Reorganize market docs and primers
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Market-neutral educational material — no venture-specific analysis.
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与具体业务无关的背景知识读物。
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**`primers/grid/` — the grid & markets series 电网与市场系列** (read in order 按序阅读):
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**Grid & markets series 电网与市场系列** (read in order 按序阅读):
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| # | EN | 中文 | Contents 内容 |
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|---|---|---|---|
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| 01 | [01_how_the_grid_works_en.md](primers/grid/01_how_the_grid_works_en.md) | [zh](primers/grid/01_how_the_grid_works_zh.md) | Grid physics, the balancing act, blackouts — from first principles. 电网物理原理、实时平衡与停电机理。 |
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| 02 | [02_us_electricity_markets_en.md](primers/grid/02_us_electricity_markets_en.md) | [zh](primers/grid/02_us_electricity_markets_zh.md) | How US wholesale markets are organized. 美国批发电力市场结构。 |
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| 03 | [03_china_electricity_markets_en.md](primers/grid/03_china_electricity_markets_en.md) | [zh](primers/grid/03_china_electricity_markets_zh.md) | China's market structure and reform path. 中国电力市场结构与改革路径。 |
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| 04 | [04_market_mechanics_companion_en.md](primers/grid/04_market_mechanics_companion_en.md) | [zh](primers/grid/04_market_mechanics_companion_zh.md) | Market mechanics companion — clearing, pricing, settlement. 市场机制手册——出清、定价、结算。 |
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| 05 | [05_trading_under_uncertainty_en.md](primers/grid/05_trading_under_uncertainty_en.md) | [zh](primers/grid/05_trading_under_uncertainty_zh.md) | Trading under uncertainty. 不确定性下的交易。 |
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| 01 | [core_01_how_the_grid_works_en.md](primers/core_01_how_the_grid_works_en.md) | [zh](primers/core_01_how_the_grid_works_zh.md) | Grid physics, the balancing act, blackouts — from first principles. 电网物理原理、实时平衡与停电机理。 |
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| 02 | [core_02_us_electricity_markets_en.md](primers/core_02_us_electricity_markets_en.md) | [zh](primers/core_02_us_electricity_markets_zh.md) | How US wholesale markets are organized. 美国批发电力市场结构。 |
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| 03 | [core_03_china_electricity_markets_en.md](primers/core_03_china_electricity_markets_en.md) | [zh](primers/core_03_china_electricity_markets_zh.md) | China's market structure and reform path. 中国电力市场结构与改革路径。 |
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| 04 | [core_04_market_mechanics_companion_en.md](primers/core_04_market_mechanics_companion_en.md) | [zh](primers/core_04_market_mechanics_companion_zh.md) | Market mechanics companion — clearing, pricing, settlement. 市场机制手册——出清、定价、结算。 |
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| 05 | [core_05_trading_under_uncertainty_en.md](primers/core_05_trading_under_uncertainty_en.md) | [zh](primers/core_05_trading_under_uncertainty_zh.md) | Trading under uncertainty. 不确定性下的交易。 |
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**Topical primers 专题读物**:
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| Doc 文档 | EN | 中文 | Contents 内容 |
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| Power grid & AC fundamentals 电网与交流电基础 | [power_grid_ac_fundamentals_en.md](primers/power_grid_ac_fundamentals_en.md) | [power_grid_ac_fundamentals_zh.md](primers/power_grid_ac_fundamentals_zh.md) | Grid structure, AC, impedance, inductors, capacitors, and Kirchhoff’s laws. 电网结构、交流电、阻抗、电感、电容与基尔霍夫定律。 |
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| SCUC & SCED | [scuc_sced_en.md](primers/scuc_sced_en.md) | EN only | The two optimization problems that clear US wholesale markets; N-1 security, LMP as dual variables. 出清美国批发市场的两大优化问题。 |
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| Newsvendor 报童模型 | [newsvendor_en.md](primers/newsvendor_en.md) | EN only | The newsvendor problem applied to electricity bidding — underpins the bid loop in `pjm/design_models_*`. 报童模型在电力竞价中的应用。 |
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| Stochastic optimization 随机优化 | [stochastic_optimization_en.md](primers/stochastic_optimization_en.md) | EN only | Stochastic optimization in power systems — scenarios, recourse, hydro, offering under uncertainty. 电力系统中的随机优化。 |
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| Power grid & AC fundamentals 电网与交流电基础 | [technical_power_grid_ac_fundamentals_en.md](primers/technical_power_grid_ac_fundamentals_en.md) | [technical_power_grid_ac_fundamentals_zh.md](primers/technical_power_grid_ac_fundamentals_zh.md) | Grid structure, AC, impedance, inductors, capacitors, and Kirchhoff’s laws. 电网结构、交流电、阻抗、电感、电容与基尔霍夫定律。 |
