CN110659797B - Method and system for evaluating flight conflict resolution control instruction - Google Patents

Method and system for evaluating flight conflict resolution control instruction Download PDF

Info

Publication number
CN110659797B
CN110659797B CN201910734508.7A CN201910734508A CN110659797B CN 110659797 B CN110659797 B CN 110659797B CN 201910734508 A CN201910734508 A CN 201910734508A CN 110659797 B CN110659797 B CN 110659797B
Authority
CN
China
Prior art keywords
conflict
flight
index
itd
flight conflict
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Active
Application number
CN201910734508.7A
Other languages
Chinese (zh)
Other versions
CN110659797A (en
Inventor
查新朗
肖勇
陈平
陈龙
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
709th Research Institute of CSIC
Original Assignee
709th Research Institute of CSIC
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by 709th Research Institute of CSIC filed Critical 709th Research Institute of CSIC
Priority to CN201910734508.7A priority Critical patent/CN110659797B/en
Publication of CN110659797A publication Critical patent/CN110659797A/en
Application granted granted Critical
Publication of CN110659797B publication Critical patent/CN110659797B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0639Performance analysis of employees; Performance analysis of enterprise or organisation operations
    • G06Q10/06393Score-carding, benchmarking or key performance indicator [KPI] analysis
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0635Risk analysis of enterprise or organisation activities
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/40Business processes related to the transportation industry
    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G5/00Traffic control systems for aircraft
    • G08G5/50Navigation or guidance aids
    • G08G5/56Navigation or guidance aids for two or more aircraft

Landscapes

  • Business, Economics & Management (AREA)
  • Human Resources & Organizations (AREA)
  • Engineering & Computer Science (AREA)
  • Strategic Management (AREA)
  • Economics (AREA)
  • General Physics & Mathematics (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Physics & Mathematics (AREA)
  • Educational Administration (AREA)
  • Development Economics (AREA)
  • Theoretical Computer Science (AREA)
  • Marketing (AREA)
  • Tourism & Hospitality (AREA)
  • General Business, Economics & Management (AREA)
  • Game Theory and Decision Science (AREA)
  • Quality & Reliability (AREA)
  • Operations Research (AREA)
  • Aviation & Aerospace Engineering (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Primary Health Care (AREA)
  • Traffic Control Systems (AREA)

Abstract

本发明涉及航空管制技术领域,尤其涉及一种飞行冲突解脱管制指令的评估方法。包括以下步骤:S1,读取管制指令,获取冲突解脱航迹;S2,根据所述冲突解脱航迹,计算飞行冲突指数;S3,在所述飞行冲突指数基础上,以有效性、准确性和时效性三个指标构建飞行冲突评估指标体系。本发明实施例通过计算得到冲突指数基础上,以有效性、准确性和时效性三个指标构建飞行冲突评估指标体系,实现对冲突解脱管制指令的全面、详细评估。

Figure 201910734508

The invention relates to the technical field of aviation control, in particular to a method for evaluating flight conflict release control instructions. The method includes the following steps: S1, read the control instruction, and obtain a conflict resolution track; S2, calculate a flight conflict index according to the conflict resolution track; S3, based on the flight conflict index, determine the validity, accuracy and Three indicators of timeliness are used to construct a flight conflict evaluation index system. The embodiment of the present invention constructs a flight conflict evaluation index system with three indicators of effectiveness, accuracy and timeliness on the basis of the conflict index obtained by calculation, so as to realize a comprehensive and detailed evaluation of the conflict release control instruction.

Figure 201910734508

Description

一种飞行冲突解脱管制指令的评估方法及系统A method and system for evaluating flight conflict release control instructions

技术领域technical field

本发明涉及航空管制技术领域,尤其涉及一种飞行冲突解脱管制指令的评估方法及系统。The invention relates to the technical field of aviation control, in particular to a method and system for evaluating a flight conflict release control instruction.

背景技术Background technique

近几年来,随着空中交通管制流量的加大,飞行冲突也在不断增加,严重威胁飞行安全。飞行冲突评估可以对已经发生的飞行冲突事件进行详细准确的评估和分析,确定冲突发生的类型、评估冲突事件的危险程度、评估管制员管制指令优劣、衡量管制员水平等,实现预防飞行冲突发生和提高飞行安全性飞行。In recent years, with the increase of air traffic control flow, flight conflicts are also increasing, which seriously threatens flight safety. Flight conflict assessment can carry out detailed and accurate assessment and analysis of flight conflict events that have occurred, determine the type of conflict, evaluate the danger of conflict events, evaluate the pros and cons of controller control instructions, measure the level of controllers, etc., so as to prevent flight conflicts. Occurs and improves flight safety flight.

