CN107276122B - A decision-making method for peak shaving resources to adapt to large-scale renewable energy grid-connected - Google Patents
A decision-making method for peak shaving resources to adapt to large-scale renewable energy grid-connected Download PDFInfo
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Abstract
本发明公开了一种适应大规模可再生能源并网的调峰资源调用决策方法,包括步骤:获取特定地区特定时段内时序负荷需求PL,确定电力调度机构的调峰需求At;确定风电机组时序预测出力PW和太阳能发电机组时序预测出力PS;确定系统内可用调峰资源Mi,确定各类调峰资源Mi可调度量范围、调峰容量DMi与对应的调峰成本CMi,构建混合整数优化模型;获得特定时段内优化的调峰资源调用顺序。本发明通过建立每种调峰手段技术经济模型和成本模型,构建以经济性为目标的混合整数优化模型,通过求解模型得到成本效益最佳的调峰资源调用量和调用顺序,对电力系统适应可再生能源高效消纳,提高电网调峰能力具有较好的实际指导意义和应用价值。
The invention discloses a peak- shaving resource calling decision method suitable for large-scale renewable energy grid-connected. The time series predicted output P W of the unit and the time series predicted output P S of the solar generator set; determine the available peak shaving resources Mi in the system, determine the adjustable measurement range of various peak shaving resources Mi , the peak shaving capacity D Mi and the corresponding peak shaving cost C Mi , builds a mixed integer optimization model; obtains the optimized peaking resource calling sequence within a specific period. The invention constructs a mixed integer optimization model aiming at economy by establishing a technical economic model and a cost model of each peak regulation means, and obtains the best cost-effective peak regulation resource calling amount and calling sequence by solving the model, and adapts to the power system. The efficient consumption of renewable energy and the improvement of the peak shaving capacity of the power grid have good practical guiding significance and application value.
Description
技术领域technical field
本发明涉及电力模拟分析的技术领域,具体涉及适应大规模可再生能源并网的调峰资源调用决策方法。The invention relates to the technical field of power simulation analysis, in particular to a peak-shaving resource calling decision method suitable for large-scale renewable energy grid-connected.
背景技术Background technique
随着风电、太阳能等可再生能源的规模化发展,其随机性和间歇性对电力系统安全稳定运行的影响日益凸显。大规模新能源的接入导致系统面临的调峰压力日益增大,尤其是风电的反调峰特性更明显增加了电网调峰的难度。With the large-scale development of renewable energy such as wind power and solar energy, its randomness and intermittency have an increasingly prominent impact on the safe and stable operation of the power system. The access of large-scale new energy sources has led to the increasing pressure of peak regulation faced by the system, especially the anti-peak regulation characteristics of wind power have significantly increased the difficulty of grid peak regulation.
受资源禀赋限制,我国电源结构以灵活调节能力较差的煤电为主,系统调峰能力较弱,导致风光水等可再生能源消纳受限。影响风电消纳的因素可以归为两个方面,一是消纳能力方面,决定一个地区风电消纳能力的只要因素包括系统调节能力、电网输电能力等;二是消纳水平方面,主要指是否充分利用了系统的调峰资源,能否科学决策有限调峰资源的调用量和调用顺序,决定了在现有客观条件下能否实现可再生能源的最大化消纳。Restricted by resource endowments, my country's power supply structure is dominated by coal-fired power with poor flexible adjustment capabilities, and the system's weak peak-shaving ability, resulting in limited consumption of renewable energy sources such as wind, solar, and water. The factors that affect wind power consumption can be classified into two aspects. One is the ability to absorb wind power, as long as the factors that determine the ability of wind power in a region include system regulation capacity, power transmission capacity, etc.; the second is the consumption level, which mainly refers to whether Making full use of the system's peak shaving resources, whether it can scientifically decide the amount and order of the limited peak shaving resources determines whether the maximum consumption of renewable energy can be achieved under the existing objective conditions.
目前我国调峰资源的调用存在随意性,调度的自由裁量权很大,导致各类调峰资源调用与实际需求情况存在差距,很大程度上是由于缺失合理的调峰资源调用决策流程。科学决策系统调峰资源的调度,需要解决以下几方面问题:At present, the invocation of peaking resources in my country is arbitrary, and the discretion of scheduling is very large, resulting in the gap between the invocation of various peaking resources and the actual demand, which is largely due to the lack of a reasonable decision-making process for the invocation of peaking resources. The scheduling of peak shaving resources in the scientific decision-making system needs to solve the following problems:
(1)如何准确和科学界定系统内可用的调峰资源;(1) How to accurately and scientifically define the available peak shaving resources in the system;
(2)如何对各类型调峰资源进行技术经济性建模和调峰成本建模;(2) How to carry out technical and economic modeling and peak-shaving cost modeling for various types of peak-shaving resources;
(3)如何构建科学合理的调度决策模型,帮助调度机构准确的实现经济性最优情况下最大限度消纳可再生能源。(3) How to construct a scientific and reasonable dispatching decision-making model to help dispatching agencies accurately realize the maximum consumption of renewable energy under the optimal economic situation.
但目前尚没有提出相关合适的模型和方法可以在统一框架下对各类调峰资源的技术经济特性进行描述并量化其调峰成本,也没有具体的方法可以实现对调峰资源调用量和调用顺序的决策。However, there is currently no relevant appropriate model and method to describe the technical and economic characteristics of various peak shaving resources and quantify their peak shaving costs under a unified framework. sequential decision.
