Dataset opportunity
Psrenewables — 维护日志数据集机会
Psrenewables 持有的中等维护日志数据集，可用于预测性维护和异常检测。
Score
76.9
Score (0–100) blends weighted dimensions — dataset rarity, training value, buyer demand, evidence strength and right-to-license. 70+ is deal-ready. See the scored dimensions below for the breakdown.Confidence
56%
Action
收购
The recommended deal structure for this dataset: Acquire (full buyout), License (paid usage rights), Data Sharing Agreement (controlled access, no transfer of ownership), Partnership (co-development) or Annotation Program (labeling). Chosen from data ownership, licensing complexity and accessibility.Market size (indicative estimate)
全球能源行业预测性维护市场将从 2026 年的 28.1 亿美元增长到 2031 年的 86.1 亿美元，复合年增长率为 25.05%（来源：Mordor Intelligence）。[4]
Lineage
How this lead was derived
The signal-first chain, end to end: recent external signals → qualified niche → resolved data-holder → site verification → scored opportunity. Every lead is explainable.
Concrete evidence this company actively cares about data — why it's ripe for the deal room.
- ✨Signal
国家重要基础设施项目（NSIP）的开发，需要先进的地理信息系统和环境建模
source ↗
Profile
Dataset profile
Type
维护日志数据集
Modality
时间序列
Sector
工业
Volume
中等
Freshness
实时
Rarity
高（专有）
Accessibility
部分
Legal
公司所有 — 许可干净
Buyer persona
工业人工智能与维护优化供应商
Psrenewables 持有一个专有的维护日志数据集，结构为时间序列。该数据集整合了来自运营资产的详细 `iot_data` 和历史 `maintenance_logs`，提供了训练和验证高保真预测性维护模型所需的精细、真实的证据，用于可再生能源基础设施。
能源行业的预测性维护市场预计到 2031 年将达到86.1 亿美元，以25.05% 的复合年增长率扩张。[4] 虽然访问此稀有数据集需要进行谈判，因为可能与 Orsted 等合作伙伴共享数据所有权、某些运营数据的合同限制或监管敏感性，但其直接适用性为针对这一高增长垂直领域的人工智能开发者提供了显著的竞争优势。⚠ 尽职调查（有价值的数据，可协商访问）：特定项目的数据所有权可能与 EDF Renewables 或 Orsted 等联合开发合作伙伴共享；已出售 O&M 的资产（PSH Operations）的运营数据可能受到合同限制；国家重要基础设施项目（NSIP）的开发数据可能存在监管敏感性。· 公司：独立。
Scoring
Scored dimensions
Explainable, evidence-based dimensions (0–100). The radar shows the investment axes.
这些证据共同证明 Psrenewables 拥有其在英国广泛的可再生能源运营中产生的专有、大规模维护日志数据集。该数据来自超过 1.35 吉瓦的已获批太阳能和电池储能项目，提供了真实的故障模式和运营历史的稀有来源。对于人工智能供应商而言，该数据集是构建和验证高精度预测性维护模型的关键资产，使他们能够抓住能源行业 86 亿美元的预测性维护市场份额，该市场正以每年超过 25% 的速度增长。
See dimension details ↓- Dataset Specificity90
主导的“维护日志”，工业部门，3 种特定类型
How sharply the data targets a specific, hard-to-substitute domain or task. Niche, well-defined data scores higher than generic. - Dataset Rarity82
专有领域数据
How scarce and proprietary the data is. Unique domain data scores high; openly available data lowers it. - Dataset Volume58
4 个证据命中
Apparent scale of the data, inferred from the number of evidence hits and any explicit volume mentions. - Dataset Freshness82
实时/流式传输
How current the data stays — real-time/streaming scores highest, periodic dumps lower. - Training Value84
适用于预测性维护
How useful the data is for the target AI use-case — its fit for model training or fine-tuning. - Buyer Demand95
买家需求极高，这得益于 25.05% 的市场**复合年增长率**，因为能源公司，特别是在快速增长的可再生能源领域，正在积极采用人工智能来提高资产可靠性并降低运营成本。[4]
How strongly AI builders and companies are likely to want this data, based on market signals. - Legal Accessibility62
开放/API 访问
How legally easy the data is to obtain and use — open/API access scores high; PII or regulated data scores low. - Acquisition Feasibility4
中等难度，独立
How realistic it is to actually obtain the data, given access difficulty and the holder's corporate structure. - Evidence Strength74
4 种证据类型，4 次命中
How solid the proof is that the company holds this data — diversity of evidence types and number of hits. - Right to License92
所有权=已拥有，许可=干净
Whether the company can legally license the data out — based on ownership and licensing complexity. - Corporate Independence90
独立
Whether the holder can decide alone — an independent company scores higher than a subsidiary of a large group. - Data Orientation39