在民用航空系统中,当空管系统预测到飞行冲突后,管制员下发管制指令合理调配飞行器航路、避免飞行冲突,直到飞行计划完成,管制员的管制指令对避免飞行冲突发生能起到非常关键的作用;事后对飞行冲突解脱管制指令展开准确及时的评估,能够详细评价管制员下发管制指令的优劣,对管制员操纵水平的提高有很大帮助;因此,需要对飞行冲突解脱管制指令的评估方法进行深入研究。In the civil aviation system, when the air traffic control system predicts a flight conflict, the controller issues control instructions to reasonably allocate the aircraft route and avoid flight conflicts until the flight plan is completed. The control instructions of the controller can play a very important role in avoiding flight conflicts. The key role; the accurate and timely evaluation of the flight conflict release control order after the event can evaluate the pros and cons of the control order issued by the controller in detail, which is of great help to the improvement of the controller's control level; therefore, it is necessary to decontrol the flight conflict. In-depth study of instruction assessment methods.

现有技术中,对飞行冲突解脱的研究主要集中于飞行冲突的探测和解脱算法的研究,计算飞行冲突的发生可能性情况,以概率描述飞行冲突风险,提出遗传算法、蚁群算法等智能算法解决冲突解脱问题,飞行冲突解脱算法的研究成果丰富;在飞行冲突评估方面,主要是建立飞行安全评估模型,定量分析飞行冲突的风险情况;然而对于冲突解脱管制指令的评估方面研究较少,飞行冲突解脱评估指标体系尚不完善,不能对冲突解脱管制指令的全面、详细评估,从而实现对冲突解脱的效果进行评价。In the prior art, the research on flight conflict resolution mainly focuses on the research of flight conflict detection and resolution algorithm, calculates the possibility of flight conflict, describes flight conflict risk with probability, and proposes intelligent algorithms such as genetic algorithm and ant colony algorithm. To solve the problem of conflict resolution, the research results of flight conflict resolution algorithm are rich; in flight conflict assessment, the main purpose is to establish a flight safety assessment model to quantitatively analyze the risk of flight conflict; Conflict resolution evaluation index system is not yet perfect, and it cannot comprehensively and detailedly evaluate conflict resolution control instructions, so as to evaluate the effect of conflict resolution.

发明内容SUMMARY OF THE INVENTION

为克服现有技术存在的缺陷,发明实施例提供一种飞行冲突解脱管制指令的评估方法及系统,提出从冲突解脱的有效性、准确性和时效性三个方面构建评估指标体系,实现对冲突解脱管制指令的全面、详细评估。In order to overcome the defects of the prior art, the embodiment of the invention provides an evaluation method and system for flight conflict release control instructions, and proposes to construct an evaluation index system from the three aspects of the effectiveness, accuracy and timeliness of conflict release, so as to realize the conflict resolution. A comprehensive and detailed assessment of the deregulation order.

一方面,本发明实施例提供一种飞行冲突解脱管制指令的评估方法,包括以下步骤:On the one hand, an embodiment of the present invention provides a method for evaluating a flight conflict release control instruction, comprising the following steps:

S1,读取管制指令,获取冲突解脱航迹;S1, read the control instruction, and obtain the conflict relief track;

S2,计算飞行冲突指数;具体包括冲突解脱航迹飞行冲突指数和计划航迹飞行冲突指数;S2, calculate the flight conflict index; specifically including the conflict resolution track flight conflict index and the planned track flight conflict index;

S3,在所述飞行冲突指数基础上,以有效性、准确性和时效性三个指标构建飞行冲突评估指标体系。S3, on the basis of the flight conflict index, construct a flight conflict evaluation index system with three indicators of effectiveness, accuracy and timeliness.

其中,所述步骤S2中,所述飞行冲突指数由水平间隔、垂直间隔、接近率、航迹夹角四项子指标构成,对所述四项指标进行求和得到飞行冲突指数。Wherein, in the step S2, the flight conflict index is composed of four sub-indices of horizontal interval, vertical interval, approach rate, and track angle, and the four indicators are summed to obtain the flight conflict index.