发明内容SUMMARY OF THE INVENTION
本发明提出一种适应大规模可再生能源并网的调峰资源调用决策系统,基于混合整数优化方法获取经济性最优的调峰资源调用容量及调用顺序,提高大规模可再生能源接入情况下调峰资源调度的合理性和科学性,提高系统的可再生能源消纳能力。为了解决上述技术问题,本发明所采用的技术方案是提供了一种适应大规模可再生能源并网的调峰资源调用决策方法,包括以下步骤:The invention proposes a peak-shaving resource calling decision-making system suitable for large-scale renewable energy grid-connected. Based on the mixed integer optimization method, the economical optimal peak-shaving resource calling capacity and calling sequence are obtained, and the access situation of large-scale renewable energy is improved. Reduce the rationality and scientificity of peak resource scheduling, and improve the renewable energy consumption capacity of the system. In order to solve the above-mentioned technical problems, the technical solution adopted in the present invention is to provide a peak-shaving resource invocation decision-making method suitable for large-scale renewable energy grid-connected, including the following steps:
获取特定地区特定时段内时序负荷需求PL,确定该特定区域电力调度机构在特定时段调峰需求At;确定风电机组的时序预测出力PW和太阳能发电机组的时序预测出力PS;确定系统内可用调峰资源Mi及其运行特性,根据对应调峰资源Mi的安全稳定及经济性约束条件,确定各类调峰资源Mi可调度量范围与调峰容量DMi,以及每种调峰资源Mi对应的调峰成本CMi,并构建混合整数优化模型;获得特定时段内优化的调峰资源调用顺序;其中i=1,2,3...n。Obtain the time-series load demand PL in a specific time period in a specific area, and determine the peak-shaving demand A t of the power dispatching agency in the specific area in a specific time period; determine the time-series predicted output P W of the wind turbine and the time-series predicted output PS of the solar generating unit; determine the system The available peak shaving resources Mi and their operating characteristics are determined according to the safety, stability and economic constraints of the corresponding peak shaving resources Mi. The peak shaving cost C Mi corresponding to the peak shaving resource Mi is calculated, and a mixed integer optimization model is constructed; the optimal calling sequence of the peak shaving resource within a specific period is obtained; where i=1, 2, 3...n.
在上述方法中,所述调峰需求At具体如下式:In the above method, the peak regulation demand A t is specifically as follows:
设特定时段的初始时刻为t0,初始时间的时序负荷需求为结束时刻为t,结束时刻的时序负荷需求为且电力调度机构在时刻t0预测到时刻t的调峰容量需求At为:Let the initial time of a specific period be t 0 , and the sequential load demand at the initial time is The end time is t, and the sequence load demand at the end time is And the peak shaving capacity demand A t predicted by the power dispatching agency at time t 0 to time t is:
式中,当At为正时,代表上调峰需求,当At为负时,代表下调峰需求。In the formula, when A t is positive, it represents the demand for peak adjustment, and when At is negative, it represents the demand for peak reduction.
在上述方法中,所述风电机组的时序预测出力PW具体如下式:In the above method, the time series prediction output P W of the wind turbine is specifically as follows:
式中,a表示该地区风电场个数;b表示第g个风电场中风机的个数;表示该地区第g个风电场中第hg台风机在该时刻预测风速下的理论出力;In the formula, a represents the number of wind farms in the area; b represents the number of wind turbines in the gth wind farm; represents the theoretical output of the h gth wind turbine in the gth wind farm in the region at the predicted wind speed at this moment;
太阳能发电机组的时序预测出力PS具体如下式:The time-series prediction output P S of the solar generator set is as follows:
式中,c表示该地区太阳能电站个数;d表示第g个太阳能电站中光伏发电组件的个数;表示该地区第g个太阳能电站中第hg个光伏发电组件在该时刻预测光照强度下的理论出力。In the formula, c represents the number of solar power stations in the area; d represents the number of photovoltaic power generation modules in the gth solar power station; Indicates the theoretical output of the h gth photovoltaic power generation module in the gth solar power station in the region under the predicted light intensity at this moment.
在上述方法中,所述调峰资源Mi包括:煤电机组、燃气机组、常规水电机组、抽水蓄能机组、核电机组、弃风弃光、需求侧响应及与联络线出力。In the above method, the peak shaving resources Mi include: coal-fired power units, gas-fired power units, conventional hydropower units, pumped-storage units, nuclear power units, abandoning wind and solar, demand-side response, and output from tie lines.