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| SCUC & SCED | [technical_scuc_sced_en.md](primers/technical_scuc_sced_en.md) | EN only | The two optimization problems that clear US wholesale markets; N-1 security, LMP as dual variables. 出清美国批发市场的两大优化问题。 |
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| PJM market PJM 市场 | [market_pjm_en.md](primers/market_pjm_en.md) | [market_pjm_zh.md](primers/market_pjm_zh.md) | PJM explained for readers familiar with China's market. 面向熟悉中国市场读者的 PJM 入门。 |
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| Newsvendor 报童模型 | [technical_newsvendor_en.md](primers/technical_newsvendor_en.md) | EN only | The newsvendor problem applied to electricity bidding — underpins the bid loop in `markets/us/pjm/design_models_*`. 报童模型在电力竞价中的应用。 |
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| Stochastic optimization 随机优化 | [technical_stochastic_optimization_en.md](primers/technical_stochastic_optimization_en.md) | EN only | Stochastic optimization in power systems — scenarios, recourse, hydro, offering under uncertainty. 电力系统中的随机优化。 |
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### `us_market/` — US market reference 美国市场综述
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### `markets/us/` — US market reference 美国市场综述
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| Doc 文档 | EN | 中文 | Contents 内容 |
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| Field guide 实务指南 | [field_guide_en.md](us_market/field_guide_en.md) | EN only | Bidding, trading, and the impact of AI — consolidated working discussions, July 2026. 竞价、交易与 AI 影响综合笔记。 |
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| Economists survey 经济学家综述 | [economists_survey_en.md](us_market/economists_survey_en.md) | [economists_survey_zh.md](us_market/economists_survey_zh.md) | How economists shaped US electricity markets — theory, practice, milestones. 经济学家如何塑造美国电力市场——理论、实践与里程碑。 |
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| Forecasting open ecosystem 预测开放生态 | [forecasting_open_ecosystem_en.md](us_market/forecasting_open_ecosystem_en.md) | EN only | Open US wholesale-market datasets, models, benchmarks, structural tools, and evaluation design for price, load, renewable, and capacity forecasting. 美国批发电力市场预测的开放数据、模型、基准、结构化工具与评估设计。 |
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| Field guide 实务指南 | [field_guide_en.md](markets/us/field_guide_en.md) | EN only | Bidding, trading, and the impact of AI — consolidated working discussions, July 2026. 竞价、交易与 AI 影响综合笔记。 |
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| Economists survey 经济学家综述 | [economists_survey_en.md](markets/us/economists_survey_en.md) | [economists_survey_zh.md](markets/us/economists_survey_zh.md) | How economists shaped US electricity markets — theory, practice, milestones. 经济学家如何塑造美国电力市场——理论、实践与里程碑。 |
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| Forecasting open ecosystem 预测开放生态 | [forecasting_open_ecosystem_en.md](markets/us/forecasting_open_ecosystem_en.md) | EN only | Open US wholesale-market datasets, models, benchmarks, structural tools, and evaluation design for price, load, renewable, and capacity forecasting. 美国批发电力市场预测的开放数据、模型、基准、结构化工具与评估设计。 |
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### `pjm/` — US market 美国市场
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### `markets/us/pjm/` — PJM product research PJM 产品研究
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| Doc 文档 | EN | 中文 | Contents 内容 |
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| Market primer 市场入门 | [market_primer_en.md](pjm/market_primer_en.md) | [market_primer_zh.md](pjm/market_primer_zh.md) | PJM explained for readers familiar with China's market — institutions, DA/RT, LMP, virtuals/FTR, RPM, BORD, tax credits, with a PJM–China comparison table. 面向熟悉中国市场读者的 PJM 入门,含中美对照表。 |
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| Product design 产品设计 | [design_models_en.md](pjm/design_models_en.md) | [design_models_zh.md](pjm/design_models_zh.md) | Models A–C (price regime, probabilistic production, DA–RT spread), the newsvendor bid loop, BORD, data/licensing, build order, glossary. 模型 A–C、报童竞价闭环、BORD、数据与许可、建设顺序、术语表。 |
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| Vendor due diligence 供应商尽调 | [vendor_dd_en.md](pjm/vendor_dd_en.md) | [vendor_dd_zh.md](pjm/vendor_dd_zh.md) | Six US autobidder/optimization vendors profiled (Fluence Mosaic, Ascend SmartBidder, Tyba, Gridmatic, Dexter, enspired), comparative matrix, whitespace synthesis. 六家美国竞价优化服务商档案、对比矩阵与空白研判。 |