其中,所述步骤S3中,所述有效性指标,定义冲突指数下降比CID,计算公式为:Wherein, in the step S3, the validity index defines the conflict index reduction ratio CID, and the calculation formula is:

Figure BDA0002161711600000021
Figure BDA0002161711600000021

其中,计划航迹最大冲突指数为CImax,冲突解脱航迹最大冲突指数为CI′max,当0<CID<1时,表明解脱有效性越好,当CID≥1时,表明飞行冲突解脱失败;Among them, the maximum conflict index of the planned track is CI max , and the maximum conflict index of the conflict resolution track is CI′ max . When 0<CID<1, it indicates that the effectiveness of the relief is better, and when CID≥1, it indicates that the flight conflict relief failed. ;

所述准确性,定义目标航迹偏离比为TDD,计算公式为:For the accuracy, the target track deviation ratio is defined as TDD, and the calculation formula is:

Figure BDA0002161711600000022
Figure BDA0002161711600000022

其中,计划航长度为ITL,冲突解脱航迹长度为PTL,所述目标航迹偏离比TDD大于0,越接近0表示解脱准确性更好;Among them, the planned flight length is ITL, the conflict resolution track length is PTL, the target track deviation ratio TDD is greater than 0, and the closer to 0, the better the resolution accuracy;

所述时效性,定义指令时间延迟比ITD,计算公式为:The timeliness defines the instruction time delay ratio ITD, and the calculation formula is:

Figure BDA0002161711600000031
Figure BDA0002161711600000031

其中,冲突发生时刻为FCT,当前时刻为PT,管制指令下发的时刻为CIT,0<ITD<1,所述指令时间延迟比ITD越接近0,表明解脱时效性越好,ITD等于1表示飞行冲突解脱失败。Among them, the time when the conflict occurs is FCT, the current time is PT, the time when the control command is issued is CIT, 0<ITD<1, the closer the command time delay ratio ITD is to 0, the better the release timeliness, and ITD equal to 1 means Flight conflict resolution failed.

其中,所述步骤S3还包括根据所述飞行冲突评估指标计算方法得到不同管制指令下的评估指标结果进行对比分析,具体包括以下步骤:Wherein, the step S3 also includes obtaining the evaluation index results under different control orders according to the calculation method of the flight conflict evaluation index and performing a comparative analysis, which specifically includes the following steps:

S31,对所述飞行冲突评估指标体系的三个指标引入权重因子,分别计算所述三个指标的子指标分数;S31, introducing a weighting factor to the three indexes of the flight conflict evaluation index system, and calculating the sub-index scores of the three indexes respectively;

S32,利用三个所述子指标分数求和计算出评估指标总分值P,计算公式:S32, calculate the total score value P of the evaluation index by using the sum of the three sub-index scores, and the calculation formula is as follows:

Figure BDA0002161711600000032
Figure BDA0002161711600000032

其中,PCID、PTDD、PITD分别对应有效性、准确性和时效性三个子指标分数;Among them, PCID, PTDD and PITD correspond to the three sub-indicator scores of validity, accuracy and timeliness respectively;

S33,根据所述飞行冲突评估指标计算方法得到不同管制指令下的评估指标结果展示表。S33, according to the flight conflict evaluation index calculation method, obtain the evaluation index result display table under different control instructions.

其中,所述步骤S31、S32中所述子指标分数PCID、PTDD、PITD的计算公式分别为:Wherein, the calculation formulas of the sub-indicator scores PCID, PTDD and PITD in the steps S31 and S32 are respectively:

PCID=W1×CIDP CID = W 1 ×CID

PTDD=W2×TDDP TDD =W 2 ×TDD

PITD=W3×ITDP ITD = W 3 ×ITD

式中,Wi为权重因子,分别代表有效性、准确性和时效性指标所占比例,其中,i=1,2,3;所述权重因子满足:In the formula, Wi is a weight factor, which represents the proportion of validity, accuracy and timeliness indicators respectively, where i=1, 2, 3; the weight factor satisfies:

Figure BDA0002161711600000033
Figure BDA0002161711600000033

另一方面,本发明实施例提供一种飞行冲突解脱管制指令的评估系统,包括:On the other hand, an embodiment of the present invention provides an evaluation system for flight conflict release control instructions, including:

数据处理模块:读取管制指令,获取冲突解脱航迹;计算飞行冲突指数;具体包括冲突解脱航迹飞行冲突指数和计划航迹飞行冲突指数;Data processing module: read control instructions, obtain conflict resolution track; calculate flight conflict index; specifically include conflict resolution track flight conflict index and planned track flight conflict index;

数据分析模块:在所述飞行冲突指数基础上,以有效性、准确性和时效性三个指标构建飞行冲突评估指标体系。Data analysis module: On the basis of the flight conflict index, a flight conflict evaluation index system is constructed with three indicators of effectiveness, accuracy and timeliness.

