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D.K. Gupta

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Journal article (2020) - Deepak Gupta, Fred van Keulen, Matthijs Langelaar
Multiresolution topology optimization (MTO) methods involve decoupling of the design and analysis discretizations, such that a high‐resolution design can be obtained at relatively low analysis costs. Recent studies have shown that the MTO method can be approximately 3 and 30 times faster than the traditional topology optimization method for 2D and 3D problems, respectively. To further exploit the potential of decoupling analysis and design, we propose a dp‐adaptive MTO method, which involves locally increasing/decreasing the polynomial degree of the shape functions (p) and the design resolution (d). The adaptive refinement/coarsening is performed using a composite refinement indicator which includes criteria based on analysis error, presence of intermediate densities as well as the occurrence of design artefacts referred to as QR‐patterns. While standard MTO must rely on filtering to suppress QR‐patterns, the proposed adaptive method ensures efficiently that these artefacts are suppressed in the final design, without sacrificing the design resolution. The applicability of the dp‐adaptive MTO method is demonstrated on several 2D mechanical design problems. For all the cases, significant speed‐ups in computational time are obtained. In particular for design problems involving low material volume fractions, speed‐ups of up to a factor of 10 can be obtained over the conventional MTO method. ...

Application in solar cell metallization

Doctoral thesis (2019) - Deepak Gupta
Due to global population growth and industrial development, there is a rising demand for energy. It is desired that this demand is met in a cleaner and more sustainable way. Among the various renewable energy sources, solar power is experiencing remarkable growth throughout the world. To ensure that solar power can be a sustainable solution for the future energy demands, intensive research is being conducted to make solar cells more efficient and thereby reduce the cost of solar energy. Solar cells have metallization patterns on the front side to collect current generated in the semiconductor layer. The performance of a solar cell significantly depends on the amount of electrode material used for metallization, and the pattern in which it is deposited. There exist several optimization approaches to optimize the metallization distribution on the front surface of solar cells. However, due to the numerical simplifications associated with these methods, only limited gains in power output are observed. Moreover, the applicability of these methods is historically restricted to rectangular or circular domains. There has recently been a drive towards increased freeform photovoltaic installations. Given that these shapes can be very arbitrary, the optimal metallization patterns for such geometries can be expected to be complex, and the traditional methods cannot be used to design them. ...
Journal article (2018) - Deepak K. Gupta, Marco Barink, Matthijs Langelaar
Concentrated photovoltaics (CPV) has recently gained popularity due to its ability to deliver significantly more power at relatively lower absorber material costs. In CPVs, lenses and mirrors are used to concentrate illumination over a small solar cell, thereby increasing the incident light by several folds. This leads to non-uniform illumination and temperature distribution on the front side of the cell, which reduces performance. A way to limit this reduction is to optimize the metallization design of the solar cell for certain non-uniform illumination and temperature profiles. Most of the existing metallization optimization methods are restricted to the conventional H-pattern, which limits the achievable improvements. Topology optimization alleviates such restrictions and is capable of generating complex metallization patterns, which cannot be captured by the traditional optimization methods. In this paper, the application of topology optimization is explored for concentrated illumination conditions. A finite element model that includes all relevant resistances combined with topology optimization method is presented and the applicability is demonstrated on non-uniform illumination and temperature profiles. The finite element model allows accurate modeling of the current density and voltage distributions. Metallization designs obtained by topology optimization significantly improve the power output of concentrating solar cells. ...