在上述方法中,所述各类调峰资源Mi可调度量范围、调峰容量DMi及对应的成本模型CMi具体如下式:In the above method, the adjustable measurement range of the various types of peak shaving resources Mi , the peak shaving capacity D Mi and the corresponding cost model C Mi are specifically as follows:
将煤电机组作为调峰手段M1,煤电机组可用上调峰能力Nup具体为下式:Taking the coal-fired power unit as the peak shaving means M 1 , the available peak-shaving capacity N up of the coal-fired power unit is specifically as follows:
式中,代表煤电机组最大可用出力,代表煤电机组当前出力;In the formula, Represents the maximum available output of the coal-fired power unit, Represents the current output of coal-fired power units;
煤电机组可用下调峰能力Ndown具体为下式:The available peak reduction capacity N down of coal-fired power units is specifically as follows:
式中,代表煤电机组最小可用出力;In the formula, Represents the minimum available output of coal-fired power units;
煤电机组的上调峰成本CM1up是燃料消耗成本,具体如下式:The up-peak cost C M1up of coal-fired power units is the fuel consumption cost, which is as follows:
式中,β表示煤电机组煤耗函数,即表示机组在时出力的单位煤耗,其中PM1,t0为初始时刻机组出力,即初始时刻出力+上调峰容量,也就是当前时刻的出力;表示t时刻调用的煤电机组上调峰容量;In the formula, β represents the coal consumption function of the coal-fired power unit, means that the unit is The unit coal consumption of the output at the time, among which P M1, t0 is the output of the unit at the initial time, That is, the output at the initial moment + the peak capacity increase, that is, the output at the current moment; Indicates the peak-shaving capacity of coal-fired power units called at time t;
煤电机组的下调峰成本CM1down是由于压低出力带来的单位煤耗增加成本,用下式表示:The peak reduction cost C M1down of coal-fired power units is the increased cost of unit coal consumption caused by the reduction of output, which is expressed by the following formula:
式中,表示机组在初始时刻出力的单位煤耗;表示机组在时出力的单位煤耗,表示当前煤电机组出力,表示t时刻调用的煤电机组下调峰容量;In the formula, Indicates the unit coal consumption of the unit output at the initial moment; Indicates that the unit is The unit coal consumption of the time output, Indicates the current output of coal-fired power units, Represents the peak-down capacity of coal-fired power units called at time t;
将燃气机组作为调峰手段M2,燃气机组可用上调峰能力Nup具体为下式:Taking the gas-fired unit as the peak-shaving means M 2 , the available peak-shaving capacity N up of the gas-fired unit is specifically as follows:
式中,代表煤电机组最大可用出力,代表煤电机组当前出力;In the formula, Represents the maximum available output of the coal-fired power unit, Represents the current output of coal-fired power units;
煤电机组可用下调峰能力Ndown具体为下式:The available peak reduction capacity N down of coal-fired power units is specifically as follows:
根据实际调度需求,燃气机组考虑液化天然气和普通燃气的不同调峰能力,液化天然气主要设置为启停调峰形式,因此燃气机组的上调峰成本为燃料消耗成本,下调峰成本为0;According to the actual dispatching demand, the gas-fired unit considers the different peak-shaving capabilities of LNG and ordinary gas, and the LNG is mainly set to start-stop peak-shaving. Therefore, the peak-shaving cost of the gas-fired unit is the fuel consumption cost, and the peak-shaving cost is 0;
将常规水电机组作为调峰手段M3,分为径流式水电与可调节水电,其中径流式水电不参与调峰,可调节水电枯水期参与调峰,其调用调峰容量需满足水库水位约束,具体如下:The conventional hydropower unit is used as the peak shaving means M 3 , and it is divided into the run-flow hydropower and the adjustable hydropower. Among them, the run-flow hydropower does not participate in the peak shaving, and the adjustable hydropower participates in the peak shaving during the dry season, and its peak shaving capacity is called. Reservoir water level constraints need to be met, as follows:
式中,Wto表示水库的初始水位,Wmin表示水库最低水位,Wmax表示水库最高水位,η为发电水量转换系数;In the formula, W to represents the initial water level of the reservoir, W min represents the lowest water level of the reservoir, W max represents the highest water level of the reservoir, and η is the conversion coefficient of power generation water;
常规可调节水电上调峰成本为0,下调峰出现弃水时,下调峰成本具体如下式:The cost of conventional adjustable hydropower peaking is 0. When water is abandoned during peaking, the cost of peaking is as follows:
式中,表示单位弃水成本,Pcur表示弃水量;In the formula, Represents the unit cost of discarded water, and P cur represents the amount of discarded water;
将抽水蓄能机组作为调峰手段M4,需要满足上、下水库水位约束,具体如下:To use the pumped storage unit as the peak regulation means M 4 , it needs to meet the water level constraints of the upper and lower reservoirs, as follows:
式中,Wto表示水库的初始水位,Wmin表示水库最低水位,Wmax表示水库最高水位,DM4,t为调用抽蓄机组参与的调峰容量;In the formula, W to represents the initial water level of the reservoir, W min represents the lowest water level of the reservoir, W max represents the highest water level of the reservoir, and D M4,t is the peak regulation capacity that the pumped storage unit is called to participate in;
抽水蓄能机组调峰成本用抽发损耗表示,下调峰成本CM4具体如下式:The peak shaving cost of pumped storage units is represented by the pumping loss, and the peak shaving cost C M4 is as follows:
CM4=(1-α)βDM4,t C M4 = (1-α)βD M4,t
式中,α为抽蓄机组抽发转换效率,β为煤电机组额定单位煤耗;In the formula, α is the extraction conversion efficiency of the pumped-storage unit, and β is the rated unit coal consumption of the coal-fired power unit;
将核电机组作为调峰手段M5,核电机组上调峰成本为消耗燃料成本,下调峰成本为0;上调峰成本具体公式如下:Taking the nuclear power unit as the peak shaving means M 5 , the cost of increasing the peak shaving of the nuclear power unit is the fuel consumption cost, and the cost of reducing the peaking is 0; the specific formula of the peak shaving cost is as follows:
式中,ω表示核电单位燃料成本,DM5,t表示核电上调峰容量;In the formula, ω represents the unit fuel cost of nuclear power, D M5,t represents the peak capacity of nuclear power;
将弃风弃光作为调峰手段M6,在调峰无法满足时,弃风、弃光按等比例降出力运行,且调峰成本具体如下式:Abandoning wind and light is used as the peak shaving method M 6 . When the peak shaving cannot be satisfied, the output of the abandoned wind and light is reduced in equal proportions, and the peak shaving cost is as follows:
式中,为调用的弃风弃光调峰电量,λ为弃风弃光单位成本;In the formula, It is the peak shaving electricity used for wind and light curtailment, and λ is the unit cost of curtailing wind and light;
将需求侧响应作为调峰手段M7,且调峰成本具体如下式:The demand-side response is used as the peak shaving method M 7 , and the peak shaving cost is as follows:
式中,为调度需求侧响应资源参与的调峰容量,μ为需求侧响应单位调用成本;In the formula, is the peak-shaving capacity of the dispatching demand-side response resource participation, and μ is the unit call cost of demand-side response;
将联络线出力作为调峰手段M8,与区外联络线设置为本级可调度线路和上级调度线路两种,上级调度线路设置为不可调度或低优先级调用,考虑在某一时刻通过调节联络线计划出力后,需在之后合适时刻将与计划偏差电量返还。The output of the tie line is used as the peak regulation method M 8 , and the tie line outside the area is set as the first-level dispatchable line and the upper-level dispatching line. After the contact line plan is output, it is necessary to return the power that deviates from the plan at a suitable time later.