其中,所述数据处理模块中,所述飞行冲突指数由水平间隔、垂直间隔、接近率、航迹夹角四项子指标构成,对所述四项指标进行求和得到飞行冲突指数。Wherein, in the data processing module, the flight conflict index is composed of four sub-indices of horizontal interval, vertical interval, approach rate, and track angle, and the four indicators are summed to obtain the flight conflict index.

其中,所述数据分析模块中,所述有效性指标,定义冲突指数下降比CID,计算公式为:Wherein, in the data analysis module, the validity index defines the conflict index decrease ratio CID, and the calculation formula is:

Figure BDA0002161711600000041
Figure BDA0002161711600000041

其中,计划航迹最大冲突指数为CImax,冲突解脱航迹最大冲突指数为CI′max,当0<CID<1时,表明解脱有效性越好,当CID≥1时,表明飞行冲突解脱失败;Among them, the maximum conflict index of the planned track is CI max , and the maximum conflict index of the conflict resolution track is CI′ max . When 0<CID<1, it indicates that the effectiveness of the relief is better, and when CID≥1, it indicates that the flight conflict relief failed. ;

所述准确性,定义目标航迹偏离比为TDD,计算公式为:For the accuracy, the target track deviation ratio is defined as TDD, and the calculation formula is:

Figure BDA0002161711600000042
Figure BDA0002161711600000042

其中,计划航长度为ITL,冲突解脱航迹长度为PTL,所述目标航迹偏离比TDD大于0,越接近0表示解脱准确性更好;Among them, the planned flight length is ITL, the conflict resolution track length is PTL, the target track deviation ratio TDD is greater than 0, and the closer to 0, the better the resolution accuracy;

所述时效性,定义指令时间延迟比ITD,计算公式为:The timeliness defines the instruction time delay ratio ITD, and the calculation formula is:

Figure BDA0002161711600000043
Figure BDA0002161711600000043

其中,冲突发生时刻为FCT,当前时刻为PT,管制指令下发的时刻为CIT,0<ITD<1,所述指令时间延迟比ITD越接近0,表明解脱时效性越好,ITD等于1表示飞行冲突解脱失败。Among them, the time when the conflict occurs is FCT, the current time is PT, the time when the control command is issued is CIT, 0<ITD<1, the closer the command time delay ratio ITD is to 0, the better the release timeliness, and ITD equal to 1 means Flight conflict resolution failed.

其中,所述数据分析模块还包括根据所述飞行冲突评估指标计算方法得到不同管制指令下的评估指标结果进行对比分析,具体包括:对所述飞行冲突评估指标体系的三个指标引入权重因子,分别计算所述三个指标的子指标分数;利用三个所述子指标分数求和计算出评估指标总分值P,计算公式:Wherein, the data analysis module further includes comparing and analyzing the evaluation index results obtained under different control orders according to the calculation method of the flight conflict evaluation index, which specifically includes: introducing a weight factor to the three indexes of the flight conflict evaluation index system, Calculate the sub-indicator scores of the three indicators respectively; use the sum of the three sub-indicator scores to calculate the total score P of the evaluation indicators, and the calculation formula is as follows:

Figure BDA0002161711600000051
Figure BDA0002161711600000051

其中,PCID、PTDD、PITD分别对应有效性、准确性和时效性三个子指标分数;根据所述飞行冲突评估指标计算方法得到不同管制指令下的评估指标结果展示表。Among them, PCID, PTDD, and PITD correspond to the three sub-indicator scores of effectiveness, accuracy and timeliness respectively; according to the calculation method of the flight conflict evaluation index, the evaluation index result display table under different control orders is obtained.

其中,所述子指标分数PCID、PTDD、PITD的计算公式分别为:Wherein, the calculation formulas of the sub-indicator scores PCID, PTDD, and PITD are respectively:

PCID=W1×CIDP CID = W 1 ×CID

PTDD=W2×TDDP TDD =W 2 ×TDD

PITD=W3×ITDP ITD = W 3 ×ITD

式中,Wi为权重因子,分别代表有效性、准确性和时效性指标所占比例,其中,i=1,2,3;所述权重因子满足:In the formula, Wi is a weight factor, which represents the proportion of validity, accuracy and timeliness indicators respectively, where i=1, 2, 3; the weight factor satisfies:

