Haoyan Yang;Tao Xue;Qiutong Pan;Bo Liang;Yinong Liu;Jianmin Li
{"title":"FPGA Implementation of Digital Filters for China Dark Matter Experiment","authors":"Haoyan Yang;Tao Xue;Qiutong Pan;Bo Liang;Yinong Liu;Jianmin Li","doi":"10.1109/TNS.2025.3525716","DOIUrl":null,"url":null,"abstract":"The direct detection of light dark matter is a prominent topic in international physics research. Weakly interacting massive particles (WIMPs) are the leading dark matter candidates. The scientific goal of the China Dark matter EXperiment (CDEX), located in the China Jinping Underground Laboratory (CJPL), is to detect light dark matter candidates using a high-purity germanium (HPGe) detector array. In 2013, CDEX-1B achieved the most sensitive experimental results for spin-independent WIMPs below <inline-formula> <tex-math>$\\mathrm {4\\ GeV/}c^{2}$ </tex-math></inline-formula>, with a data collection of <inline-formula> <tex-math>$783~\\mathrm {kg\\cdot day}$ </tex-math></inline-formula>. In 2018, CDEX-10 obtained the most sensitive experimental results for spin-independent WIMPs in the 4–5-<inline-formula> <tex-math>$\\mathrm {GeV/}c^{2}$ </tex-math></inline-formula> range, using <inline-formula> <tex-math>$102.8~\\mathrm {kg\\cdot day}$ </tex-math></inline-formula> of data. The CDEX-50, which is currently under construction, is expected to achieve an energy threshold of 100 eV, which poses a huge challenge to the waveform digitization system. However, the reduction of the threshold is constrained by the analog shaping system’s ability to suppress preamplifier noise. Therefore, this article studies the implementation of a CR-(RC)4 filter, a trapezoidal shaping filter, and a digital penalized least mean square (DPLMS) filter on a field programmable gate array (FPGA). The DPLMS filter consumes the most resources, followed by the CR-(RC)4, while the trapezoidal filter consumes the least amount of resources. An experimental platform based on a Broad Energy Germanium (BEGe) detector was built to compare different digital filters and analog shaping systems. The results show that the DPLMS filter is the most effective at improving the signal-to-noise ratio of the preamplifier output. Compared to the analog shaping systems used in CDEX-1B and CDEX-10, the standard deviation of the baseline noise was reduced from 216.3 to 170.0 eV. The energy corresponding to a 99% trigger efficiency was reduced from 862 to 712 eV, a decrease of about 17.4%. These results can provide a reference for upgrading the CDEX-50 waveform digitization system and further improve the sensitivity of dark matter detection.","PeriodicalId":13406,"journal":{"name":"IEEE Transactions on Nuclear Science","volume":"72 2","pages":"189-196"},"PeriodicalIF":1.9000,"publicationDate":"2025-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Nuclear Science","FirstCategoryId":"5","ListUrlMain":"https://ieeexplore.ieee.org/document/10824887/","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0
Abstract
The direct detection of light dark matter is a prominent topic in international physics research. Weakly interacting massive particles (WIMPs) are the leading dark matter candidates. The scientific goal of the China Dark matter EXperiment (CDEX), located in the China Jinping Underground Laboratory (CJPL), is to detect light dark matter candidates using a high-purity germanium (HPGe) detector array. In 2013, CDEX-1B achieved the most sensitive experimental results for spin-independent WIMPs below $\mathrm {4\ GeV/}c^{2}$ , with a data collection of $783~\mathrm {kg\cdot day}$ . In 2018, CDEX-10 obtained the most sensitive experimental results for spin-independent WIMPs in the 4–5-$\mathrm {GeV/}c^{2}$ range, using $102.8~\mathrm {kg\cdot day}$ of data. The CDEX-50, which is currently under construction, is expected to achieve an energy threshold of 100 eV, which poses a huge challenge to the waveform digitization system. However, the reduction of the threshold is constrained by the analog shaping system’s ability to suppress preamplifier noise. Therefore, this article studies the implementation of a CR-(RC)4 filter, a trapezoidal shaping filter, and a digital penalized least mean square (DPLMS) filter on a field programmable gate array (FPGA). The DPLMS filter consumes the most resources, followed by the CR-(RC)4, while the trapezoidal filter consumes the least amount of resources. An experimental platform based on a Broad Energy Germanium (BEGe) detector was built to compare different digital filters and analog shaping systems. The results show that the DPLMS filter is the most effective at improving the signal-to-noise ratio of the preamplifier output. Compared to the analog shaping systems used in CDEX-1B and CDEX-10, the standard deviation of the baseline noise was reduced from 216.3 to 170.0 eV. The energy corresponding to a 99% trigger efficiency was reduced from 862 to 712 eV, a decrease of about 17.4%. These results can provide a reference for upgrading the CDEX-50 waveform digitization system and further improve the sensitivity of dark matter detection.
期刊介绍:
The IEEE Transactions on Nuclear Science is a publication of the IEEE Nuclear and Plasma Sciences Society. It is viewed as the primary source of technical information in many of the areas it covers. As judged by JCR impact factor, TNS consistently ranks in the top five journals in the category of Nuclear Science & Technology. It has one of the higher immediacy indices, indicating that the information it publishes is viewed as timely, and has a relatively long citation half-life, indicating that the published information also is viewed as valuable for a number of years.
The IEEE Transactions on Nuclear Science is published bimonthly. Its scope includes all aspects of the theory and application of nuclear science and engineering. It focuses on instrumentation for the detection and measurement of ionizing radiation; particle accelerators and their controls; nuclear medicine and its application; effects of radiation on materials, components, and systems; reactor instrumentation and controls; and measurement of radiation in space.