在上述方法中,各类所述调峰资源Mi需满足系统调峰平衡约束条件,所述系统调峰平衡约束条件具体如下式:In the above method, the various types of peak shaving resources M i need to meet the system peak shaving balance constraints, and the system peak shaving balance constraints are specifically as follows:
其中,为各类调峰资源调用容量,为风、光可再生能源发电预测出力偏差。in, Call capacity for various peaking resources, Predicted output deviation for wind and solar renewable energy power generation.
在上述方法中,所述混合整数优化模型含有决策变量、约束条件与目标函数三个部分,其中决策变量为各类调峰资源Mi在特点时段提供的调峰容量;约束条件为系统调峰平衡约束条件与安全稳定及经济性约束条件;目标函数为系统调峰总成本。In the above method, the mixed integer optimization model includes three parts: decision variable, constraint condition and objective function, wherein the decision variable is the peak shaving capacity provided by various types of peak shaving resources Mi in characteristic time periods; the constraint condition is the system shaving capacity. Peak balance constraints and security, stability and economic constraints; the objective function is the total cost of peak regulation.
在上述方法中,所述目标函数包括上调峰时目标函数与下调峰时目标函数;In the above method, the objective function includes an objective function during peak-up regulation and an objective function during peak-down regulation;
上调峰时目标函数为煤电调峰燃料消耗成本、燃气发电燃料消耗成本、抽蓄抽发损耗成本、核电燃料消耗成本与需求侧响应成本之和,具体如下式:The objective function of peak shaving time is the sum of coal power peak shaving fuel consumption cost, gas power generation fuel consumption cost, pumping storage loss cost, nuclear power fuel consumption cost and demand side response cost. The specific formula is as follows:
下调峰时目标函数为煤电降出力单位煤耗增加成本、常规电机组弃水时调峰成本、抽蓄抽发损耗成本、弃风弃光成本与需求侧响应成本之和,其它类型下调峰资源成本为0,用下式表示:The objective function during peak reduction is the increase in coal consumption per unit of coal power output reduction, the peak regulation cost when conventional power units abandon water, the cost of pumping and storage losses, the sum of the cost of curtailing wind and light, and the cost of demand-side response, and other types of peaking resources. The cost is 0, expressed by the following formula:
本发明通过建立每种调峰手段技术经济模型和成本模型,进而构建以经济性为目标的混合整数优化模型,通过求解模型得到成本效益最佳的调峰资源调用量和调用顺序,对电力系统适应可再生能源高效消纳,提高电网调峰能力具有较好的实际指导意义和应用价值。The invention establishes a technical economic model and a cost model of each peak regulation means, and then builds a mixed integer optimization model aiming at economy, and obtains the best cost-effective peak regulation resource calling amount and calling sequence by solving the model. It has good practical guiding significance and application value to adapt to the efficient consumption of renewable energy and improve the peak regulation capacity of the power grid.
附图说明Description of drawings
图1为本发明提供的方法流程图;Fig. 1 is the method flow chart provided by the present invention;
图2为本发明提供的方法具体实施流程图。FIG. 2 is a flow chart of the specific implementation of the method provided by the present invention.
具体实施方式Detailed ways
下面结合具体实施方式和说明书附图对本发明做出详细的说明。The present invention will be described in detail below with reference to the specific embodiments and the accompanying drawings.
如图1所示,本发明提供了一种适应大规模可再生能源并网的调峰资源调用决策方法,包括以下步骤:As shown in FIG. 1 , the present invention provides a decision-making method for peak shaving resources that is adapted to large-scale renewable energy grid-connected, including the following steps:
S1、获取特定地区特定时段内时序负荷需求PL,确定该特定区域电力调度机构在特定时段调峰需求At。S1. Acquire the time-series load demand PL in a specific time period in a specific area, and determine the peak regulation demand A t of the power dispatching agency in the specific area in a specific time period.