Figure BDA0002161711600000052
Figure BDA0002161711600000052

本发明实施例提供一种飞行冲突解脱管制指令的评估方法及系统,通过计算得到飞行冲突指数基础上,以有效性、准确性和时效性三个指标构建飞行冲突评估指标体系,实现对冲突解脱管制指令的全面、详细评估;根据飞行冲突评估指标计算方法得到不同管制指令下的评估指标结果进行对比分析,对冲突解脱的效果进行评价,实现定量分析飞行冲突解脱事件中较好的管制指令方案。The embodiments of the present invention provide a method and system for evaluating a flight conflict release control instruction. Based on the flight conflict index obtained by calculation, a flight conflict evaluation index system is constructed with three indicators of validity, accuracy and timeliness, so as to realize the conflict relief. Comprehensive and detailed evaluation of control orders; according to the calculation method of flight conflict evaluation index, the evaluation index results under different control orders are obtained for comparative analysis, and the effect of conflict relief is evaluated to achieve quantitative analysis of flight conflict relief events. A better control order scheme .

附图说明Description of drawings

为了更清楚地说明本发明的技术方案,下面将对本发明技术描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本发明的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动性的前提下,还可以根据这些附图获得其他的附图。In order to illustrate the technical solutions of the present invention more clearly, the following briefly introduces the accompanying drawings used in the technical description of the present invention. Obviously, the accompanying drawings in the following description are only some embodiments of the present invention, which are of great significance to the art For those of ordinary skill, other drawings can also be obtained from these drawings without creative labor.

图1为本发明实施例一种飞行冲突解脱管制指令的评估方法流程示意图;1 is a schematic flowchart of a method for evaluating a flight conflict release control instruction according to an embodiment of the present invention;

图2为本发明实施例一种飞行冲突解脱管制指令的评估方法子流程示意图;2 is a schematic sub-flow diagram of a method for evaluating a flight conflict release control instruction according to an embodiment of the present invention;

图3为本发明实施例一种飞行冲突解脱管制指令的评估系统结构示意图;3 is a schematic structural diagram of a system for evaluating a flight conflict release control instruction according to an embodiment of the present invention;

附图标记:Reference number:

数据处理模块-1 数据分析模块-2Data Processing Module-1 Data Analysis Module-2

具体实施方式Detailed ways

为使本发明实施例的目的、技术方案和优点更加清楚,下面将结合本发明实施例中的附图,对本发明实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有作出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。In order to make the purposes, technical solutions and advantages of the embodiments of the present invention clearer, the technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments These are some embodiments of the present invention, but not all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art without creative efforts shall fall within the protection scope of the present invention.

图1为本发明实施例一种飞行冲突解脱管制指令的评估方法流程示意图;如图1所示,包括以下步骤:1 is a schematic flowchart of a method for evaluating a flight conflict release control instruction according to an embodiment of the present invention; as shown in FIG. 1 , the method includes the following steps:

S1,读取管制指令,获取冲突解脱航迹;S1, read the control instruction, and obtain the conflict relief track;

S2,计算飞行冲突指数;具体包括冲突解脱航迹飞行冲突指数和计划航迹飞行冲突指数;S2, calculate the flight conflict index; specifically including the conflict resolution track flight conflict index and the planned track flight conflict index;

S3,在所述飞行冲突指数基础上,以有效性、准确性和时效性三个指标构建飞行冲突评估指标体系。S3, on the basis of the flight conflict index, construct a flight conflict evaluation index system with three indicators of effectiveness, accuracy and timeliness.

具体地,在飞行冲突解脱后,读取管制指令获取冲突解脱航迹,分别对计划航迹和冲突解脱航迹计算飞行冲突指数,在飞行冲突指数基础上,以有效性、准确性和时效性三个指标并且结合时间和空间维度,构建飞行冲突评估指标体系,实现对冲突解脱管制指令的全面、详细评估。Specifically, after the flight conflict is resolved, the control instruction is read to obtain the conflict resolution track, and the flight conflict index is calculated for the planned track and the conflict resolution track respectively. The three indicators are combined with the time and space dimensions to build a flight conflict evaluation indicator system to achieve a comprehensive and detailed evaluation of the conflict release control order.

本发明实施例提供一种飞行冲突解脱管制指令的评估方法,通过计算得到飞行冲突指数基础上,以有效性、准确性和时效性三个指标构建飞行冲突评估指标体系,实现对冲突解脱管制指令的全面、详细评估。The embodiment of the present invention provides an evaluation method for a flight conflict release control order. Based on the flight conflict index obtained by calculation, a flight conflict evaluation index system is constructed with three indicators of effectiveness, accuracy and timeliness, so as to realize the conflict release control order. comprehensive and detailed assessment.

