Orthogonal experiment optimization and economic evaluation of multi-parameter coupled simulation of a concentrated solar power–geothermal energy storage system
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摘要:
通过数值仿真方法及正交试验设计,对新型聚光太阳能−地热长时储能系统(GEO-CSP)开展前期先验研究,旨在综合评估系统参数性能及其经济可行性。该系统通过聚光太阳能加热工质至高温,通过注入井将热能储存于地下储层,从而提升地层储热能力。采用多软件协同耦合仿真方法:SG-塔式软件通过光线追踪计算定日镜场集热性能;COMSOL多物理场模型模拟地下储层热−流耦合传热,分析储热注入温度和流量以及储层特征对储热效率的影响;MATLAB/Simulink构建两级闪蒸发电模型并仿真发电过程。基于27组正交试验设计分析,结果表明最优工况下(如:350 ℃注入温度、100 m3 h−1注入流量)地热储热效率可达93.6%、发电效率达33.5%。参数敏感性分析显示,注入温度与注入流量是影响系统性能的主控因素(贡献率分别为78.3%和14.0%);典型工况下,100 m左右的储层厚度能够平衡热交换效率与热损失,实现系统综合性能最优化。经济性分析表明,枯竭油气藏改造场景下,其投资回收期缩短至5 a以内,30 a生命周期内1对井的累计净收益达
3153.67 万元。本先验研究可为太阳能−地热耦合储能协同发电体系的参数优化和工程应用提供理论依据,对推动可再生能源长时储能技术发展具有重要意义。Abstract:ObjectiveThis study employs numerical simulation methods and orthogonal experimental design to conduct preliminary a priori research on a novel concentrated solar power-geothermal (GEO-CSP) long-duration energy storage system (LDES), aiming to comprehensively evaluate system parameter performance and economic feasibility. The new system utilizes concentrated solar power to heat a working fluid to high temperatures and injects the thermal energy into underground reservoirs via injection wells, thereby enhancing thermal storage capacity.
MethodsA multi-software coupled simulation approach was adopted. The SG-Tower software was used to calculate heliostat field heat collection performance via ray tracing. A COMSOL Multiphysics model was used to simulate thermal-fluid coupled heat transfer in underground reservoirs, analyzing the effects of injection temperature, injection flow rate, and reservoir characteristics on thermal storage efficiency. A MATLAB/Simulink model was developed to simulate a two-stage flash power generation process.
ResultsBased on the analysis of 27 sets of orthogonal experimental designs, the results indicated that under optimal operating conditions (e.g., an injection temperature of 350 ℃ and an injection flow rate of 100 m3 h-1), geothermal storage efficiency reached 0.936 and power generation efficiency reached 0.335. Parameter sensitivity analysis revealed that injection temperature and injection flow rate were the primary controlling factors affecting system performance (with contribution rates of 78.3% and 14.0%, respectively). Under typical operating conditions, a reservoir thickness of approximately 100 meters balanced heat exchange efficiency and heat loss, achieving optimal overall system performance. Economic analysis indicated that in depleted oil and gas reservoir conversion scenarios, the investment payback period was reduced to less than 5 years, and the cumulative net profit of one well pair reached
31.5367 million yuan over a 30-year life cycle.ConclusionThis a priori study provides a theoretical basis for parameter optimization and engineering applications of solar-geothermal coupled energy storage and power generation systems, and offers important insights for promoting the development of long-duration renewable energy storage technologies.
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图 2 镜场排布(a)及超临界二氧化碳吸热循环系统模型(b)
MCOMP. 主压缩机;COOLER. 冷却器;REGENL. 低温侧回热器;REGENH. 高温侧回热器;BOILER. 蒸发器;S-TURBIN. 汽轮机;B3.3号阀(节流阀 / 调节阀);EX-OUT. 排气出口;SPLIT-1.1号分流器;RCOMP. 再压缩机;MIX-1.1号混合器;S-MCOUT. 主压缩机出口物流;S-BIN. 锅炉入口物流;S-COUT. 冷却器出口物流;S-TOC. 冷却器入口物流;S-REHOUT. 高温侧回热器出口物流;S-RELOUT. 低温侧回热器出口物流;S-BOUT. 锅炉出口物流;S-TOUT. 汽轮机出口物流;S-TOUTO. 汽轮机出口(外排/循环)物流;S-TORC. 再压缩机入口物流
Figure 2. Heliostat field layout (a) and supercritical CO2 heat absorption cycle model (b)
