PyPSA-Earth · Taiwan

Sector-coupled model (draft)部門耦合模型(草稿)

Draft for review, not a result.審閱用草稿,並非結果。 This is the first technical test of PyPSA-Earth's sector-coupled model for Taiwan. It runs end to end, but several inputs are known to be wrong (see "Problems found"), so none of these numbers should be quoted. 這是 PyPSA-Earth 部門耦合模型在台灣的第一次技術測試。模型可以完整執行,但已知有數項輸入不正確(見「發現的問題」),因此請勿引用這些數字。

Pathway to net zero: 2030 → 2040 → 2050淨零路徑:2030 → 2040 → 2050

First pass with daily time steps: the solar day–night cycle is averaged out, so batteries and other short-term storage are undervalued. Demand growth, EV shares and CO₂ storage are simple assumptions (listed below); a run with 4-hour steps comes next.第一版,每日一個時段:太陽光電的日夜變化被平均掉,因此電池等短時儲能的價值被低估。需求成長、電動車比例與 CO₂ 封存量為簡化假設(列於下方);下一步將以每 4 小時一個時段重跑。

Why the first runs are not Taiwan's pathway為何最初的模擬不是台灣的路徑

The first runs (the early test and sensitivities A–D) allowed unlimited new nuclear and could not import hydrogen or other low-carbon fuels, so they built large nuclear fleets. That is not a realistic picture of Taiwan: its 2050 net-zero pathway has no new nuclear and relies on imported fuels. Those runs only tested the model. PyPSA-Earth's sector-coupled model also lacks options the official plan relies on; this fork adds them and runs the official pathway (below).最初的模擬(早期測試與敏感度 A–D)允許不設上限的新核電,且無法進口氫氣或其他低碳燃料,因此建置了大量核電。這並不符合台灣的實際情況:台灣 2050 淨零路徑沒有新核電,並仰賴進口燃料。這些模擬僅用於測試模型。PyPSA-Earth 部門耦合模型也缺少官方規劃所依賴的選項;本分支加入這些選項,並模擬官方路徑(見下方)。

PyPSA-Earth defaultPyPSA-Earth 預設Taiwan's 2050 pathway (NDC, 2022)台灣 2050 淨零路徑(2022)This fork: official runs本分支:官方情境
New nuclear新核電no (existing plants only)否(僅既有電廠)no否none (capped at zero)無(上限為零)
Power mix 20502050 年電力結構least cost成本最低renewables 60–70%, hydrogen 9–12%, fossil with carbon capture 20–27%, pumped hydro ~1%再生能源 60–70%、氫能 9–12%、火力搭配碳捕捉 20–27%、抽蓄水力約 1%least cost within the action plans' 2050 ranges; or the official mix imposed在行動計畫 2050 年範圍內成本最低;或直接採用官方電力結構
Gas power with carbon capture燃氣發電搭配碳捕捉only as district-heating CHP僅限區域供熱汽電共生central (thermal with carbon capture 20–27%)核心選項(火力搭配碳捕捉 20–27%)added: gas combined cycle with 95% capture (NETL costs)已加入:燃氣複循環搭配 95% 碳捕捉(NETL 成本)
Hydrogen氫能produced domestically; export only國內生產;僅有出口選項largely imported大多進口imports of hydrogen, ammonia, synthetic oil and methane added已加入氫氣、氨、合成燃油與合成甲烷進口
CO₂ storageCO₂ 封存200 Mt/yr (European default)每年 200 Mt(歐洲預設)~40 Mt/yr negative emissions每年約 40 Mt 負碳40 Mt/yr每年 40 Mt

Official figures checked in the approved key-strategy action plans (April 2023), which quote the NDC pathway; the 2050 CO₂ storage volume is not in the CCUS plan's text and is still to verify.官方數字已與核定之各關鍵戰略行動計畫(2023 年 4 月,引述國發會淨零路徑)核對;2050 年 CO₂ 封存量未見於碳捕捉利用及封存行動計畫內文,仍待查證。

Gaps found in PyPSA-Earth's sector-coupled model for TaiwanPyPSA-Earth 部門耦合模型用於台灣時發現的缺口