Artefacts in multiresolution topology optimization

Recent multiresolution topology optimization (MTO) approaches involve dividing finite elements into several density cells (voxels), thereby allowing a finer design description compared to a traditional FE-mesh-based design field. However, such formulations can generate discontinuous intra-element material distributions resembling QR-patterns. The stiffness of these disconnected features is highly overestimated, depending on the polynomial order of the employed FE shape functions. Although this phenomenon has been observed before, to be able to use MTO at its full potential, it is important that the occurrence of QR-patterns is understood. This paper investigates the formation and properties of these QR-patterns, and provides the groundwork for the definition of effective countermeasures. We study in detail the fact that the continuous shape functions used in MTO are incapable of modeling the discontinuous displacement fields needed to describe the separation of disconnected material patches within elements. Stiffness overestimation reduces with p-refinement, but this also increases the computational cost. We also study the influence of filtering on the formation of QR-patterns and present a low-cost method to determine a minimum filter radius to avoid these artefacts. ...
Topology optimization formulations using multiple design variables per finite element have been proposed to improve the design resolution. This paper discusses the relation between the number of design variables per element and the order of the elements used for analysis. We derive that beyond a maximum number of design variables, certain sets of material distributions cannot be discriminated based on the corresponding analysis results. This makes the design description inefficient and the solution of the optimization problem non-unique. To prevent this, we establish bounds for the maximum number of design variables that can be used to describe the material distribution for any given finite element scheme without introducing non-uniqueness. ...
Journal article (2016) - Deepak Gupta, M Barink, Y Galagan, Matthijs Langelaar
Free-form solar cells expand solar power beyond traditional rectangular geometries. With the flexibility of being installed on objects of daily use, they allow making better use of available space and are expected to bring in new possibilities of generating solar power in the coming future. In addition, their customizable shape can add to the aesthetics of the surroundings. Evidently, free-form solar cells need to be efficient as well. One way to improve their performance is to optimize the metallization patterns for these cells. This work introduces an optimization strategy to optimize the metallization designs of a solar cell such that its performance can be maximized. For the purpose of optimization, we model an existing transparent free-form solar cell design, including front and rear electrode patterns, to validate it against previously published experimental results. The front and rear metallizations of this transparent free-form solar cell are subsequently redesigned using topology optimization. More than 50% improvement in output power is achieved by using topology optimization. ...

Efficiency with aesthetics in free-form solar cells

Journal article (2016) - Deepak K. Gupta, Matthijs Langelaar, M Barink, Fred van Keulen
Free-form solar cells are cells of unconventional shapes (e.g. hexagonal, leaf-shaped etc). Their flexible shape adds to the aesthetics of the surroundings as well as allows to place them over objects where conventional solar cells might not fit. Evidently, these cells need to be efficient as well, and one of the important factors that controls their performance is the front metallization design. In this paper, we present the application of topology optimization (TO) to optimize the front metallization patterns for free-form solar cells. TO distributes the electrode material on the solar cell front surface in an efficient manner, such that the total power output is maximized. To demonstrate the capability of the proposed methodology, we use it to optimize front metal grids for several complex solar cell shapes e.g. circular, hexagonal, leaf-shaped, motorbike fairings, etc. The results presented here demonstrate the capability of TO to generate efficient designs for these free-form shapes. ...
Conference paper (2016) - DK Gupta, M Langelaar, A van Keulen
Topology optimization (TO) allows to produce efficient structural designs subjected to certain constraints. With the recent developments in additive manufacturing, it is now possible to realize functional components with complex geometries using high quality materials. However, for such geometries to be successfully fabricated, it is important that the designs generated from TO are black-white in nature. A black-white design consists of only solids and voids with no intermediate density (gray) values. From the point of view of the associated computational costs, designing such complex structures should be cheap as well. This paper introduces a novel adaptivity scheme for TO that can be used to produce optimal structures with reduced gray areas at relatively low computational costs. A new mesh refinement indicator is introduced which efficiently selects the finite elements to be refined/coarsened during the course of the optimization. The filter radius is also adapted and the proposed method is coupled with penalization continuation to generate well performing designs. The proposed approach is used to optimize the design of a cantilever beam for compliance minization. The results show that the mesh refinement indicator helps to generate high resolution areas and suppresses the intermediate densities at low computational costs. Also, the designs obtained using penalization adaptivity are found to resemble the analytical solution of a similar problem.
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