进一步地,步骤S2中,飞行冲突指数由水平间隔、垂直间隔、接近率、航迹夹角四项子指标构成,对所述四项子指标进行求和得到飞行冲突指数;具体地,飞行冲突指数参考2015年民用航空器事故征候标准中的飞行冲突危险指数计算方法,计算出上述四个子指标后,参照民用航空器事故征候标准确定飞行冲突的四项子指标,对四项指标进行求和得到飞行冲突指数。Further, in step S2, the flight conflict index is composed of four sub-indices of horizontal interval, vertical interval, approach rate, and track included angle, and the four sub-indicators are summed to obtain the flight conflict index; The index refers to the calculation method of the flight conflict risk index in the 2015 Civil Aircraft Incident Standard. After calculating the above four sub-indices, the four sub-indices of the flight conflict are determined with reference to the Civil Aircraft Incident Standard. conflict index.

进一步地,步骤S3中,有效性指标,定义冲突指数下降比CID,计算公式为:Further, in step S3, the validity index defines the conflict index decrease ratio CID, and the calculation formula is:

Figure BDA0002161711600000071
Figure BDA0002161711600000071

其中,在对计划航迹和冲突解脱航迹计算飞行冲突指数基础上,绘制两条飞行冲突指数趋势;选择计划航迹和冲突解脱航迹的冲突指数趋势峰值点,即航迹中飞行冲突发生的最大可能性;计划航迹最大冲突指数为CImax,冲突解脱航迹最大冲突指数为CI′max,当0<CID<1时,表明飞行冲突发生的可能性下降,越接近0表示改航后冲突发生的可能性越低,解脱有效性越好;当CID≥1时,表明管制指令下发后冲突解脱航迹并没有使得飞行冲突发生可能性降低,飞行冲突解脱失败;Among them, on the basis of calculating the flight conflict index for the planned track and the conflict resolution track, draw two flight conflict index trends; select the conflict index trend peak point of the planned track and the conflict resolution track, that is, the flight conflict occurs in the track. The maximum possibility of the flight conflict; the maximum conflict index of the planned track is CI max , and the maximum conflict index of the conflict resolution track is CI′ max , when 0<CID<1, it indicates that the possibility of flight conflict decreases, and the closer to 0, the diversion The lower the possibility of post-conflict occurrence, the better the effectiveness of the relief; when CID≥1, it indicates that the conflict relief track after the control instruction is issued does not reduce the possibility of flight conflict, and the flight conflict relief fails;

准确性,定义目标航迹偏离比为TDD,计算公式为:Accuracy, define the target track deviation ratio as TDD, and the calculation formula is:

Figure BDA0002161711600000072
Figure BDA0002161711600000072

其中,计划航长度为ITL,冲突解脱航迹长度为PTL,明显可以判断目标航迹偏离比TDD大于0,越接近0表示冲突解脱航迹越接近计划航迹,解脱准确性更好;Among them, the planned flight length is ITL, and the conflict resolution track length is PTL. Obviously, it can be judged that the target track deviation ratio TDD is greater than 0. The closer to 0, the closer the conflict resolution track is to the planned track, and the better the resolution accuracy;

时效性,定义指令时间延迟比ITD,计算公式为:Timeliness, defines the instruction time delay ratio ITD, and the calculation formula is:

Figure BDA0002161711600000073
Figure BDA0002161711600000073

其中,根据计划航迹的飞行冲突指数,以冲突时间段中的起始时间作为冲突发生时刻为FCT,当前时刻为PT,管制指令下发的时刻为CIT,通过简单分析可以判断0<ITD<1,ITD越接近0表明指令时间下发的越迅速,对冲突避免越有利,解脱时效性越好。ITD等于1表示管制指令下发时已经发生飞行冲突,飞行冲突解脱失败。Among them, according to the flight conflict index of the planned track, the starting time in the conflict time period is taken as the conflict occurrence time as the FCT, the current time as the PT, and the time when the control command is issued as the CIT. Through simple analysis, it can be judged that 0<ITD< 1. The closer the ITD is to 0, the faster the command time is issued, the better it is for conflict avoidance, and the better the release timeliness. ITD equal to 1 indicates that a flight conflict has occurred when the control command is issued, and the flight conflict has failed to be resolved.

