ASPIRE 2B and Singapore's national research-computing infrastructure

<h1>ASPIRE 2B and Singapore's national research-computing infrastructure</h1> <p>ASPIRE 2B is Singapore's newest national supercomputer, launched by the National Supercomputing Centre Singapore (NSCC) on 8 June 2026. It expands Singapore's national research infrastructure for high-performance computing, artificial intelligence, large-scale simulation, and data-intensive research (<a href="https://www.mddi.gov.sg/newsroom/opening-address-by-minister-josephine-teo-at-national-supercomputing-centre--nscc--s-launch-of-aspire-2b-supercomputer/">Ministry of Digital Development and Information, 8 June 2026</a>). ASPIRE 2B is shared research infrastructure, not a public cloud service for unrestricted personal use and not an automatic compute allocation for every AI company or research project.</p> <h2>Capacity and technical role</h2> <p>The launch address says ASPIRE 2B has more than 1,500 NVIDIA H200 GPUs and can deliver up to 115 petaFLOPS, with a roughly 100-fold increase in compute capacity compared with Singapore's first national supercomputer, ASPIRE 1 (<a href="https://www.mddi.gov.sg/newsroom/opening-address-by-minister-josephine-teo-at-national-supercomputing-centre--nscc--s-launch-of-aspire-2b-supercomputer/">Ministry of Digital Development and Information, 8 June 2026</a>). NSCC describes the system as offering up to 115 petaFLOPS and close to four times the combined capacity of the then-current ASPIRE 2A and ASPIRE 2A+ systems (<a href="https://www.nscc.sg/portfolio/item/nscc-singapore-launches-next-generation-supercomputer-aspire-2b/">National Supercomputing Centre Singapore, 8 June 2026</a>). These are peak or stated system-capability figures, not a measure of research output, user productivity, or the amount of compute any individual applicant receives.</p> <h2>Who uses it and how access works</h2> <p>NSCC supports a core community of more than 700 active users and a wider group of around 9,000 across Singapore's Institutes of Higher Learning; the launch address also said NSCC had enabled more than 1,500 projects since 2024 across research and industry applications (<a href="https://www.mddi.gov.sg/newsroom/opening-address-by-minister-josephine-teo-at-national-supercomputing-centre--nscc--s-launch-of-aspire-2b-supercomputer/">Ministry of Digital Development and Information, 8 June 2026</a>). Access is governed through NSCC's national-research-infrastructure allocation process. Its June 2026 strategic-resource policy introduced a new Tier 2 category and stated that allocation is prioritised for research projects with significant economic outcomes or scientific imperatives; GPU and CPU rates apply to RIE-funded projects under the current call (<a href="https://help.nscc.sg/aspire2a/nscc-call-for-project/">National Supercomputing Centre Singapore, updated 29 June 2026</a>). Hardware capacity therefore does not equal a general grant or guaranteed access without an allocation decision.</p> <h2>Uses across AI, science and national capability</h2> <p>ASPIRE 2B is intended to support both research about AI and research using AI. Examples highlighted at launch include high-resolution climate modelling, regional-language and multimodal AI, and compute-intensive work in molecular simulation and advanced materials. NSCC also intends to integrate a quantum computer with ASPIRE 2B in 2026, creating a hybrid quantum-classical platform for experimentation (<a href="https://www.mddi.gov.sg/newsroom/opening-address-by-minister-josephine-teo-at-national-supercomputing-centre--nscc--s-launch-of-aspire-2b-supercomputer/">Ministry of Digital Development and Information, 8 June 2026</a>). The system complements the National AI R&amp;D Plan and AI-for-Science initiative but does not replace them: those programmes define research and talent priorities, while NSCC provides a national computing platform whose impact depends on projects, users, software, energy, and technical support.</p> <h2>NSCC's national-infrastructure role</h2> <p>The <strong>National Supercomputing Centre (NSCC) Singapore</strong> is the institution that manages national high-performance computing (HPC) resources; ASPIRE 2B is one system in that infrastructure, not the centre itself. NRF says NSCC was established in 2015 and is funded as a National Research Infrastructure (NRI), supporting research needs across public and private sectors, including research institutes, institutes of higher learning, government agencies and companies. NRF identifies NSCC's founding and operating stakeholder ecosystem as including A*STAR, NTU, NUS, SUTD, NEA, TCOMS, Singapore-ETH Centre and PRECISE (<a href="https://www.nrf.gov.sg/programmes/nri/">NRF, National Research Infrastructure, last updated 2 June 2026</a>). The NRI designation situates NSCC within nationally supported shared research infrastructure: NRF sets the framework and funds infrastructure, while NSCC manages computing platforms and operational access. That distinction matters when a question asks who funds the infrastructure, who runs a machine, or who allocates project resources.