  1. No gas power plant with carbon capture (only district-heating CHP, which Taiwan hardly has).沒有燃氣發電搭配碳捕捉的電廠(僅有區域供熱汽電共生,而台灣幾乎沒有區域供熱)。
  2. No hydrogen or ammonia imports (export only); added in this fork for sensitivity C.沒有氫氣或氨的進口(僅有出口);本分支為敏感度 C 新增此選項。
  3. Missing Taiwan data that silently distorts results: no demand growth rates (the default multiplies household demand about fivefold by 2050), zero cars (no EV chargers), and Taiwan listed as "Other Asia" in the UN energy data.缺少台灣資料,會默默扭曲結果:沒有需求成長率(預設值使 2050 年住宅用電增為約五倍)、汽車數為零(沒有電動車充電)、聯合國能源資料將台灣列為「Other Asia」。
  4. Bugs in the multi-year (myopic) chain, fixed in this fork: existing plants never retired, land-use limits counted existing capacity twice, converted biomass plants got unlimited free fuel, and clashing names dropped all links.多年期(短視)流程的錯誤,已在本分支修正:既有電廠從不除役、土地利用上限重複扣除既有容量、轉換後的生質能電廠獲得無限免費燃料、名稱衝突導致所有連結遺失。
  5. European defaults: 200 Mt/yr CO₂ storage, no floating offshore wind, zero geothermal investment cost.歐洲預設值:每年 200 Mt CO₂ 封存、沒有浮動式離岸風電、地熱投資成本為零。

First step: Taiwan's official pathway in this model第一步:在本模型中建立台灣官方路徑

The fork now offers what the official plan relies on: gas combined cycle with carbon capture (NETL cost and efficiency), hydrogen and ammonia turbines, and imports of hydrogen, ammonia, synthetic oil and synthetic methane, priced after Hampp et al. (2023). Offshore wind (40–55 GW), solar (40–80 GW) and geothermal (3–6.2 GW) are held to the action plans' 2050 ranges, and new nuclear is capped at zero unless stated. Pick the runs in the scenario menu below.本分支已加入官方規劃所依賴的選項:燃氣複循環搭配碳捕捉(採 NETL 成本與效率)、氫能與氨渦輪機,以及氫氣、氨、合成燃油與合成甲烷的進口(價格依 Hampp 等人 2023 年研究)。離岸風電(40–55 GW)、太陽光電(40–80 GW)與地熱(3–6.2 GW)限於行動計畫的 2050 年範圍;除另有說明外,新核電上限為零。可於下方情境選單中選取各模擬。

2050System cost (bn € per year)系統成本(每年十億歐元)New nuclear (GW)新核電(GW)Gas with carbon capture (GW)燃氣搭配碳捕捉(GW)Imports (TWh)進口(TWh)of which hydrogen (TWh)其中氫氣(TWh)
Official options, hydrogen imports only官方選項,僅氫氣進口58.200315315
Official mix, hydrogen imports only官方電力結構,僅氫氣進口70.0011436436
Official options, all imports官方選項,全部進口選項49.1003104
Official options, all imports, nuclear allowed官方選項,全部進口選項,允許核電49.10 (none built)0(未興建)03104
Official options, all imports, Taiwan renewable costs官方選項,全部進口選項,台灣再生能源成本64.300.53796
Same, nuclear allowed同上,允許核電64.06.70.53154
Official options, all imports, 4-hour steps官方選項,全部進口選項,4 小時時間步長48.7003184
Taiwan renewable costs, 4-hour steps台灣再生能源成本,4 小時時間步長64.500.23845
Same, nuclear allowed, 4-hour steps同上,允許核電,4 小時時間步長64.35.50.23314
Early test: unlimited new nuclear, no imports早期測試:新核電不設上限、無進口65.541–00
  • With the official options and imports, net zero in 2050 is reached without new nuclear and without unmet demand.採用官方選項與進口後,2050 年不新建核電也能達成淨零,且沒有未供應的需求。
  • When every carrier can be imported, the model buys about 310 TWh a year: synthetic methane 120, ammonia 93 (all of it burned in ammonia turbines for power), synthetic oil 92 and almost no hydrogen. The earlier result of 300–440 TWh of imported hydrogen came from hydrogen being the only carrier the model could import; the amount of imported energy is what holds.當所有能源載體都可進口時,模型每年進口約 310 TWh:合成甲烷 120、氨 93(全部用於氨渦輪機發電)、合成燃油 92,氫氣幾乎為零。先前進口 300–440 TWh 氫氣的結果,是因為氫氣是模型唯一可進口的載體;真正穩健的是進口能源的總量。
  • Nuclear is not a question of cost here: even when allowed, the model builds none at these import prices or 25% lower. Only at 1.5 times the prices does it build 17 GW, which saves €2.5 bn a year (4%) and cuts imports from 278 to 171 TWh. The real trade-off is import dependence, which matters for a blockade.在此核電不是成本問題:即使允許興建,在這些進口價格或低 25% 時模型都不會興建。只有在價格為 1.5 倍時才興建 17 GW,每年節省 25 億歐元(4%),並將進口從 278 TWh 降至 171 TWh。真正的取捨在於進口依賴,這對封鎖情境至關重要。
  • With Taiwan's own renewable costs (the feed-in tariff level: installed cost 1.0–2.7 times PyPSA's, higher O&M), 2050 costs €64.3 bn a year instead of €49.1 bn (+31%), and imports rise from 310 to 379 TWh. Allowed new nuclear now enters: 6.7 GW, saving €0.3 bn a year and cutting imports to 315 TWh (ammonia halves). Nuclear stays close to break-even, so the conclusion that it is mainly a question of import dependence holds.採用台灣本身的再生能源成本(躉購費率水準:設置成本為 PyPSA 的 1.0–2.7 倍,運維較高)時,2050 年系統成本為每年 643 億歐元,而非 491 億(+31%),進口由 310 TWh 增至 379 TWh。允許新核電時會興建 6.7 GW,每年節省 3 億歐元,進口降至 315 TWh(氨減半)。核電仍接近損益兩平,因此「核電主要是進口依賴問題」的結論不變。
  • With 4-hour instead of daily time steps (which average out the solar day), the results hold: costs change by less than 1%, imports by 2–5%, and batteries grow from 5 to 33–50 GWh. Allowed nuclear falls from 6.7 to 5.5 GW, because batteries now carry solar power into the night.改以每 4 小時(而非每日,後者會平均掉太陽光電的日夜變化)為時間步長時,結果不變:成本變動小於 1%,進口變動 2–5%,電池由 5 GWh 增為 33–50 GWh。允許興建的核電由 6.7 GW 降為 5.5 GW,因為電池現在可將太陽光電移轉到夜間使用。
  • Gas with carbon capture is built only when the official mix forces 20% thermal power; it would need part of the 40 Mt a year of CO₂ storage.只有在官方電力結構要求 20% 火力發電時才會興建燃氣碳捕捉電廠;它需要占用每年 40 Mt CO₂ 封存量的一部分。
  • Still open: exposure of an import-based system to a blockade (designed, not yet built), the 2050 CO₂ storage volume, and import prices estimated for delivery to Germany rather than Taiwan.尚待處理:以進口為主的系統面對封鎖的風險(已完成設計,尚未建置)、2050 年 CO₂ 封存量,以及進口價格係以運至德國而非台灣估算。