图 4 地热发电仿真模型
Ideal Trading. 理想换热;Collector Array Shading. 集热器阵列遮阴;Solar Equations. 太阳辐射方程;Time Delay. 时间延迟(系统延时模块);Expansion Tank. 膨胀水箱(系统压力缓冲模块);East Pipe-26. 东向管道-26;Row. 集热器/管路行阵列;Mass Calculations. 质量计算;HX. 换热器;HX with Bypass. 带旁通的换热器;Loop Pump. 循环泵;East Pipe-1. 东向管道-1;Produce Pump. 采出泵;1-stage. 一级闪蒸;2-stage. 二级闪蒸;Steam Turbine. 汽轮机;Generator. 发电机;Condenser. 冷凝器;Condensate Pump. 凝结水泵;Cooling Water. 冷却水;Inject Pump. 回灌泵;Mixer. 混合器;hot well. 热井;cold well. 冷井;Pump Control. 泵控制;Energy Flows. 能量流;Temps. 温度;h and P. 焓与压力
Figure 4. Geothermal power generation simulation model
表 1 3水平多因素正交试验表
Table 1. Orthogonal test table for three-level multi-factor design
序列 因素 单位 水平因素 1 储热注入温度T ℃ 250 300 350 2 注入流量V m3/h 100 200 300 3 储层厚度D m 50 100 150 4 渗透率k mD 200 100 50 5 岩石导热系数λ W/m2·℃ 1.7 2.0 2.5 表 2 各工况下27组正交试验表
Table 2. Orthogonal experiment table for 27 simulation cases under different operating conditions
仿真组别 储热注入温度/℃ 注入流量/
(m3/h)采热回灌温度/℃ 对井间距/m 储层厚度/m 渗透率/mD 岩石热导率/(W/m2·℃) 储热效率/% 发电效率/% ng1 250 100 90 2000 150 100 2.5 91.995 14.8 ng2 250 100 90 3000 50 50 1.7 93.147 17.9 ng3 250 100 90 4000 100 200 2 93.142 22.5 ng4 250 200 110 2000 150 100 1.7 93.042 16.4 ng5 250 200 110 3000 50 50 2 92.202 16.4 ng6 250 200 110 4000 100 200 2.5 91.352 19.8 ng7 250 300 130 2000 150 100 2 92.458 15.4 ng8 250 300 130 3000 50 50 2.5 92.227 19.2 ng9 250 300 130 4000 100 200 1.7 92.884 17.3 ng10 300 100 110 2000 50 200 1.7 92.929 22.6 ng11 300 100 110 3000 100 100 2 93.072 25.6 ng12 300 100 110 4000 150 50 2.5 92.194 30.2 ng13 300 200 130 2000 50 200 2 92.999 23.7 ng14 300 200 130 3000 100 100 2.5 91.344 24.3 ng15 300 200 130 4000 150 50 1.7 92.089 27.6 ng16 300 300 90 2000 50 200 2.5 92.389 23.7 ng17 300 300 90 3000 100 100 1.7 93.301 27.3 ng18 300 300 90 4000 150 50 2 92.832 26.3 ng19 350 100 130 2000 100 50 2 92.378 27.4 ng20 350 100 130 3000 150 200 2.5 91.519 29.9 ng21 350 100 130 4000 50 100 1.7 93.496 33.7 ng22 350 200 90 2000 100 50 2.5 92.405 29.3 ng23 350 200 90 3000 150 200 1.7 92.976 29.0 ng24 350 200 90 4000 50 100 2 92.911 32.7 ng25 350 300 110 2000 100 50 1.7 93.573 28.4 ng26 350 300 110 3000 150 200 2 92.778 31.2 ng27 350 300 110 4000 50 100 2.5 91.833 30.6 表 3 储热效率的方差分析结果表(显著性水平α=0.05)
Table 3. Variance analysis results for thermal storage efficiency
因素 平方和
(SS)自由度
(df)均方
(MS)F值 P值 贡献
率/%显著性 储热注入温度 0.000156 2 0.000078 3.12 0.067 12.8 — 注入流量 0.000087 2 0.000044 1.76 0.198 7.2 — 储层厚度 0.000021 2 0.000011 0.44 0.651 1.7 — 渗透率 0.001032 2 0.000516 20.64 <0.001 84.6 ** 岩石导热系数 0.000054 2 0.000027 1.08 0.359 4.4 — 误差 0.000250 10 0.000025 — — — — 注:显著性标记:**. p<0.01;*. p<0.05; —. 不显著;下同 表 4 发电效率的方差分析结果表(显著性水平α=0.05)
Table 4. Variance analysis results for power generation efficiency
因素 平方和
(SS)自由度
(df)均方
(MS)F值 P值 贡献
率/%显著性 储热注入温度 0.104235 2 0.052118 52.12 <0.001 78.3 ** 注入流量 0.018654 2 0.009327 9.33 0.005 14.0 ** 储层厚度 0.003127 2 0.001564 1.56 0.237 2.3 — 渗透率 0.004568 2 0.002284 2.28 0.130 3.4 — 岩石导热系数 0.002678 2 0.001339 1.34 0.285 2.0 — 误差 0.010000 10 0.001000 — — — — 表 5 各主要子单元单价
Table 5. Unit prices of major subsystems
表 6 钻对井和利用枯竭油气藏储热的投资收益对比
Table 6. Comparison of investment returns between drilling well pairs and utilizing depleted oil and gas reservoirs for thermal storage
项目 钻井 枯竭油气藏 备注 发电收益/万元 54.9252 54.9252 上网价(0.26元/kwh)+
补贴(0.12元/kwh)供热收益/万元 89.46369 89.46369 供热售价25元/GJ 总收益/万元 144.38889 144.38889 运维成本/万元 42.6 18.6 总投资的3% 净收益/万元 101.78889 125.78889 投资回收期/a 13.95044194 4.928893164 运行30 a收益/万元 1633.6667 3153.6667 -
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