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| Product design 产品设计 | [design_models_en.md](markets/us/pjm/design_models_en.md) | [design_models_zh.md](markets/us/pjm/design_models_zh.md) | Models A–C (price regime, probabilistic production, DA–RT spread), the newsvendor bid loop, BORD, data/licensing, build order, glossary. 模型 A–C、报童竞价闭环、BORD、数据与许可、建设顺序、术语表。 |
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| Vendor due diligence 供应商尽调 | [vendor_dd_en.md](markets/us/pjm/vendor_dd_en.md) | [vendor_dd_zh.md](markets/us/pjm/vendor_dd_zh.md) | Six US autobidder/optimization vendors profiled (Fluence Mosaic, Ascend SmartBidder, Tyba, Gridmatic, Dexter, enspired), comparative matrix, whitespace synthesis. 六家美国竞价优化服务商档案、对比矩阵与空白研判。 |
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### `china/` — China market 中国市场
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### `markets/china/` — China market 中国市场
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| Doc 文档 | EN | 中文 | Contents 内容 |
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| Market & vendor DD 市场与供应商尽调 | [market_vendor_dd_en.md](china/market_vendor_dd_en.md) | [market_vendor_dd_zh.md](china/market_vendor_dd_zh.md) | China market primer (Doc 136/394, mechanism price, MLT–spot deep dive §1.4–1.6, bargaining dynamics), six Chinese vendors (国能日新, 远景, 清能互联, 清鹏, 兰木达, 心知能源), synthesis, glossary. 中国市场入门(含中长期深度解析)、六家中国服务商、综合研判、术语表。 |
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| Product design 产品设计 | [product_design_en.md](china/product_design_en.md) | [product_design_zh.md](china/product_design_zh.md) | Chinese adaptations of Models A–C and the full Model D spec (MLT position optimizer) with the hedge-ratio mathematics, build order, open questions. 模型 A–C 中国化调整与模型 D(中长期头寸优化器)完整规格及数学推导。 |
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| Market & vendor DD 市场与供应商尽调 | [market_vendor_dd_en.md](markets/china/market_vendor_dd_en.md) | [market_vendor_dd_zh.md](markets/china/market_vendor_dd_zh.md) | China market primer (Doc 136/394, mechanism price, MLT–spot deep dive §1.4–1.6, bargaining dynamics), six Chinese vendors (国能日新, 远景, 清能互联, 清鹏, 兰木达, 心知能源), synthesis, glossary. 中国市场入门(含中长期深度解析)、六家中国服务商、综合研判、术语表。 |
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| Product design 产品设计 | [product_design_en.md](markets/china/product_design_en.md) | [product_design_zh.md](markets/china/product_design_zh.md) | Chinese adaptations of Models A–C and the full Model D spec (MLT position optimizer) with the hedge-ratio mathematics, build order, open questions. 模型 A–C 中国化调整与模型 D(中长期头寸优化器)完整规格及数学推导。 |
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## Suggested reading order 建议阅读顺序
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1. **New to power markets entirely 电力市场零基础** → `primers/grid/01–05` in order 按序阅读
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2. **New to PJM 不熟悉 PJM** → `pjm/market_primer_*` → `pjm/design_models_*`
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3. **New to China's market 不熟悉中国市场** → `china/market_vendor_dd_*` §1 → `china/product_design_*`
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1. **New to power markets entirely 电力市场零基础** → `primers/core_01–05` in order 按序阅读
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2. **New to PJM 不熟悉 PJM** → `primers/market_pjm_*` → `markets/us/pjm/design_models_*`
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3. **New to China's market 不熟悉中国市场** → `markets/china/market_vendor_dd_*` §1 → `markets/china/product_design_*`
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4. **Business/competitive view 商业与竞争视角** → the two vendor DD docs 两份供应商尽调 → synthesis sections 综合研判章节
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5. **Modeling 建模视角** → `primers/newsvendor_en.md` + `primers/stochastic_optimization_en.md` → `pjm/design_models_*` (A–C + newsvendor) → `china/product_design_*` (Model D math)
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5. **Modeling 建模视角** → `primers/technical_newsvendor_en.md` + `primers/technical_stochastic_optimization_en.md` → `markets/us/pjm/design_models_*` (A–C + newsvendor) → `markets/china/product_design_*` (Model D math)
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## Conventions 体例约定
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# China Product Design: Forecasting & Optimization Models for Renewable Power Trading
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**Working design document — v0.1 (July 2026)**
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**Companion to:** `../pjm/design_models_en.md` (PJM design, Models A–C) and
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**Companion to:** `../us/pjm/design_models_en.md` (PJM design, Models A–C) and
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`market_vendor_dd_en.md` (market & vendor context, esp. §1.4–1.6).