What this draft shows此草稿顯示的結果

    Sensitivities compared敏感度分析比較

    Key numbers by year各年關鍵數據

    Electricity generation by source各來源發電量

    TWh per year, into the grid and to households' own use每年 TWh,含併網與用戶自用

    Electricity capacity by type各類發電容量

    GW installed in each year: kept from earlier years plus built in that period各年裝置容量(GW):先前留存加上該期新建

    CO₂: emissions, storage and capCO₂:排放、封存與上限

    Mt CO₂ per year. Net emissions include CO₂ removed from the air; the cap falls on a straight line to zero in 2050每年百萬公噸 CO₂。淨排放已扣除自大氣移除的 CO₂;上限直線降至 2050 年的零

    Final energy demand by use各用途最終能源需求

    TWh per year, all carriers每年 TWh,所有能源載體

    Assumptions and sources假設與來源

    • Starting system: the official 2030 plan (MOEA supply-demand report 113年度: thermal schedule, Figure 3-3; renewable targets, Table 3-1).起始系統:官方 2030 年規劃(經濟部 113 年度全國電力資源供需報告:火力機組時程圖 3-3、再生能源目標表 3-1)。
    • CO₂ cap: straight line from the model's 2025 reference (258.9 Mt) to net zero in 2050 (80% in 2030, 40% in 2040).CO₂ 上限:自模型 2025 年基準(258.9 Mt)直線降至 2050 年淨零(2030 年 80%、2040 年 40%)。
    • Demand: electricity and the electronics industry +2.5%/yr (the official 2026–2035 outlook, carried to 2050); other demand flat. For comparison, the energy balance shows +1.8%/yr for household electricity in 2015–2025.需求:電力與電子業每年 +2.5%(官方 2026–2035 年展望,延用至 2050 年);其他需求持平。對照:能源平衡表 2015–2025 年住宅用電年增 1.8%。
    • CO₂ storage up to 40 Mt/yr, the negative-emissions volume in Taiwan's 2050 net-zero pathway (to verify).CO₂ 封存上限每年 40 Mt,取自台灣 2050 淨零路徑的負碳量(待查證)。
    • Road transport: electric share of energy 5% (2030), 45% (2040), 85% (2050), derived from the EV action plan's targets of 30% electric new cars in 2030 and 100% electric new cars and scooters in 2040 (Table 3; the shares of energy are our derivation).公路運輸:電力占能源比例 5%(2030)、45%(2040)、85%(2050),由電動車行動計畫的目標推估:2030 年新車 30% 電動、2040 年新車與機車 100% 電動(表 3;能源比例為本研究推估)。
    • What the model may build: solar (including rooftop), onshore and offshore wind, batteries, gas plants, transmission, and PyPSA-Earth's sector technologies (heat pumps, electrolysers, hydrogen storage and fuel cells, carbon capture, direct air capture, synthetic fuels). The official runs add gas with carbon capture, hydrogen and ammonia turbines and fuel imports, and allow no new nuclear (one run allows it to price the option). Only the early test and sensitivities A–D could build unlimited new nuclear at the Lungmen and Maanshan sites.模型可新建:太陽光電(含屋頂型)、陸域與離岸風電、電池、燃氣電廠、輸電線路,以及 PyPSA-Earth 的部門技術(熱泵、電解槽、儲氫與燃料電池、碳捕捉、直接空氣捕捉、合成燃料)。官方情境另加入燃氣碳捕捉、氫能與氨渦輪機及燃料進口,且不新建核電(其中一個情境允許核電,以評估其價值)。只有早期測試與敏感度 A–D 可於核四與核三廠址不設上限地新建核電。