假设特定时段的初始时刻为t0,初始时间的时序负荷需求为结束时刻为t,结束时刻的时序负荷需求为且电力调度机构在时刻t0预测到时刻t的调峰容量需求At为:Assuming that the initial time of a specific period is t 0 , the sequential load demand at the initial time is The end time is t, and the sequence load demand at the end time is And the peak shaving capacity demand A t predicted by the power dispatching agency at time t 0 to time t is:
式中,当At为正时,代表上调峰需求,当At为负时,代表下调峰需求。In the formula, when A t is positive, it represents the demand for peak adjustment, and when At is negative, it represents the demand for peak reduction.
S2、确定风电机组的时序预测出力PW和太阳能发电机组的时序预测出力PS。S2. Determine the time series predicted output P W of the wind turbine and the time series predicted output P S of the solar energy generator.
风电机组的时序预测出力PW具体如下式:The time series predicted output P W of the wind turbine is as follows:
式中,a表示该地区风电场个数;b表示第g个风电场中风机的个数;表示该地区第g个风电场中第hg台风机在该时刻预测风速下的理论出力。In the formula, a represents the number of wind farms in the area; b represents the number of wind turbines in the gth wind farm; Indicates the theoretical output of the h gth wind turbine in the gth wind farm in the region at the predicted wind speed at this moment.
太阳能发电机组的时序预测出力PS具体如下式:The time-series prediction output P S of the solar generator set is as follows:
式中,c表示该地区太阳能电站个数;d表示第g个太阳能电站中光伏发电组件的个数;表示该地区第g个太阳能电站中第hg个光伏发电组件在该时刻预测光照强度下的理论出力。In the formula, c represents the number of solar power stations in the area; d represents the number of photovoltaic power generation modules in the gth solar power station; Indicates the theoretical output of the h gth photovoltaic power generation module in the gth solar power station in the region under the predicted light intensity at this moment.
S3、确定系统内可用调峰资源Mi及其运行特性,根据对应调峰资源Mi的安全稳定及经济性约束条件,确定各类调峰资源Mi可调度量范围与调峰容量DMi,以及每种调峰资源Mi对应的调峰成本CMi(其中i=1,2,3...n),并构建混合整数优化模型。对优化模型惊醒求解获得调峰资源的调用顺序和调用量。S3. Determine the available peak shaving resources Mi and its operating characteristics in the system, and determine the adjustable measurement range and peak shaving capacity D Mi of various peak shaving resources Mi according to the safety, stability and economic constraints of the corresponding peak shaving resources Mi , and the peak shaving cost C Mi corresponding to each peak shaving resource Mi (where i=1, 2, 3...n), and build a mixed integer optimization model. Wake up the optimization model to obtain the calling sequence and calling amount of peak shaving resources.
本实施例中参与调峰的调峰资源包括但不限于煤电机组、燃气机组、常规水电机组、抽水蓄能机组、核电机组、弃风弃光、需求侧响应及与联络线出力,且对应的安全稳定及经济性约束条件分别为调峰平衡约束、出力约束、水库动态容量约束、弃风弃光约束、机组爬坡功率约束、机组连续启停约束与实际调度运行约束。In this embodiment, the peak shaving resources involved in peak shaving include but are not limited to coal-fired power units, gas-fired units, conventional hydropower units, pumped storage units, nuclear power units, abandoned wind and solar power, demand-side response, and tie line output, and correspond to The safety, stability and economic constraints are respectively peak shaving balance constraints, output constraints, reservoir dynamic capacity constraints, wind and solar curtailment constraints, unit ramping power constraints, unit continuous start-stop constraints and actual dispatch operation constraints.
首先先确定获取特定地区的特定时间内风电机组的时序理论出力PF、常规电源机组的运行特性和时序负荷需求PL,其中,First of all, determine the time series theoretical output PF of wind turbines in a specific area, the operating characteristics of conventional power generators, and the time series load demand PL , among which,
风电机组的时序理论出力PF具体如下式:The time series theoretical output P F of the wind turbine is as follows:
式中,a表示该地区风电场个数;b表示第g个风电场中风机的个数;表示该地区第g个风电场中第hg台风机在该时刻风速条件下的理论出力。In the formula, a represents the number of wind farms in the area; b represents the number of wind turbines in the gth wind farm; Indicates the theoretical output of the h gth wind turbine in the gth wind farm in the region under the wind speed conditions at this moment.
时序负荷需求PL是基于该地区的对应时间段的历史时序负荷曲线以及研究时间段的预测的负荷峰值计算获得,具体如下式:The time series load demand PL is calculated based on the historical time series load curve of the corresponding time period in the region and the predicted load peak value of the research time period, and the specific formula is as follows:
式中,是历史负荷,Kf是研究时段的预测的负荷峰值,Kh是历史负荷峰值。In the formula, is the historical load, K f is the predicted peak load during the study period, and K h is the historical peak load.