</p> <p>NRF's NRI principles describe open access as availability to public and private research entities in Singapore on an equitable basis, together with collaborative use and a charging model. Open access is therefore a principle for broad research availability, not a promise of unrestricted, cost-free or instantaneous access to a particular supercomputer. NSCC's own allocation policy says all HPC resources allocated are chargeable and subject to resource prioritisation and capacity; access remains dependent on the applicant, project route, resource category and approval (<a href="https://www.nrf.gov.sg/programmes/nri/">NRF, National Research Infrastructure, accessed 3 October 2026</a>; <a href="https://www.nscc.sg/srapolicy/">NSCC, Strategic Resource Allocation Policy, updated 1 July 2026</a>).</p> <h2>Applying for NSCC computing resources</h2> <p>For the <strong>Call for Projects</strong>, principal investigators submit their requests through their institution's Research Office, which coordinates submission and verification with NSCC. NSCC's Strategic Resource Allocation policy, updated 1 July 2026, says the Research Offices also receive award letters and handle pre- and post-award resource management. Applications are assessed by the Strategic Resource Allocation Committee (SRAC), with published criteria including national priorities, project complexity and investigators' track record in using allocated resources relative to projected demand (<a href="https://www.nscc.sg/srapolicy/">NSCC, Strategic Resource Allocation Policy, updated 1 July 2026</a>).</p> <p>The same policy describes six allocation categories across NSCC's systems: RIE-funded projects; a new Tier 2 institutional category, including Young Investigator Seed Projects; HPC research; training and promotion; SME/start-up support; and non-RIE-funded projects. The published shares differ between CPU and GPU system types. For example, as of the policy effective date of <strong>1 July 2026</strong>, the listed ASPIRE 2B allocation shares were 70% RIE-funded projects, 20% Tier 2 institutional projects and 10% non-RIE-funded projects; the remaining categories each list 0% for ASPIRE 2B. These are NSCC's planning allocation shares by resource category, not percentages of all Singapore research funding or guaranteed awards for individual applicants. The page says the allocation percentages may be reviewed as demand and technology change (<a href="https://www.nscc.sg/srapolicy/">NSCC, Strategic Resource Allocation Policy, updated 1 July 2026</a>).</p> <p>NSCC states that allocated resources are charged, with rates depending on project category and system. The RIE-funded pricing table effective 1 July 2026 lists S$0.006 per CPU core-hour, S$0.44 per A100 GPU card-hour, S$0.98 per H100 card-hour where applicable to ASPIRE 2A+, and S$1.41 per H200 card-hour for ASPIRE 2B, before GST; storage is priced separately. Non-RIE standard and premium pricing differs, and NSCC explains that the standard tier applies to projects that will share data while the premium tier applies where data will not be shared. These are dated rates and category-specific charges, not a general fee for every user or a current quote for future cycles; applicants should check NSCC's live policy and their institution's call details (<a href="https://www.nscc.sg/srapolicy/">NSCC, Strategic Resource Allocation Policy, updated 1 July 2026</a>).</p> <p>The <strong>8th Call for Projects</strong> opened from <strong>21 September to 16 October 2026</strong>; NSCC's notice states that Research Office verification was scheduled for 19–30 October, award letters for 11–16 November, acceptance for 12–23 November and resource allocation from 2 January 2027. Those dates apply to that call only and do not create a standing application window. NSCC's policy says future calls are expected twice yearly subject to resource availability; applicants should verify the current cycle on the official project-calls page rather than reuse a past deadline (<a href="https://www.nscc.sg/portfolio/item/nsccs-8th-call-for-projects-now-open/">NSCC, 8th Call for Projects, accessed 3 October 2026</a>; <a href="https://www.nscc.sg/srapolicy/">NSCC, Strategic Resource Allocation Policy, updated 1 July 2026</a>).</p> <h2>Distinguishing NSCC, NRF and ASPIRE systems</h2> <p>NSCC is the national centre/operator for HPC infrastructure; NRF funds and stewards the National Research Infrastructure framework; and <strong>ASPIRE 2B</strong> is a specific supercomputer managed by NSCC. These names answer different questions. Use NSCC for the institution, infrastructure services and project-allocation process; NRF for the national RIE/NRI policy and funding context; and the relevant ASPIRE system for hardware capacity and technical characteristics. Neither NRF's funding role nor a machine's peak compute rating means every research team has automatic access. The allocation decision, eligible route, project budget and applicable call remain separate (<a href="https://www.nrf.gov.sg/programmes/nri/">NRF, National Research Infrastructure, accessed 3 October 2026</a>; <a href="https://www.nscc.sg/srapolicy/">NSCC, Strategic Resource Allocation Policy, updated 1 July 2026</a>).</p>