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Scope: the China product line. Models A–C are imported by reference with their
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@ -43,7 +43,7 @@ declaration (报量报价) → (6) RT. Model D owns (1)–(4); the DA optimizer
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| Model | PJM spec | Chinese delta |
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| A — price level/regime | `../pjm/design_models_en.md` §1 | Per-province spot forecasting (DA & RT); negative-price/floor-hit and cap-hit classifiers; supply-demand regime. **New job: monthly-horizon time-weighted spot forecasts per contract segment (D's key input).** Structural-lite features adapt: provincial supply stack, coal price, inter-provincial flows, mechanism/MLT disclosure data |
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| A — price level/regime | `../us/pjm/design_models_en.md` §1 | Per-province spot forecasting (DA & RT); negative-price/floor-hit and cap-hit classifiers; supply-demand regime. **New job: monthly-horizon time-weighted spot forecasts per contract segment (D's key input).** Structural-lite features adapt: provincial supply stack, coal price, inter-provincial flows, mechanism/MLT disclosure data |
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| B — production quantiles | §2 | Same two-stage pipeline and calibration discipline. **New requirement: monthly production distributions** (sum of hourly, with intra-month correlation preserved — ensemble/scenario route preferred over pure quantile regression). Dual monetization: 两个细则 assessment avoidance + bidding |
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| C — DA–RT spread | §3 | Same regime × conditional-distribution × covariance architecture on the DA-vs-RT deviation settlement. Congestion layer largely replaced by provincial supply-demand and renewable-surplus regimes (zonal pricing); 两个细则 assessment terms enter the optimizer alongside the spread (the "BORD-style" analog — see design doc §4.1 contrast) |
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# 中国产品设计:新能源电力交易的预测与优化模型
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**工作设计文档 —— v0.1(2026年7月)**
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**配套文档:** `../pjm/design_models_zh.md`(PJM 设计,模型 A–C)与 `market_vendor_dd_zh.md`(市场与供应商背景,尤其 1.4–1.6 节)。
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**配套文档:** `../us/pjm/design_models_zh.md`(PJM 设计,模型 A–C)与 `market_vendor_dd_zh.md`(市场与供应商背景,尤其 1.4–1.6 节)。
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范围:中国产品线。模型 A–C 以引用方式导入,其中国化调整在第一节汇总;模型 D——中长期头寸优化器,在 PJM 无对应物——在本文档中获得完整的一级规格说明,包括合同头寸问题的数学表述。
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| 模型 | PJM 规格 | 中国增量 |
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| A——价格水平/状态 | `../pjm/design_models_zh.md` 第 1 节 | 分省现货预测(日前与实时);负电价/触底与触顶分类器;供需格局。 **新任务:按合同分段的月度尺度加权现货预测(D 的关键输入)。** 轻量结构化特征相应调整:省级供给堆栈、煤价、省间来电、机制/中长期披露数据 |
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| A——价格水平/状态 | `../us/pjm/design_models_zh.md` 第 1 节 | 分省现货预测(日前与实时);负电价/触底与触顶分类器;供需格局。 **新任务:按合同分段的月度尺度加权现货预测(D 的关键输入)。** 轻量结构化特征相应调整:省级供给堆栈、煤价、省间来电、机制/中长期披露数据 |
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| B——出力分位数 | 第 2 节 | 两阶段管线与校准纪律不变。 **新要求:月度出力分布** (逐小时加总且保留月内相关性——优先采用集合/情景路线而非纯分位数回归)。双重变现:规避"两个细则"考核 + 竞价 |
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| C——日前–实时价差 | 第 3 节 | 在日前对实时的偏差结算上沿用"状态分类 × 条件分布 × 协方差"架构。阻塞层大体被省级供需与新能源过剩状态取代(分区/统一定价);"两个细则"考核项与价差一同进入优化器(即"BORD 类"机制的对应物——见 PJM 设计文档 4.1 节的对照) |
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# PJM Market Primer: Written for Readers Familiar with China's Power Market
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**Working document — v0.1 (July 2026)**
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**Positioning:** the mirror of Section 1 of `../china/market_vendor_dd_en.md`
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**Positioning:** the mirror of Section 1 of `../markets/china/market_vendor_dd_en.md`
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(the China market primer) — it explains PJM for readers who know China's
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market, with Chinese concepts as the constant point of comparison. Chinese
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version: `market_primer_zh.md`.
