{"title":"SIREN:一个开源的中微子注入工具包","authors":"Austin Schneider , Nicholas W. Kamp , Alex Y. Wen","doi":"10.1016/j.cpc.2025.109799","DOIUrl":null,"url":null,"abstract":"<div><div>Modeling of rare neutrino processes often relies on either simple approximations or expensive detector simulations. The former is often not sufficient for interactions with complex morphologies, while the latter is too time-intensive for phenomenological studies. We present <span>SIREN</span> (Sampling and Injection for Rare EveNts), a new tool for neutrino phenomenology and experimental searches alike that enables accurate interaction and detector geometry modeling without the overhead of detailed detector response simulations. <span>SIREN</span> handles the injection of rare process final states and the associated weighting calculations with the speed needed for phenomenological investigations and the detail necessary for dedicated experimental searches. The extensible design of <span>SIREN</span> allows it to support a wide range of experimental designs and Beyond Standard Model neutrino interactions. Users need only specify the physical process, detector geometry, and initial neutrino flux under consideration before they can accurately simulate a model in their detector of choice. We demonstrate the capability of <span>SIREN</span> through two examples: (1) Standard Model <span><math><msub><mrow><mi>ν</mi></mrow><mrow><mi>μ</mi></mrow></msub></math></span> deep inelastic scattering in IceCube, DUNE, and ATLAS; and (2) heavy neutral lepton interactions in MiniBooNE, MINER<em>ν</em>A, and CCM. A variety of detector geometry descriptions, interaction cross sections, and neutrino fluxes are also provided for users to get started with immediately.</div></div><div><h3>Program summary</h3><div><em>Program Title:</em> <span>SIREN</span></div><div><em>CPC Library link to program files:</em> <span><span>https://doi.org/10.17632/j8mftngm5m.1</span><svg><path></path></svg></span></div><div><em>Developer's repository link:</em> <span><span>https://github.com/Harvard-Neutrino/SIREN</span><svg><path></path></svg></span></div><div><em>Licensing provisions:</em> GNU Lesser General Public License, v3</div><div><em>Programming Language:</em> <span>C++</span>17, <span>Python</span></div><div><em>External Routines:</em> <span><span>Boost</span><svg><path></path></svg></span>, <span><span>HDF5</span><svg><path></path></svg></span>, <span><span>pybind11</span><svg><path></path></svg></span>, <span><span>Photospline</span><svg><path></path></svg></span>, <span><span>SuiteSparse</span><svg><path></path></svg></span>, <span><span>DarkNews</span><svg><path></path></svg></span></div><div><em>Nature of problem:</em> Injection and reweighting of neutrinos and rare-processes across diverse experiments and models.</div><div><em>Solution method:</em> An extensible framework for injection and weighting of rare processes with detailed material and geometry modeling and built-in support for a variety of experiments and models.</div></div>","PeriodicalId":285,"journal":{"name":"Computer Physics Communications","volume":"316 ","pages":"Article 109799"},"PeriodicalIF":3.4000,"publicationDate":"2025-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"SIREN: An open-source neutrino injection toolkit\",\"authors\":\"Austin Schneider , Nicholas W. Kamp , Alex Y. Wen\",\"doi\":\"10.1016/j.cpc.2025.109799\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Modeling of rare neutrino processes often relies on either simple approximations or expensive detector simulations. The former is often not sufficient for interactions with complex morphologies, while the latter is too time-intensive for phenomenological studies. We present <span>SIREN</span> (Sampling and Injection for Rare EveNts), a new tool for neutrino phenomenology and experimental searches alike that enables accurate interaction and detector geometry modeling without the overhead of detailed detector response simulations. <span>SIREN</span> handles the injection of rare process final states and the associated weighting calculations with the speed needed for phenomenological investigations and the detail necessary for dedicated experimental searches. The extensible design of <span>SIREN</span> allows it to support a wide range of experimental designs and Beyond Standard Model neutrino interactions. Users need only specify the physical process, detector geometry, and initial neutrino flux under consideration before they can accurately simulate a model in their detector of choice. We demonstrate the capability of <span>SIREN</span> through two examples: (1) Standard Model <span><math><msub><mrow><mi>ν</mi></mrow><mrow><mi>μ</mi></mrow></msub></math></span> deep inelastic scattering in IceCube, DUNE, and ATLAS; and (2) heavy neutral lepton interactions in MiniBooNE, MINER<em>ν</em>A, and CCM. A variety of detector geometry descriptions, interaction cross sections, and neutrino fluxes are also provided for users to get started with immediately.