系统中上述各类调峰资源的共同运行特性主要包括机组最大可用出力PC,max、最小可用出力PC,min、机组爬坡率等参数;其中常规电源机组最大可用出力之和应大于负荷和联络线计划外送电力之和的最大值,并留有一定正备用容量,则该地区常规电源机组的最大可用出力PC,max如下式所示:The common operating characteristics of the above-mentioned types of peak shaving resources in the system mainly include parameters such as the maximum available output P C,max , the minimum available output P C,min , and the ramp rate of the unit; the sum of the maximum available output of conventional power units should be greater than the load and the maximum value of the sum of the planned outgoing power of the tie line, and a certain positive reserve capacity is reserved, the maximum available output P C,max of the conventional power unit in this area is shown in the following formula:
式中,I表示该地区常规电源机组的台数,PCi,max表示第i台常规机组的最大可用技术出力,PL(t)表示t时刻该地区的负荷功率,Pt,plan(t)表示t时刻联络线计划外送功率,R+表示正备用容量。需要说明的是常规电源指除风电和太阳能发电之外的电源,也即是调峰资源中除风、光和负荷侧响应外的所有资源。In the formula, I represents the number of conventional power units in the area, P Ci,max represents the maximum available technical output of the ith conventional unit, P L(t) represents the load power in the area at time t, P t,plan (t) Represents the planned outgoing power of the tie line at time t, and R + represents the positive reserve capacity. It should be noted that conventional power sources refer to power sources other than wind power and solar power, that is, all resources in peak shaving resources except wind, light and load-side response.
一、将煤电机组作为调峰手段M1,煤电机组可用上调峰能力Nup具体为下式:1. Taking the coal-fired power unit as the peak shaving means M 1 , the available peak-shaving capacity N up of the coal-fired power unit is specifically as follows:
式中,代表煤电机组最大可用出力,代表煤电机组当前出力。In the formula, Represents the maximum available output of the coal-fired power unit, Represents the current output of the coal-fired power unit.
煤电机组可用下调峰能力Ndown具体为下式:The available peak reduction capacity N down of coal-fired power units is specifically as follows:
式中,PM1,min代表煤电机组最小可用出力。上述上调峰能力与下调峰能力表示可调度量范围。In the formula, P M1,min represents the minimum available output of the coal-fired power unit. The above-mentioned peak up-regulation capability and peak down-regulation capability represent an adjustable measurement range.
根据实际调度要求,煤电机组分为本级调度机组与上级调度机组,本级调度机组设置为高优先级调用,上级调度机组设置为不可调度或低优先级调用。煤电机组考虑脱硝负荷与投油稳燃负荷差别,合理设置调峰成本,表现在下调峰调用顺序中优先让煤电机组降至脱硝负荷,而投油稳燃负荷作为非常规调节手段,因此,煤电机组的上调峰成本CM1up是燃料消耗成本,具体如下式:According to the actual scheduling requirements, the coal power generators are composed of the first-level scheduling unit and the upper-level scheduling unit. The current-level scheduling unit is set to be called with high priority, and the upper-level scheduling unit is set to be unschedulable or low-priority calling. Considering the difference between the denitrification load and the load for stable combustion with oil input, the coal-fired power unit should reasonably set the peak-shaving cost, which is shown in the priority of reducing the coal-fired power unit to the de-nitrification load in the peak-down calling sequence, while the load of oil input and stable combustion is used as an unconventional adjustment method. , the peak-up cost C M1up of coal-fired power units is the fuel consumption cost, which is as follows:
式中,β表示煤电机组煤耗函数,即表示机组在时出力的单位煤耗,其中PM1,t0为初始时刻机组出力,即初始时刻出力+上调峰容量,也就是当前时刻的出力;表示t时刻调用的煤电机组上调峰容量。In the formula, β represents the coal consumption function of the coal-fired power unit, means that the unit is The unit coal consumption of the output at the time, among which P M1, t0 is the output of the unit at the initial time, That is, the output at the initial moment + the peak capacity increase, that is, the output at the current moment; Indicates the up-peak capacity of the coal-fired power unit called at time t.
煤电机组的下调峰成本CM1down是由于压低出力带来的单位煤耗增加成本,用下式表示:The peak reduction cost C M1down of coal-fired power units is the increased cost of unit coal consumption caused by the reduction of output, which is expressed by the following formula:
式中,表示机组在初始时刻出力的单位煤耗;表示机组在时出力的单位煤耗,表示当前煤电机组出力,表示t时刻调用的煤电机组下调峰容量。In the formula, Indicates the unit coal consumption of the unit output at the initial moment; Indicates that the unit is The unit coal consumption of the time output, Indicates the current output of coal-fired power units, Indicates the peak-down capacity of coal-fired power units called at time t.
二、将燃气机组作为调峰手段M2,燃气机组可用上调峰能力Nup具体为下式:2. Taking the gas generating unit as the peak shaving means M 2 , the available peak shaving capability N up of the gas generating unit is as follows:
式中,代表煤电机组最大可用出力,代表煤电机组当前出力。In the formula, Represents the maximum available output of the coal-fired power unit, Represents the current output of the coal-fired power unit.
煤电机组可用下调峰能力Ndown具体为下式:The available peak reduction capacity N down of coal-fired power units is specifically as follows:
根据实际调度需求,燃气机组考虑LNG(Liquefied Nature Gas,液化天然气)和普通燃气的不同调峰能力,LNG主要设置为启停调峰形式,普通燃气设置为连续调节。According to the actual scheduling requirements, the gas generating units consider the different peak shaving capabilities of LNG (Liquefied Nature Gas, liquefied natural gas) and ordinary gas.
燃气机组的上调峰成本为燃料消耗成本,下调峰成本为0。The up-peak cost of gas-fired units is the fuel consumption cost, and the down-peak cost is 0.
