Learning gradient fields for scalable and generalizable irregular packing
The packing problem, also known as cutting or nesting, has diverse applications in logistics,
manufacturing, layout design, and atlas generation. It involves arranging irregularly shaped …
manufacturing, layout design, and atlas generation. It involves arranging irregularly shaped …
Minkowski penalties: Robust differentiable constraint enforcement for vector graphics
This paper describes an optimization-based framework for finding arrangements of 2D
shapes subject to pairwise constraints. Such arrangements naturally arise in tasks such as …
shapes subject to pairwise constraints. Such arrangements naturally arise in tasks such as …
Dense Server Design for Immersion Cooling
The growing demands for computational power in cloud computing have led to a significant
increase in the deployment of high-performance servers. The growing power consumption of …
increase in the deployment of high-performance servers. The growing power consumption of …
[HTML][HTML] Geometric planning for masonry wall construction with natural stones using discrete convolution
Using unprocessed materials in construction is a promising approach to reducing energy
and material consumption in the building industry. This paper presents a geometric planning …
and material consumption in the building industry. This paper presents a geometric planning …
PPN-Pack: Placement Proposal Network for Efficient Robotic Bin Packing
Robotic bin packing is a challenging task, requiring compactly packing objects in a container
and also efficiently performing the computation, such that the robot arm need not wait too …
and also efficiently performing the computation, such that the robot arm need not wait too …
Dynamics simulation-based packing of irregular 3D objects
The 3D packing problem has a wide range of applications. However, the complex geometry
of irregular objects leads to a sharp increase in the number of placement combinations …
of irregular objects leads to a sharp increase in the number of placement combinations …
Spatial Packaging and Routing Optimization of Complex Interacting Engineered Systems
Designing the 3D layout of interconnected systems (SPI2), which is a ubiquitous task in
engineered systems, is of crucial importance. Intuitively, it can be thought of as the …
engineered systems, is of crucial importance. Intuitively, it can be thought of as the …
Continuous Toolpath Optimization for Simultaneous Four‐Axis Subtractive Manufacturing
Simultaneous four‐axis machining involves a cutter that moves in all degrees of freedom
during carving. This strategy provides higher‐quality surface finishing compared to …
during carving. This strategy provides higher‐quality surface finishing compared to …
GFPack++: Improving 2D Irregular Packing by Learning Gradient Field with Attention
2D irregular packing is a classic combinatorial optimization problem with various
applications, such as material utilization and texture atlas generation. This NP-hard problem …
applications, such as material utilization and texture atlas generation. This NP-hard problem …
The effect of inter-and intra-layer delay time on TPU parts fabricated by laser powder bed fusion
In polymer laser powder bed fusion (PBF-LB-P) techniques, such as laser sintering, the time
between scanning a given point in one layer and the same xy point in the next layer is …
between scanning a given point in one layer and the same xy point in the next layer is …