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82 results about "Online decision making" patented technology

Method for optimal maintenance decision-making of hydraulic equipment with risk control

The invention belongs to the field of maintenance decision-making of hydraulic equipment, and relates to a method for the optimal maintenance decision-making of hydraulic equipment with risk control. The method mainly comprises three steps: 1) judging whether a system is in a status of defect by using a variable-weight association rule algorithm, if so, calculating the probability values of occurrences of latent faults of the system; 2) calculating the comprehensive evaluation value for the consequence of each latent fault by using a BP neural network; and 3) multiplying the probability values obtained in step 1 by the comprehensive evaluation values obtained in step 2 so as to obtain the VaRs (values-at-risk) of the latent faults, judging whether the VaRs are more than a specified threshold, if so, ranking the VaRs in descending order so as to determine the maintenance sequence; otherwise, returning to the step of monitoring. The method can judge whether a device is in a status of defect, judge the type of the latent fault and calculate the probability values of occurrences of latent faults only through a calculation; and compared with traditional risk maintenance methods, the method of the invention improves the accuracy of fault diagnosis, speeds up the diagnosis speed, and provides a better reference for online decision-making.
Owner:天津开发区精诺瀚海数据科技有限公司

Method for comprehensive online prevention and control decision making taking constrains of multiple types of safety and stability into consideration

he invention discloses a method for comprehensive online prevention and control decision making, and the method meets the requirements for the constrains of the multiple types of safety and stability,and belongs to the prevention and control technical field of safety and stability in electric power systems. The method, directed to the features of large power grids, such as intertwining of multiple types of safety and stability problems and insufficient time for online decision making, proposes control performance indexes of adjustment measurements of electric generators, loads and capacitivereactance devices for a total of 11 types of safety and stability, such as transient safety and stability, dynamic safety and stability and static safety and stability, and independently lining up andselecting different types of measurements based on a comprehensive performance index of safety and stability, and enumerating and combining measurements selected by type, and applying a cluster computing platform to implement a quantitative estimation of the safety and stability of the measurements enumerated and combined; defining the calculation of the comprehensive decision-making of the transient safety and stability and the dynamic safety and stability as a phase, defining the calculation of the decision-making of the static safety and stability as an independent phase, optimizing the solution of the transient safety and stability and dynamic safety and stability problems, and adopting a cyclical iteration calculation scheme. The method can implement a method for fast and optimized online prevention and control decision making taking the constrains of multiple types of safety and stability into consideration.
Owner:NARI TECH CO LTD +4

Intelligent signal processing system of power grid equipment

The invention discloses an intelligent signal processing system of power grid equipment. A data layer is provided with a database module and a real-time information receiving module, an application layer is provided with an auxiliary decision making module, an abnormal signal association analysis and diagnosis module and a fault signal analysis and diagnosis module, and a user layer is provided with a human-machine interaction module and an online decision making module. The system comprises a real-time state and a research state, both of which can realize the association analysis and diagnosis of an equipment abnormal signal before the occurrence of an accident, a fault signal diagnosis function when the accident occurs, and timely assistance to the decision of the regulation and control personnel; and meanwhile, a historical signal analysis and diagnosis result can be inquired so as to provide historical data to the case analysis and training of the regulation and control personnel. The system has expandability and can be embedded with an SCADA / EMS system; and meanwhile, the system reserves partial interfaces to facilitate the compatibility with other systems. The intelligent signal processing system of the power grid equipment ensures the universality and independence of the system function.
Owner:STATE GRID JIANGSU ELECTRIC POWER CO LTD TAIZHOU POWER SUPPLY BRANCH +1

Online emergency control decision-making method considering transient state and static state security and stability constraint

The invention discloses an online emergency control decision-making method considering transient state and static state security and stability constraint, and belongs to the security and stability emergency control technical field of the electric power system. For overcoming the problems that multiple kinds of problems exiting in the security and stability of the large power grid are mingled, and the online decision-making time is short, different types of control measures are chosen specific to different kinds of problems exiting in security and stability; the control measures of each type are screened based on the control performance indexes separately; the screened measures of different controllable equipment are enumerated and combined; the enumerated and combined measures are screened through the power sensitivity based overload security verification and power frequency characteristic based transient state frequency security verification; and finally, the screened enumerated and combined measures are subjected to transient state and static state security and stability quantitative evaluation by adopting a cluster computing mode. The calculation strategies are classified and sequenced specific to the problems exiting in security and stability, so that the rapid and optimized decision making of the online emergency control considering the transient state and static state security and stability constraint is realized.
Owner:NARI TECH CO LTD +4

Comprehensive optimization method for power grid in high-permeability region of distributed power supply