三、将常规水电机组作为调峰手段M3,分为径流式水电与可调节水电,其中径流式水电不参与调峰,可调节水电枯水期参与调峰,其调用调峰容量DM3,t需满足水库水位约束,具体如下:3. The conventional hydropower unit is used as the peak shaving means M 3 , which can be divided into run-flow hydropower and adjustable hydropower. Among them, the run-flow hydropower does not participate in the peak shaving, and the adjustable hydropower participates in the peak shaving during the dry season. The peak shaving capacity D M3,t needs to be called. Satisfy the reservoir water level constraints, as follows:
式中,Wto表示水库的初始水位,Wmin表示水库最低水位,Wmax表示水库最高水位,η为发电水量转换系数。In the formula, Wto represents the initial water level of the reservoir, Wmin represents the lowest water level of the reservoir, Wmax represents the highest water level of the reservoir, and η is the conversion coefficient of power generation water.
常规可调节水电上调峰成本为0,下调峰出现弃水时下调峰成本具体如下式:The conventional adjustable hydropower peaking cost is 0, and the peaking cost is as follows:
式中,表示单位弃水成本,Pcur表示弃水量。In the formula, Indicates the unit cost of discarded water, and P cur represents the amount of discarded water.
四、将抽水蓄能机组作为调峰手段M4,与常规水电类似,需要满足上、下水库水位约束,具体如下:4. The pumped storage unit is used as the peak shaving means M 4 , which is similar to conventional hydropower, and needs to meet the water level constraints of the upper and lower reservoirs, as follows:
式中,Wto表示水库的初始水位,Wmin表示水库最低水位,Wmax表示水库最高水位,DM4,t为调用抽蓄机组参与的调峰容量。In the formula, W to represents the initial water level of the reservoir, W min represents the lowest water level of the reservoir, W max represents the highest water level of the reservoir, and D M4,t is the peak regulation capacity that the pumped storage unit is called to participate in.
抽水蓄能机组拥有抽水和发电两种工况,可调节范围从抽水满发状态至发电满发状态,抽水蓄能机组调峰成本具体为抽发损耗成本,主要在抽水工况体现,因此上调峰成本为0,下调峰成本CM4具体如下式:The pumped storage unit has two working conditions of pumping and power generation, and the adjustable range is from the full pumping state to the full power generation state. The peak shaving cost is 0, and the peak shaving cost C M4 is as follows:
CM4=(1-α)βDM4,t C M4 = (1-α)βD M4,t
式中,α为抽蓄机组抽发转换效率,β为煤电机组额定单位煤耗。In the formula, α is the extraction conversion efficiency of the pumped-storage unit, and β is the rated unit coal consumption of the coal-fired power unit.
五、将核电机组作为调峰手段M5,核电机组上调峰成本为消耗燃料成本,下调峰代表核电降低出力,下调峰成本为0,但核电机组调峰考虑需提前较长时间进行准备;上调峰成本具体公式如下:5. The nuclear power unit is used as a peak shaving method M 5 , the cost of peak shaving of nuclear power units is the cost of fuel consumption, and the cost of peak shaving represents the reduction of nuclear power output, and the cost of peak shaving is 0, but the consideration of peak shaving of nuclear power units needs to be prepared for a long time in advance; The specific formula for the peak adjustment cost is as follows:
式中,ω表示核电单位燃料成本,DM5,t表示核电上调峰容量。In the formula, ω represents the unit fuel cost of nuclear power, and D M5,t represents the peak capacity of nuclear power.
六、将弃风弃光作为调峰手段M6,在调峰无法满足时,弃风、弃光按等比例降出力运行,且调峰成本具体如下式:6. Abandoning wind and light as the peak shaving means M 6 , when the peak shaving cannot be satisfied, the output of the abandoned wind and light shall be reduced in equal proportions, and the specific peak shaving cost is as follows:
式中,为调用的弃风弃光调峰电量,λ为弃风弃光单位成本。In the formula, It is the peak shaving power of wind and light curtailment called, and λ is the unit cost of curtailing wind and light.
七、将需求侧响应作为调峰手段M7,且调用需求侧响应资源成本具体如下式:7. The demand-side response is used as the peak regulation method M 7 , and the resource cost of calling the demand-side response is as follows:
式中,为调度需求侧响应资源参与的调峰容量,μ为需求侧响应单位调用成本。In the formula, is the peak-shaving capacity of the scheduling demand-side response resource participation, and μ is the unit call cost of the demand-side response.
八、将联络线出力作为调峰手段M8,与区外联络线设置为本级可调度线路和上级调度线路两种,上级调度线路设置为不可调度或低优先级调用,考虑联络线负荷支援的后续“还电量”效果,即在某一时刻通过调节联络线计划出力后,需在之后合适时刻将与计划偏差电量返还。8. Take the output of the tie line as the peak regulation method M 8 , and set the tie line outside the district as the first-level dispatchable line and the upper-level dispatch line. The upper-level dispatch line is set as unschedulable or low-priority call, and the load support of the tie line is considered. The follow-up "return power" effect, that is, after adjusting the tie line at a certain time to plan the output, it is necessary to return the power that deviates from the plan at a suitable time later.