综合上述三种指标计算方法,可以构建飞行冲突解脱评估指标体系,如表1所示:Combining the above three index calculation methods, a flight conflict resolution evaluation index system can be constructed, as shown in Table 1:

Figure BDA0002161711600000081
Figure BDA0002161711600000081

进一步地,图2为本发明实施例一种飞行冲突解脱管制指令的评估方法子流程示意图;如图2所示,步骤S3还包括根据飞行冲突评估指标计算方法得到不同管制指令下的评估指标结果进行对比分析,具体包括以下步骤:Further, FIG. 2 is a schematic diagram of a sub-flow process of an evaluation method for a flight conflict release control order according to an embodiment of the present invention; as shown in FIG. 2 , step S3 further includes obtaining evaluation index results under different control orders according to a flight conflict evaluation index calculation method. The comparative analysis includes the following steps:

S31,对所述飞行冲突评估指标体系的三个指标引入权重因子,分别计算所述三个指标的子指标分数;S31, introducing a weighting factor to the three indexes of the flight conflict evaluation index system, and calculating the sub-index scores of the three indexes respectively;

S32,利用三个所述子指标分数求和计算出评估指标总分值P,计算公式:S32, calculate the total score value P of the evaluation index by using the sum of the three sub-index scores, and the calculation formula is as follows:

Figure BDA0002161711600000082
Figure BDA0002161711600000082

其中,PCID、PTDD、PITD分别对应有效性、准确性和时效性三个子指标分数;Among them, PCID, PTDD and PITD correspond to the three sub-indicator scores of validity, accuracy and timeliness respectively;

S33,根据所述飞行冲突评估指标计算方法得到不同管制指令下的评估指标结果展示表。S33, according to the flight conflict evaluation index calculation method, obtain the evaluation index result display table under different control instructions.

具体地,为使得飞行冲突评估结果更为直观,需要对其进行量化处理,处理方法为加权求和的方法。对有效性、准确性和时效性三个指标引入权重因子,先计算出三个指标的子指标分数分别为PCID、PTDD、PITD,在求和计算出评估指标总分值P,在飞行冲突评估指标计算方法基础上,将不同管制指令运用上述方法计算,得到不同管制指令下的评估指标结果展示表;例如,读取管制指令A、管制指令B,获取冲突解脱航迹A和冲突解脱航迹B,针对相应的计划航迹,计算得到飞行冲突指数基础上,以有效性、准确性和时效性三个指构建飞行冲突评估指标体系;分别对冲突解脱航迹A和冲突解脱航迹B,计算对应的三个指标子指标分数PCID、PTDD、PITD,再求和计算出相应的评估指标总分值P;最后得到不同管制指令下的评估指标结果展示表2,如下表:Specifically, in order to make the flight conflict assessment result more intuitive, it needs to be quantified, and the processing method is a weighted sum method. Introduce weight factors to the three indicators of effectiveness, accuracy and timeliness, first calculate the sub-indicator scores of the three indicators as PCID, PTDD, PITD, and then calculate the total score P of the evaluation indicators after summing, and then calculate the total score P of the evaluation indicators in the flight conflict assessment. Based on the index calculation method, different control orders are calculated using the above method to obtain the evaluation index result display table under different control orders; for example, read control order A, control order B, and obtain conflict resolution track A and conflict resolution track B. Based on the calculation of the flight conflict index for the corresponding planned track, a flight conflict evaluation index system is constructed with three indicators of validity, accuracy and timeliness; respectively, for conflict resolution track A and conflict resolution track B, Calculate the corresponding three index sub-indicator scores PCID, PTDD, PITD, and then sum up to calculate the total score P of the corresponding evaluation index; finally, the evaluation index results under different control directives are shown in Table 2, as shown in the following table:

评估指标得分Evaluation Indicator Score 管制指令AControl Directive A 管制指令BRegulatory Directive B PCIDPCID PTDDPTDD PITDPITD 总分Ptotal score P

根据不同管制指令下的评估指标结果展示表,可以从有效性、准确性和时效性三方面进行对比,对冲突解脱的效果进行评价,实现定量分析飞行冲解脱事件中较好的管制指令方案。According to the display table of the evaluation index results under different control orders, the effectiveness, accuracy and timeliness can be compared, and the effect of conflict relief can be evaluated to achieve quantitative analysis of the better control order scheme in flight collision relief events.