</div></div><div><h3>Program summary</h3><div><em>Program Title:</em> <span>SIREN</span></div><div><em>CPC Library link to program files:</em> <span><span>https://doi.org/10.17632/j8mftngm5m.1</span><svg><path></path></svg></span></div><div><em>Developer's repository link:</em> <span><span>https://github.com/Harvard-Neutrino/SIREN</span><svg><path></path></svg></span></div><div><em>Licensing provisions:</em> GNU Lesser General Public License, v3</div><div><em>Programming Language:</em> <span>C++</span>17, <span>Python</span></div><div><em>External Routines:</em> <span><span>Boost</span><svg><path></path></svg></span>, <span><span>HDF5</span><svg><path></path></svg></span>, <span><span>pybind11</span><svg><path></path></svg></span>, <span><span>Photospline</span><svg><path></path></svg></span>, <span><span>SuiteSparse</span><svg><path></path></svg></span>, <span><span>DarkNews</span><svg><path></path></svg></span></div><div><em>Nature of problem:</em> Injection and reweighting of neutrinos and rare-processes across diverse experiments and models.</div><div><em>Solution method:</em> An extensible framework for injection and weighting of rare processes with detailed material and geometry modeling and built-in support for a variety of experiments and models.</div></div>\",\"PeriodicalId\":285,\"journal\":{\"name\":\"Computer Physics Communications\",\"volume\":\"316 \",\"pages\":\"Article 109799\"},\"PeriodicalIF\":3.4000,\"publicationDate\":\"2025-08-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Computer Physics Communications\",\"FirstCategoryId\":\"101\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0010465525003017\",\"RegionNum\":2,\"RegionCategory\":\"物理与天体物理\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computer Physics Communications","FirstCategoryId":"101","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0010465525003017","RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS","Score":null,"Total":0}
引用次数: 0
摘要
稀有中微子过程的建模通常依赖于简单的近似或昂贵的探测器模拟。前者通常不足以与复杂的形态相互作用,而后者对于现象学研究来说过于耗时。我们提出了SIREN(采样和注入罕见事件),这是一个用于中微子现象学和实验搜索的新工具,可以实现精确的相互作用和探测器几何建模,而无需详细的探测器响应模拟的开销。SIREN处理罕见的过程最终状态的注入和相关的加权计算与现象学调查所需的速度和专门的实验搜索所需的细节。SIREN的可扩展设计允许它支持广泛的实验设计和超越标准模型中微子相互作用。用户只需要指定物理过程、探测器几何形状和所考虑的初始中微子通量,就可以在他们选择的探测器中准确地模拟模型。我们通过两个例子证明了SIREN的能力:(1)冰立方、DUNE和ATLAS中的标准模型νμ深非弹性散射;(2) MiniBooNE、MINERνA和CCM中的重中性轻子相互作用。各种探测器几何描述,相互作用截面,和中微子通量也提供给用户立即开始。程序摘要程序标题:SIRENCPC库链接到程序文件:https://doi.org/10.17632/j8mftngm5m.1Developer's存储库链接:https://github.com/Harvard-Neutrino/SIRENLicensing条款:GNU Lesser General Public License, v3编程语言:c++ 17, python外部例程:Boost, HDF5, pybind11, Photospline, SuiteSparse, darknew问题的性质:注入和重权重的中微子和稀有过程跨不同的实验和模型。解决方法:一个可扩展的框架,用于罕见过程的注射和称重,具有详细的材料和几何建模,并内置支持各种实验和模型。
Modeling of rare neutrino processes often relies on either simple approximations or expensive detector simulations. The former is often not sufficient for interactions with complex morphologies, while the latter is too time-intensive for phenomenological studies. We present SIREN (Sampling and Injection for Rare EveNts), a new tool for neutrino phenomenology and experimental searches alike that enables accurate interaction and detector geometry modeling without the overhead of detailed detector response simulations. SIREN handles the injection of rare process final states and the associated weighting calculations with the speed needed for phenomenological investigations and the detail necessary for dedicated experimental searches. The extensible design of SIREN allows it to support a wide range of experimental designs and Beyond Standard Model neutrino interactions. Users need only specify the physical process, detector geometry, and initial neutrino flux under consideration before they can accurately simulate a model in their detector of choice. We demonstrate the capability of SIREN through two examples: (1) Standard Model deep inelastic scattering in IceCube, DUNE, and ATLAS; and (2) heavy neutral lepton interactions in MiniBooNE, MINERνA, and CCM. A variety of detector geometry descriptions, interaction cross sections, and neutrino fluxes are also provided for users to get started with immediately.
Program summary
Program Title:SIREN
CPC Library link to program files:https://doi.org/10.17632/j8mftngm5m.1
Nature of problem: Injection and reweighting of neutrinos and rare-processes across diverse experiments and models.
Solution method: An extensible framework for injection and weighting of rare processes with detailed material and geometry modeling and built-in support for a variety of experiments and models.
期刊介绍:
The focus of CPC is on contemporary computational methods and techniques and their implementation, the effectiveness of which will normally be evidenced by the author(s) within the context of a substantive problem in physics. Within this setting CPC publishes two types of paper.
Computer Programs in Physics (CPiP)
These papers describe significant computer programs to be archived in the CPC Program Library which is held in the Mendeley Data repository. The submitted software must be covered by an approved open source licence. Papers and associated computer programs that address a problem of contemporary interest in physics that cannot be solved by current software are particularly encouraged.
Computational Physics Papers (CP)
These are research papers in, but are not limited to, the following themes across computational physics and related disciplines.
mathematical and numerical methods and algorithms;
computational models including those associated with the design, control and analysis of experiments; and
algebraic computation.
Each will normally include software implementation and performance details. The software implementation should, ideally, be available via GitHub, Zenodo or an institutional repository.In addition, research papers on the impact of advanced computer architecture and special purpose computers on computing in the physical sciences and software topics related to, and of importance in, the physical sciences may be considered.