Sign in to use this feature.

Years

Between: -

Subjects

remove_circle_outline
remove_circle_outline
remove_circle_outline
remove_circle_outline
remove_circle_outline

Journals

Article Types

Countries / Regions

Search Results (2)

Search Parameters:
Keywords = ClNUM1

Order results
Result details
Results per page
Select all
Export citation of selected articles as:
19 pages, 1845 KB  
Article
GPU-Accelerated PSO for High-Performance American Option Valuation
by Leon Xing Li and Ren-Raw Chen
Appl. Sci. 2025, 15(18), 9961; https://doi.org/10.3390/app15189961 - 11 Sep 2025
Cited by 1 | Viewed by 2623
Abstract
Using artificial intelligence tools to evaluate financial derivatives has become increasingly popular. PSO (particle swarm optimization) is one such tool. We present a comprehensive study of PSO for pricing American options on GPUs using OpenCL. PSO is an increasingly popular heuristic for financial [...] Read more.
Using artificial intelligence tools to evaluate financial derivatives has become increasingly popular. PSO (particle swarm optimization) is one such tool. We present a comprehensive study of PSO for pricing American options on GPUs using OpenCL. PSO is an increasingly popular heuristic for financial parameter search; however, its high computational cost (especially for path-dependent derivatives) poses a challenge. We review PSO-based pricing and survey prior GPU acceleration efforts. We then describe our OpenCL optimization pipeline on an Apple M3 Max GPU (OpenCL 1.2 via PyOpenCL 2024.1). Starting from a NumPy baseline (36.7 s), we apply successive enhancements: an initial GPU offload (8.0 s), restructuring loops (forward/backward) to minimize divergence (2.3 s → 0.95 s), kernel fusion (0.94 s), and explicit SIMD vectorization (float4) (0.25 s). The fully fused float4 kernel achieves 0.246 s, a ~150X speedup over CPU. We analyzed all eight intermediate kernels (named by file), detailing techniques (memory coalescing, branch avoidance, etc.) and their effects on throughput. Our results exceed prior art in speed and vector efficiency, illustrating the power of combined OpenCL strategies. Full article
(This article belongs to the Special Issue Data Structures for Graphics Processing Units (GPUs))
Show Figures

Figure 1

15 pages, 7282 KB  
Article
Functional Validation of Different Alternative Splicing Variants of the Chrysanthemum lavandulifolium ClNUM1 Gene in Tobacco
by Wenxin Zhang, Hai Wang, Yuning Guo, Xueying Hao, Yanxi Li, Wenting He, Xiang Zhao, Shiyi Cai and Xuebin Song
Curr. Issues Mol. Biol. 2024, 46(6), 5242-5256; https://doi.org/10.3390/cimb46060314 - 25 May 2024
Cited by 3 | Viewed by 1752
Abstract
The Asteraceae are widely distributed throughout the world, with diverse functions and large genomes. Many of these genes remain undiscovered and unstudied. In this study, we discovered a new gene ClNUM1 in Chrysanthemum lavandulifolium and studied its function. In this study, bioinformatics, RT-qPCR, [...] Read more.
The Asteraceae are widely distributed throughout the world, with diverse functions and large genomes. Many of these genes remain undiscovered and unstudied. In this study, we discovered a new gene ClNUM1 in Chrysanthemum lavandulifolium and studied its function. In this study, bioinformatics, RT-qPCR, paraffin sectioning, and tobacco transgenics were utilized to bioinformatically analyze and functionally study the three variable splice variants of the unknown gene ClNUM1 cloned from C. lavandulifolium. The results showed that ClNUM1.1 and ClNUM1.2 had selective 3′ splicing and selective 5′ splicing, and ClNUM1.3 had selective 5′ splicing. When the corresponding transgenic tobacco plants were subjected to abiotic stress treatment, in the tobacco seedlings, the ClNUM1.1 gene and the ClNUM1.2 gene enhanced salt and low-temperature tolerance and the ClNUM1.3 gene enhanced low-temperature tolerance; in mature tobacco plants, the ClNUM1.1 gene was able to enhance salt and low-temperature tolerance, and the ClNUM1.2 and ClNUM1.3 genes were able to enhance low-temperature tolerance. In summary, there are differences in the functions of the different splice variants and the different seedling stages of transgenic tobacco, but all of them enhanced the resistance of tobacco to a certain extent. The analysis and functional characterization of the ClNUM1 gene provided new potential genes and research directions for abiotic resistance breeding in Chrysanthemum. Full article
(This article belongs to the Special Issue Molecular Breeding and Genetics Research in Plants)
Show Figures

Figure 1

Back to TopTop