    What was run執行內容

    Final energy demand by use各用途最終能源需求

    TWh per year, all energy carriers每年 TWh,所有能源載體

    Show all demand items顯示所有需求項目

    Electricity supply by technology各技術電力供給

    TWh per year每年 TWh

    Electricity mix: model vs official 2025發電結構:模型與官方 2025 年比較

    Share of electricity generation (%). Official: Energy Administration, national generation 2025.占發電量比例(%)。官方:能源署 2025 年全國發電量。

    Electricity capacity: sector model vs official fleet發電容量:部門耦合模型與官方機組比較

    GW. Official fleet: Taipower unit list used by the electricity model. Coal, gas and oil match the official list; the sector model adds rooftop solar and biomass CHP that it builds itself.GW。官方機組:電力模型使用的台電機組清單。燃煤、燃氣與燃油與官方清單一致;屋頂型太陽光電與生質能汽電共生為模型自行新建。

    Problems found發現的問題

      Resolved: an earlier version of this page reported 31.9 GW of coal and 44.9 GW of gas. Those were fuel-input ratings: the sector model turns each plant into a link rated on its fuel side (electric capacity ÷ efficiency). The electric capacities are the official fleet's.已釐清:本頁先前列出燃煤 31.9 GW、燃氣 44.9 GW,那是燃料輸入端的額定值:部門模型把每座電廠轉為以燃料端計量的連結(電力容量 ÷ 效率)。電力容量與官方機組一致。

      What was changed to make it run為了執行所做的修改

      1. The UN energy statistics report Taiwan as "Other Asia", which PyPSA-Earth dropped, so every Taiwan demand was zero. Mapped to Taiwan (checked: 2019 electricity production 274.2 TWh, nuclear 3,872 MW, pumped hydro 2,602 MW).聯合國能源統計將台灣列為「Other Asia」,PyPSA-Earth 因此將其排除,所有台灣需求皆為零。已對應為台灣(核對:2019 年發電量 274.2 TWh、核能 3,872 MW、抽蓄水力 2,602 MW)。
      2. The UN urban-population file moved to a new ID; the script now looks it up. Its name "China, Taiwan Province of" matched two countries and was dropped; mapped to Taiwan.聯合國都市人口檔案的編號已變更,程式改為自動查詢;其名稱「China, Taiwan Province of」同時對應兩個國家而遭排除,已對應為台灣。
      3. The World Port Index could not be downloaded by Python (certificate error); a local copy is used instead.世界港口索引因憑證錯誤無法由 Python 下載,改用本機副本。

      Next steps before publishing發布前的下一步

      1. Decide whether rooftop solar and biomass CHP may be built, or fix them at today's capacity for the 2025 reference.決定是否允許新建屋頂型太陽光電與生質能汽電共生,或在 2025 年基準情境中固定為現有容量。
      2. Check each demand against the Energy Administration's energy balance and align the scope (national vs Taipower system).逐項與能源署能源平衡表核對需求,並統一範圍(全國或台電系統)。
      3. Decide which technologies are fixed and which the model may build; set a CO₂ path.決定哪些技術固定、哪些可由模型新建;設定 CO₂ 路徑。
      4. Use finer time steps (e.g. 3–4 hours) once the inputs are right.輸入正確後,改用較細的時間步長(例如 3–4 小時)。