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version: `market_pjm_zh.md`.
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---
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@ -114,7 +114,7 @@ cost. One-line contrast: **PJM prices the externality; China grades the
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homework.** Product implication: in PJM, deviations are optimized against a
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forecastable stochastic *price*; in China, forecasts are engineered against
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a fixed *rulebook* — which is why China developed a compliance-procurement
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forecasting market and the US never did. (Details: `design_models_en.md`
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forecasting market and the US never did. (Details: `../markets/us/pjm/design_models_en.md`
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§4.1.)
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## 6. Renewables: tax credits, not mechanism prices
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@ -193,5 +193,5 @@ procurement). Policy support flows through **tax credits**:
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---
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*Glossary: appendix of `design_models_en.md`; China-side concepts: appendix
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of `../china/market_vendor_dd_en.md`.*
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*Glossary: appendix of `../markets/us/pjm/design_models_en.md`; China-side concepts: appendix
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of `../markets/china/market_vendor_dd_en.md`.*
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# PJM 市场入门:写给中国读者
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**工作文档 —— v0.1(2026年7月)**
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**定位:** 本文是 `../china/market_vendor_dd_zh.md` 第一节(中国市场入门)的镜像——为熟悉中国电力市场的读者解释 PJM,处处以中国概念作对照。英文版:`market_primer_en.md`。
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**定位:** 本文是 `../markets/china/market_vendor_dd_zh.md` 第一节(中国市场入门)的镜像——为熟悉中国电力市场的读者解释 PJM,处处以中国概念作对照。英文版:`market_pjm_en.md`。
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|
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---
|
||||
|
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@ -37,7 +37,7 @@ PJM 日前市场对 **纯金融参与** 开放,这是与中国最深刻的结
|
||||
|
||||
## 五、结算与偏差:BORD 对"两个细则"
|
||||
|
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PJM 通过 **平衡运行备用偏差(BORD)费用** 约束偏差:实时平衡产生的补偿成本(uplift)按成本因果分摊给偏离日前头寸的主体(发电偏差、负荷偏差、虚拟交易),费率按日随实际成本浮动。中国通过"两个细则"行政考核约束预测精度与计划执行,力度与当日系统实际成本脱钩。一句话对照: **PJM 给外部性定价;中国给作业打分。** 产品含义:在 PJM,偏差是对一个可预测随机价格的优化对象;在中国,预测是对一套固定规则手册的工程对象——这也是中国出现"合规采购型"功率预测市场、而美国没有的原因。(详见 `design_models_zh.md` 4.1 节。)
|
||||
PJM 通过 **平衡运行备用偏差(BORD)费用** 约束偏差:实时平衡产生的补偿成本(uplift)按成本因果分摊给偏离日前头寸的主体(发电偏差、负荷偏差、虚拟交易),费率按日随实际成本浮动。中国通过"两个细则"行政考核约束预测精度与计划执行,力度与当日系统实际成本脱钩。一句话对照: **PJM 给外部性定价;中国给作业打分。** 产品含义:在 PJM,偏差是对一个可预测随机价格的优化对象;在中国,预测是对一套固定规则手册的工程对象——这也是中国出现"合规采购型"功率预测市场、而美国没有的原因。(详见 `../markets/us/pjm/design_models_zh.md` 4.1 节。)
|
||||
|
||||
## 六、新能源的处境:税收抵免而非机制电价
|
||||
|
||||
@ -80,4 +80,4 @@ PJM 通过 **平衡运行备用偏差(BORD)费用** 约束偏差:实时平
|
||||
|
||||
---
|
||||
|
||||
*术语表见 `design_models_zh.md` 附录;中国侧概念见 `../china/market_vendor_dd_zh.md` 附录。*
|
||||
*术语表见 `../markets/us/pjm/design_models_zh.md` 附录;中国侧概念见 `../markets/china/market_vendor_dd_zh.md` 附录。*
|
||||
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