The invention discloses a comprehensive optimization method for a power grid in a high-permeability region of a distributed power supply, and the method comprises the following steps: S1, building a mathematic model for the comprehensive optimization of a power transmission network according to the operation safety constraint of a system through taking the minimization of power generation cost asa target; S2, modeling a decision process of comprehensive optimization of the power transmission network by using a Markov process, and defining a corresponding state space, an action space and a reward function; S3, employing a neural network fitting value function, employing parameter freezing, experience playback and progressive greedy methods for training, and initializing neural network parameters and control parameters; S4, performing simulation training locally to obtain a trained evaluation value network; S5, performing online operation control by using the trained evaluation value network. Through an efficient deep reinforcement learning algorithm, the optimal control strategy is learned in interaction with the simulation model, the online decision time is shortened, and a powergrid comprehensive optimization scheme is quickly obtained.
Owner:ZHONGSHAN POWER SUPPLY BUREAU OF GUANGDONG POWER GRID

Distributed power supply optimization scheduling method, system and device and storage medium

The invention belongs to the field of distributed power supply optimal scheduling, and discloses a distributed power supply optimal scheduling method, system and device and a storage medium, and the method comprises the steps: obtaining renewable energy power generation prediction, load prediction and state information of each device in a region collected by an intelligent agent in each region; based on the renewable energy power generation prediction, the load prediction and the state information of each device, utilizing a pre-trained distributed power supply optimization scheduling model to carry out optimization scheduling decision, and obtaining the optimal output of the controllable device; and issuing a scheduling instruction to the controllable equipment in the region based on the optimal output of the controllable equipment. The method can adapt to the uncertainty of the output and load of the distributed power supply, does not depend on the accurate prediction of the source load, gives an optimal scheduling result in real time according to the random change of the source load, and greatly improves the online decision-making speed compared with a centralized optimization method.
Owner:CHINA ELECTRIC POWER RES INST +2

A Comprehensive Decision-Making Method for Online Preventive Control Considering Multiple Types of Security and Stability Constraints

The invention discloses an online preventive control decision-making method that satisfies multi-type security and stability constraint requirements, and belongs to the technical field of power system security and stability preventive control. Aiming at the characteristics of multiple types of security and stability problems intertwined in large power grids and short online decision-making time, the present invention proposes 11 types of security and stability control performance indicators for transient, dynamic and static security and stability by generator, load and capacitive reactor adjustment measures, based on The security and stability comprehensive performance index queues and screens different types of measures respectively, enumerates and combines the screened measures by type, applies the cluster computing platform, and realizes the quantitative evaluation of the security and stability of the enumerated and combined measures; the transient, dynamic security and stability The comprehensive decision-making calculation is taken as a stage, and the static safety decision-making calculation is taken as a separate stage. The transient and dynamic safety and stability problems are prioritized. The calculation strategy of loop iteration can realize the fast and efficient online preventive control considering multiple safety and stability constraints. Optimize decisions.
Owner:NARI TECH CO LTD +4

Online decision-making method and device for inhibiting new energy linkage off-grid based on off-grid time sequence

The invention discloses an online decision-making method and an online decision-making device for inhibiting new energy linkage off-grid based on an off-grid time sequence. The method is characterizedby, for an anticipated fault set of which the new energy linkage off-grid amount does not meet the requirement, identifying a key new energy unit of linkage off-grid according to the new energy off-grid time sequence characteristics; calculating control performance indexes of new energy unit, capacitive reactance device, direct current and the conventional unit measures for inhibiting the new energy off-grid according to the off-grid reasons of the key new energy unit; screening out effective control measures, carrying out sorting according to measure priorities and the control performance indexes, and carrying out enumerating and combining to generate a decision scheme; and solving an auxiliary decision scheme which is minimum in control cost and meets the requirements of safety, stability and new energy off-grid margin through cluster parallel check. On the premise of ensuring safe and stable operation of the power grid, decision support is provided for improving the grid-connectedreliability and the absorptive capacity of new energy.
Owner:NARI TECH CO LTD +2

Power system separation decision space screening method

A power system splitting decision space screening method belongs to the technical field of power safety. The existing power system splitting decision-making methods are limited by the scale of the power grid, or the number of regions of the simplified power grid, and cannot be applied to large-scale power grid online applications. On the premise of not losing the solution feasible solution, the present invention utilizes the physical characteristic that the spatial distribution of the solution feasible solution of the power system has regularity, and does not divide the system area and then aggregate it into nodes, but directly screens the original network The subgraph method to reasonably reduce the size of the decision space. The method will make the existing conventional decoupling strategy search methods applicable to large-scale systems that have not been sufficiently simplified, so that the online decision-making of decoupling strategies in large-scale power grids is really possible. The invention does not rely on human experience, and develops the coherent recognition method that only groups a small number of generator nodes into a large-scale topology recognition method including load nodes, which satisfies the topology analysis of large-scale power grids.
Owner:TSINGHUA UNIV
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