◽  
Seong-Nam Han ◽  
Myung-I Roh

With the trend in modern naval ships towards less dense payloads, space layout design has become more important. Recent advances in computing science and increased understanding of methods for developing mathematical models, which form the basis of the space layout design, have helped with the development of a powerful design procedure. In this study, the compartment layout problem, which can be regarded as the space layout design of a naval ship, is represented as a mathematical model, and a compartment layout algorithm based on the genetic algorithm (GA) in order to solve the problem is proposed. Comparative testing shows that the proposed algorithm performs better than other existing algorithms for the optimal compartment layout design. Finally, the proposed algorithm is applied to the compartment layout problem of a naval ship and the computational results are compared with the actual compartment layout of the naval ship.


Author(s):  
Wenbi Wang ◽  
Jonathan Lin

This paper describes a software program that was developed to assist the layout design of collaborative workplaces such as a military command centre. The program assesses layout quality based on its support to operator collaboration and searches for optimal solutions using a genetic algorithm. A simulation experiment was conducted to examine the program’s effectiveness. The study involved the allocation of a 10-person team to a command centre that was pre-configured with a mission control style layout. Across 50 simulation runs, a total of 38 unique optimal layouts were identified. These solutions shared an equivalent quality as measured by the objective metric used by the algorithm. Analytical assessment confirmed their optimality for this design problem. The software program provides a useful tool for human factors practitioners to examine layout options of complex workplaces based on an algorithmic approach.


Author(s):  
İlker Küçükoğlu ◽  
Alkın Yurtkuran

Timetabling is one of the computationally difficult problems in scheduling and aims to find best time slots for a number of tasks which require limited resources. In this paper, we examine different solution approaches for the real-world examination timetabling problem (ETP) for university courses. The problem has unique hard and soft constraints, when compared to previous efforts, i.e. consecutive exams, sharing of rooms, room preferences, room capacity and number of empty slots. The aim of the problem is to achieve a timetable, which minimizes the total number of the examination slots without any conflicts. First, the real-world problem is formally defined and a mixed integer linear model is presented. Then, a constructive heuristic and a genetic algorithm based meta-heuristic are proposed in order to solve the ETP. Proposed approaches are tested on a problem set formed by using a real-life data. Results reveal that, proposed approaches are able to produce superior solutions in a limited time. Keywords: Timetabling, constructive heuristic, genetic algorithm;


EDIS ◽  
2019 ◽  
Vol 2019 (5) ◽  
pp. 14
Author(s):  
John Rutledge ◽  
Joy C. Jordan ◽  
Dale W. Pracht

 The 4-H Citizenship Project offers the opportunity to help 4-H members relate all of their 4-H projects and experiences to the world around them. The 4-H Citizenship manuals will serve as a guide for 4-H Citizenship experiences. To be truly meaningful to the real-life needs and interests of your group, the contribution of volunteer leaders is essential. Each person, neighborhood, and community has individual needs that you can help your group identify. This 14-page major revision of Unit IV covers the heritage project. Written by John Rutledge, Joy C. Jordan, and Dale Pracht and published by the UF/IFAS Extension 4-H Youth Development program. https://edis.ifas.ufl.edu/4h019


MISSION ◽  
2019 ◽  
pp. 54-57
Author(s):  
Marco Riglietta ◽  
Paolo Donadoni ◽  
Grazia Carbone ◽  
Caterina Pisoni ◽  
Franca Colombi ◽  
...  

In Italy, at the end of the 1970s, methadone hydrochloride was introduced for the treatment of opioid use disorder, in the form of a racemic mixture consisting of levomethadone and dextromethadone.In 2015 Levometadone was introduced, a new formulation marketed in Italy for the treatment of opioid use disorder in 2015.The article aims to bring the experience of an Italian Addiction Centre back to the use of this new formulation in the "real life" analyzing the efficacy, the trend of adverse events and pharmacological iterations in a context in which the treated population often uses besides the opiates, cocaine and alcohol, are burdened by a relevant physical and psychic comorbidity and frequently have a prescribed polypharmacy.


Author(s):  
Claudio Urbani ◽  
Francesca Dassie ◽  
Benedetta Zampetti ◽  
Di Certo Agostino Maria ◽  
Renato Cozzi ◽  
...  

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