Evolutionary layout design synthesis of an autonomous greenhouse using product-related dependencies

被引:2
|
作者
Cio, Yann-Seing Law-Kam [1 ]
Ma, Yuanchao [1 ]
Vadean, Aurelian [1 ]
Beltrame, Giovanni [2 ]
Achiche, Sofiane [1 ]
机构
[1] Polytech Montreal, Dept Mech Engn, CP 6079,Succ CV, Montreal, PQ H3C 3A7, Canada
[2] Polytech Montreal, Dept Comp Engn & Software Engn, CP 6079,Succ CV, Montreal, PQ H3C 3A7, Canada
来源
AI EDAM-ARTIFICIAL INTELLIGENCE FOR ENGINEERING DESIGN ANALYSIS AND MANUFACTURING | 2021年 / 35卷 / 01期
关键词
Design automation; design synthesis; evolutionary computing; genetic algorithm; product development; WIRELESS SENSOR NETWORKS; GENETIC ALGORITHM; FUZZY-LOGIC; OPTIMIZATION; SYSTEM; FACILITY; PERFORMANCE; IRRIGATION; CLIMATE; ENERGY;
D O I
10.1017/S0890060420000384
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The development of autonomous greenhouses has caught the interest of many researchers and industrial considering their potential of offering an optimal environment for the growth of high-quality crops with minimum resources. Since an autonomous greenhouse is a mechatronic system, the consideration of its subsystem (e.g. heating systems) and component (e.g. actuators and sensors) interactions early in the design phase can ease the product development process. Indeed, this consideration could shorten the design process, reduce the number of redesign loops, and improve the performance of the overall mechatronic system. In the case of a greenhouse, it would lead to a higher quality of the crops and a better management of resources. In this work, the layout design of a general autonomous greenhouse is translated into an optimization problem statement while considering product-related dependencies. Then, a genetic algorithm is used to carry out the optimization of the layout design. The methodology is applied to the design of a fully autonomous greenhouse (45 cm x 30 cm x 30 cm) for the growth of plants in space. Although some objectives are conflictual, the developed algorithm proposes a compromise to obtain a near-optimal feasible layout design. The algorithm was also able to optimize the volume of components (occupied space) while considering the energy consumption and the overall mass. Their respective summed values are 2844.32 cm(3), which represents 7% of the total volume, 5.86 W, and 655.8 g.
引用
收藏
页码:49 / 64
页数:16
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