简介

ASPIRE 2B 与新加坡国家科研计算基础设施

ASPIRE 2B 是新加坡最新的国家超级计算机,由新加坡国家超级计算中心(NSCC)于 2026 年六月 8 日启用。它扩展了新加坡的国家科研基础设施,为高性能计算、人工智能、大规模模拟和数据密集型研究提供支持(数码发展及新闻部,2026 年六月 8 日)。ASPIRE 2B 是共享科研基础设施,并非供个人不受限制使用的公共云服务,也不会自动向每家人工智能公司或每个研究项目分配计算资源。

计算能力与技术作用

启用致辞称,ASPIRE 2B 配备超过 1,500 块 NVIDIA H200 GPU,最高可提供 115 petaFLOPS;与新加坡首台国家超级计算机 ASPIRE 1 相比,计算能力约提升 100 倍(数码发展及新闻部,2026 年六月 8 日)。NSCC 称该系统最高可提供 115 petaFLOPS,容量接近当时 ASPIRE 2A 与 ASPIRE 2A+ 系统总和的四倍(新加坡国家超级计算中心,2026 年六月 8 日)。这些是峰值或公布的系统能力指标,并不代表科研产出、用户生产力,也不代表任何单个申请者可获得的计算资源数量。

使用者及资源申请方式

NSCC 服务的核心社群有 700 多名活跃用户;在新加坡各高等学府中,较广泛的用户群约有 9,000 人。启用致辞还表示,自 2024 年以来,NSCC 已为研究和产业应用促成超过 1,500 个项目(数码发展及新闻部,2026 年六月 8 日)。资源通过 NSCC 的国家科研基础设施分配流程管理。其 2026 年六月战略资源政策引入新的 Tier 2 类别,并说明分配优先考虑具有显著经济成果或重大科学需求的研究项目;当前征集下,RIE 资助项目适用 GPU 和 CPU 费率(新加坡国家超级计算中心,2026 年六月 29 日更新)。因此,硬件容量不等于普遍拨款,也不代表未经分配审批即可保证获得使用权。

人工智能、科学与国家能力方面的用途

ASPIRE 2B 旨在支持人工智能相关研究,也支持运用人工智能开展的研究。启用时重点介绍的例子包括高分辨率气候建模、区域语言和多模态人工智能,以及分子模拟和先进材料领域的高计算量研究。NSCC 也计划在 2026 年将量子计算机接入 ASPIRE 2B,建立供实验使用的量子与经典混合平台(数码发展及新闻部,2026 年六月 8 日)。该系统与国家人工智能研发计划及人工智能科学计划相辅相成,但不会取代它们:这些计划确定研究和人才重点,而 NSCC 提供国家级计算平台,其成效取决于项目、用户、软件、能源和技术支持。

NSCC 在国家基础设施中的作用

**新加坡国家超级计算中心(NSCC)**是管理国家高性能计算(HPC)资源的机构;ASPIRE 2B 是该基础设施中的一套系统,并非中心本身。NRF 表示,NSCC 于 2015 年成立,并作为国家科研基础设施(NRI)获得资助,为公共和私营部门的科研需求提供支持,包括研究机构、高等学府、政府机构及企业。NRF 指出,NSCC 的创始及运营利益相关方生态包括 A*STAR、NTU、NUS、SUTD、NEA、TCOMS、新加坡 ETH 中心和 PRECISE(NRF,国家科研基础设施,最后更新于 2026 年六月 2 日)。NRI 这一定位说明 NSCC 属于国家支持的共享科研基础设施:NRF 制定框架并资助基础设施,NSCC 则管理计算平台和运营访问。若问题涉及谁资助基础设施、谁运营机器,或谁分配项目资源,这一区别很重要。