上述各类调峰资源Mi需考虑安全稳定及经济性约束条件外,还需满足系统调峰平衡约束条件,以保证系统电力供需平衡,系统调峰平衡约束条件具体如下式:The above-mentioned various types of peak shaving resources Mi need to consider safety, stability and economic constraints, and also need to meet the system peak shaving balance constraints to ensure the balance of power supply and demand in the system. The system peak shaving balance constraints are as follows:
其中,为各类调峰资源调用容量,为风、光可再生能源发电预测出力偏差,At为调峰需求。in, Call capacity for various peaking resources, is the predicted output deviation of wind and solar renewable energy power generation, and A t is the demand for peak regulation.
混合整数优化模型含有决策变量、约束条件与目标函数三个部分,其中决策变量为各类调峰资源Mi在特点时段提供的调峰容量;约束条件为上述系统调峰平衡约束条件与安全稳定及经济性约束条件。目标函数为系统调峰总成本,且目标函数包括上调峰时目标函数与下调峰时目标函数,上调峰时目标函数为煤电调峰燃料消耗成本、燃气发电燃料消耗成本、核电燃料消耗成本与需求侧响应成本之和,具体如下式:The mixed integer optimization model consists of three parts: decision variables, constraints and objective functions. The decision variables are the peak shaving capacity provided by various peak shaving resources Mi in characteristic time periods; the constraints are the above-mentioned system peak shaving balance constraints and safety Stability and economic constraints. The objective function is the total cost of system peak shaving, and the objective function includes the objective function when peaking is increased and the objective function is when peaking is reduced. The sum of cost and demand-side response cost is as follows:
下调峰时目标函数为煤电降出力单位煤耗增加成本、常规电机组弃水时调峰成本、抽蓄抽发损耗成本、弃风弃光成本与需求侧响应成本之和,其它类型下调峰资源成本为0,用下式表示:The objective function during peak reduction is the increase in coal consumption per unit of coal power output reduction, the peak regulation cost when conventional power units abandon water, the cost of pumping and storage losses, the sum of the cost of curtailing wind and light, and the cost of demand-side response, and other types of peaking resources. The cost is 0, expressed by the following formula:
S4、将调用各类调峰资源Mi的调峰成本CMi与调峰容量按从小到大排序输出,获得特定时段内优化的调峰资源调用顺序,其中调用成本最小的即为最优的调峰资源。S4. Sort and output the peak shaving cost C Mi and peak shaving capacity of calling various types of peak shaving resources Mi in ascending order, and obtain the optimal calling sequence of peak shaving resources within a specific period of time. The one with the smallest calling cost is the optimal one. Peak shaving resources.
下面说明本实施例的具体实施步骤,如图2所示,包括以下步骤:The specific implementation steps of this embodiment are described below, as shown in Figure 2, including the following steps:
S11、确定特定区域电力调度机构在特定时段调峰需求At。S11. Determine the peak shaving demand A t of the power dispatching agency in a specific area in a specific time period.
S12、获取风电机组的时序理论出力PW、太阳能发电机组的时序预测出力PS,常规电源机组的运行特性和时序负荷需求PL。S12. Obtain the time series theoretical output P W of the wind turbine generator set, the time series predicted output power PS of the solar generator set, and the operation characteristics of the conventional power generator set and the time series load demand PL .
S13、确定系统内可用调峰资源Mi。S13. Determine available peak shaving resources Mi in the system.
S14、确定各调峰资源Mi运行特性,根据调度需求确定各调峰资源Mi可调度量范围以及构建对应的成本模型。S14. Determine the operation characteristics of each peaking resource M i , determine the adjustable measurement range of each peaking resource M i according to the scheduling requirement, and construct a corresponding cost model.
S15、确定各调峰资源Mi调用时需满足的安全稳定及经济性约束条件。S15. Determine the security, stability and economic constraints that need to be met when each peak shaving resource Mi is called.
S16、确定各类调峰资源Mi的调峰成本CMi,分别确定上调峰时与下调峰时目标函数。S16: Determine the peak shaving costs C Mi of various types of peak shaving resources Mi , and determine the objective functions of the peak-up and peak-down periods respectively.
S17、构建混合整数优化模型。S17. Build a mixed integer optimization model.
S18、求解模型,按从小到大排序输出调用各类调峰资源Mi的调峰成本CMi与调峰容量。S18. Solve the model, and output the peak shaving cost C Mi and peak shaving capacity of various types of peak shaving resources Mi in descending order.
S19、结束S19. End
本发明提供的方法实施简单清晰,建立每种调峰手段技术经济模型和成本模型,进而构建以经济性为目标的混合整数优化模型,通过求解模型得到成本效益最佳的调峰资源调用量和调用顺序,对电力系统适应可再生能源高效消纳,提高电网调峰能力具有较好的实际指导意义和应用价值。The method provided by the invention is simple and clear to implement, establishes a technical and economic model and a cost model for each peak regulation means, and then builds a mixed integer optimization model aiming at economy, and obtains the best cost-effective peak regulation resource call amount and The calling sequence has good practical guiding significance and application value for the power system to adapt to the efficient consumption of renewable energy and to improve the peak regulation capacity of the power grid.
本发明不局限于上述最佳实施方式,任何人应该得知在本发明的启示下作出的结构变化,凡是与本发明具有相同或相近的技术方案,均落入本发明的保护范围之内。The present invention is not limited to the above-mentioned best embodiment, and anyone should know that structural changes made under the inspiration of the present invention, and all technical solutions that are the same or similar to the present invention, fall within the protection scope of the present invention.
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