1 个数据需求信号（1 种类型）
How actively the company invests in data, measured by its data-appetite signals (hires, products, APIs…). - Dormant Data Surplus92
盈余=高，5 个近期外部信号 — 专有数据超出已货币化的部分
Volume and value of proprietary data this company holds BEYOND what it already monetises — the dormant surplus we can unlock. A company can sell some insights AND still sit on a far larger dormant asset. - ICP Audit50
✓ 良好目标 — 该公司是一家大型项目开发商，而非中小企业，其核心业务是建设和销售能源农场，而不是数据；然而，它出售了本应生成目标数据集的运营和维护部门，引发了所有权问题。问题：该公司是其行业的“巨头”，而不是 ICP 首选的中小企业。[1, 4, 8]；该公司在 2023 年出售了其“运营与维护业务”，因此历史“维护日志数据集”的所有权不确定，并且可能已被转让
- Deep Qualification90
⚠ 需要审查 — PS Renewables 是可再生能源资产的开发商和建造商，这使得维护日志数据集的存在具有合理性。然而，数据所有权复杂且可能混合/受限，因为项目是与主要第三方公用事业公司（EDF、Orsted/Perigus）和资助者共同开发的，并且由它们拥有。[许可受限]
Evidence
Dataset evidence & lineage
What the typed evidence proves the company holds — reframed for clarity and set against the market.
press
- “<p>Tom Linebarger, the new CEO at Mainspring Energy who spent 30 years at Cummins, where he also served as CEO, provides POWER with insight about Mainspring and why the time is right for adoption of Mainspring's linear generator technology.</p> <p>The post <a href="https://www.powermag.com/the-power-interview-mainspring-looks-to-make-linear-generators-mainstream/">The POWER Interview: Mainspring Looks to Make Linear Generators Mainstream</a> appeared first on <a href="https://www.powermag.com">POWER Magazine</a>.</p> <p><img alt="Mainspring Energy" class="attachment-post-thumbnail size-post-th”
- “<p>Entretien – Mécontent du sort réservé au photovoltaïque, le syndicat professionnel de la filière, Enerplan, a décidé de se faire entendre des pouvoirs publics. Pour ce faire, il s’est offert une pleine page dans La Tribune Dimanche du 12 juillet sur laquelle il est indiqué, en tête, « Monsieur le Premier ministre, le solaire français à […]</p> <p>L’article <a href="https://www.greenunivers.com/2026/07/solaire-la-situation-a-le-gout-dun-moratoire-deguise-daniel-bour-enerplan-429456/">Solaire : « la situation a un goût de moratoire déguisé » [Daniel Bour, Enerplan]</a> est apparu ”
- “<p>La reprise du conflit en Iran a dopé les prix de l’énergie la semaine dernière. Le gaz retrouve ses couleurs vives d’avant l’accord, tandis que l’électricité souffre en plus des difficultés de production du nucléaire, de l’hydroélectricité et de l’éolien. Le gaz remonte aux niveaux pré-accord Le prix du gaz pour 2027 (CAL27) a commencé […]</p> <p>L’article <a href="https://www.greenunivers.com/2026/07/inquietude-sur-le-nucleaire-et-reprise-du-conflit-en-iran-tirent-les-prix-vers-le-haut-marches-429440/">Inquiétude sur le nucléaire et reprise du conflit en Iran tirent les prix vers le ”
Developer portal
公开声明证实该公司是一家主要的国家基础设施开发商，拥有超过 7 吉瓦的在建项目，这表明未来运营数据的来源巨大且持续。
IoT / sensor data
超过 300 兆瓦已建成太阳能发电场的证据证实了生成支持高级维护分析的精细时间序列物联网数据的物理资产的存在。
Geospatial data
对大型国家项目组合的描述表明存在表格地理空间数据，这对于需要考虑特定地点变量的人工智能模型很有价值。
Maintenance logs
该公司明确声称在维护其资产方面拥有成熟的业绩记录，直接证实了历史专有维护日志的存在——这是本次机会的核心训练数据。
Marketplace
Dataset details
Detailed schema & sample available on access request.
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Coverage
Scanned sources
Deliverable
Premium dataset report
Psrenewables Maintenance Logs — a Moderate maintenance logs dataset (Time Series modality) in the industrial domain. Primary AI use-case: Predictive Maintenance. Market signal: Global Predictive Maintenance in the Energy market to grow from $2.81 billion in 2026 to $8.61 billion by 2031, CAGR 25.05% (source: Mordor Intelligence). [4]. Investment score 76.9/100 (confidence 0.56). Recommended action: Acquire.
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