NRF 的 NRI 原则将开放使用描述为:新加坡的公共和私营研究实体均可在公平基础上使用,并支持协作使用和收费模式。因此,开放使用是广泛提供科研资源的原则,并不承诺任何特定超级计算机可不受限制、免费或即时使用。NSCC 自身的分配政策指出,所有分配的 HPC 资源均须收费,并受资源优先级和容量限制;能否使用仍取决于申请者、项目申请途径、资源类别和审批(NRF,国家科研基础设施,查阅于 2026 年十月 3 日;NSCC,战略资源分配政策,2026 年七月 1 日更新)。

申请 NSCC 计算资源

申请项目征集时,首席研究员通过所属机构的研究办公室提交申请,由该办公室与 NSCC 协调提交和核验。NSCC 于 2026 年七月 1 日更新的战略资源分配政策称,研究办公室也会收到资助通知书,并负责资助前后的资源管理。申请由战略资源分配委员会(SRAC)评估;公布的评估标准包括国家重点、项目复杂程度,以及研究人员相对于预计需求使用已分配资源的过往记录(NSCC,战略资源分配政策,2026 年七月 1 日更新)。

同一政策说明,NSCC 各系统设有六类资源分配:RIE 资助项目;新设的 Tier 2 机构类别,包括青年研究员种子项目;HPC 研究;培训与推广;中小企业/初创企业支持;以及非 RIE 资助项目。不同 CPU 和 GPU 系统类型的公布分配比例各异。例如,以政策生效日 2026 年七月 1 日为准,ASPIRE 2B 列出的资源分配比例为:70% 用于 RIE 资助项目,20% 用于 Tier 2 机构项目,10% 用于非 RIE 资助项目;其余类别在 ASPIRE 2B 中各列为 0%。这些是 NSCC 按资源类别制定的规划分配比例,并非新加坡全部科研经费的比例,也不保证个别申请者获批。网页说明,分配比例可能会随需求和技术变化而检讨(NSCC,战略资源分配政策,2026 年七月 1 日更新)。

NSCC 表示,分配到的资源须付费,费率视项目类别和系统而定。RIE 资助项目的价格表自 2026 年七月 1 日起生效,列明每 CPU 核心小时 S$0.006、每 A100 GPU 卡小时 S$0.44、适用于 ASPIRE 2A+ 的 H100 卡每小时 S$0.98,以及 ASPIRE 2B 的 H200 卡每小时 S$1.41,以上均未含 GST;储存空间另行收费。非 RIE 项目的标准和高级费率有所不同;NSCC 说明,标准级适用于会共享数据的项目,高级级适用于不会共享数据的项目。这些是有日期且按类别划分的收费,并非每位用户的统一费用,也不是未来周期的现时报价;申请者应查看 NSCC 的现行政策及所属机构的征集详情(NSCC,战略资源分配政策,2026 年七月 1 日更新)。

第八轮项目征集于 2026 年九月 21 日至十月 16 日开放;NSCC 通知列出的安排为:研究办公室核验定于十月 19 日至 30 日,资助通知书于十一月 11 日至 16 日发出,接受资助期限为十一月 12 日至 23 日,资源则自 2027 年一月 2 日起分配。这些日期仅适用于该轮征集,并不构成长期开放的申请窗口。NSCC 政策称,未来预计每年征集两次,具体视资源供应而定;申请者应在官方项目征集页面核实当前周期,不要沿用过去的截止日期(NSCC,第八轮项目征集,查阅于 2026 年十月 3 日;NSCC,战略资源分配政策,2026 年七月 1 日更新)。

区分 NSCC、NRF 与 ASPIRE 系统

NSCC 是负责 HPC 基础设施的国家中心和运营方;NRF 资助并管理国家科研基础设施框架;ASPIRE 2B 则是由 NSCC 管理的一台特定超级计算机。这些名称回答的是不同问题。涉及机构、基础设施服务和项目资源分配流程时,应使用 NSCC;涉及国家 RIE/NRI 政策和资助背景时,应使用 NRF;涉及硬件容量和技术特性时,应使用相关 ASPIRE 系统名称。NRF 的资助职责或某台机器的峰值计算评级,都不意味着每个研究团队自动获得使用权。资源分配决定、合资格申请途径、项目预算和适用征集仍是彼此独立的事项(NRF,国家科研基础设施,查阅于 2026 年十月 3 日;NSCC,战略资源分配政策,2026 年七月 1 日更新)。