进一步地,所述步骤S31、S32中所述子指标分数PCID、PTDD、PITD的计算公式分别为:Further, the calculation formulas of the sub-indicator scores PCID, PTDD and PITD described in the steps S31 and S32 are respectively:

PCID=W1×CIDP CID = W 1 ×CID

PTDD=W2×TDDP TDD =W 2 ×TDD

PITD=W3×ITDP ITD = W 3 ×ITD

式中,Wi为权重因子,分别代表有效性、准确性和时效性指标所占比例,其中,i=1,2,3;所述权重因子满足:In the formula, Wi is a weight factor, which represents the proportion of validity, accuracy and timeliness indicators respectively, where i=1, 2, 3; the weight factor satisfies:

Figure BDA0002161711600000091
Figure BDA0002161711600000091

根据飞行冲突发生的时间段、冲突航迹长度等信息,由经验确定当前情况下三种指标中哪一种指标需要着重考虑,进而确定权重。According to the time period of the flight conflict, the length of the conflict track and other information, it is empirically determined which of the three indicators needs to be considered in the current situation, and then the weight is determined.

基于上述实施例,图3为本发明实施例一种飞行冲突解脱管制指令的评估系统结构示意图;如图3所示,包括:Based on the above embodiment, FIG. 3 is a schematic structural diagram of an evaluation system for a flight conflict release control instruction according to an embodiment of the present invention; as shown in FIG. 3 , it includes:

数据处理模块1:读取管制指令,获取冲突解脱航迹;计算飞行冲突指数;具体包括冲突解脱航迹飞行冲突指数和计划航迹飞行冲突指数;Data processing module 1: read the control instruction, obtain the conflict resolution track; calculate the flight conflict index; specifically including the conflict resolution track flight conflict index and the planned track flight conflict index;

数据分析模块2:在所述飞行冲突指数基础上,以有效性、准确性和时效性三个指标构建飞行冲突评估指标体系。Data analysis module 2: On the basis of the flight conflict index, a flight conflict evaluation index system is constructed with three indicators of effectiveness, accuracy and timeliness.

进一步地,数据分析模块还包括根据所述飞行冲突评估指标计算方法得到不同管制指令下的评估指标结果进行对比分析。Further, the data analysis module further includes comparing and analyzing the evaluation index results under different control orders according to the calculation method of the flight conflict evaluation index.

本发明实施例提供一种飞行冲突解脱管制指令的评估系统执行上述方法,通过计算得到飞行冲突指数基础上,以有效性、准确性和时效性三个指标构建飞行冲突评估指标体系,实现对冲突解脱管制指令的全面、详细评估;根据飞行冲突评估指标计算方法得到不同管制指令下的评估指标结果进行对比分析,对冲突解脱的效果进行评价,实现定量分析飞行冲突解脱事件中较好的管制指令方案。The embodiment of the present invention provides an evaluation system for flight conflict release control instructions. The above method is implemented. On the basis of the flight conflict index obtained by calculation, a flight conflict evaluation index system is constructed with three indicators of effectiveness, accuracy and timeliness, so as to realize the conflict evaluation index system. Comprehensive and detailed evaluation of the release control order; according to the calculation method of flight conflict evaluation index, the evaluation index results under different control orders are obtained for comparative analysis, and the effect of conflict release is evaluated to achieve quantitative analysis of flight conflict release events. Better control orders Program.

以上所述,以上实施例仅用以说明本发明的技术方案,而非对其限制,尽管参照前述实施例对本发明进行了详细的说明,本领域的普通技术人员应当理解:其依然可以对前述各实施例所记载的技术方案进行修改,或者对其中部分技术特征进行等同替换;而这些修改或者替换,并不使相应技术方案的本质脱离本发明各实施例技术方案的精神和范围。As mentioned above, the above embodiments are only used to illustrate the technical solutions of the present invention, but not to limit them. Although the present invention has been described in detail with reference to the foregoing embodiments, those of ordinary skill in the art should understand: The technical solutions described in the embodiments are modified, or some technical features thereof are equivalently replaced; and these modifications or replacements do not make the essence of the corresponding technical solutions depart from the spirit and scope of the technical solutions of the embodiments of the present invention.

Claims (8)

1. A flight conflict resolution control instruction evaluation method is characterized by comprising the following steps:
s1, reading the control instruction, and acquiring a conflict resolution flight path;
s2, calculating a flight conflict index; specifically, the method comprises the steps of solving a conflict flight path flight conflict index and a planning flight path flight conflict index;
s3, defining three indexes of a conflict index descent ratio, a target track deviation ratio and an instruction time delay ratio from the three aspects of effectiveness, accuracy and timeliness on the basis of the flight conflict index, and constructing a flight conflict assessment index system;
in step S3, the validity indicator defines a flight conflict index descent ratio CID, and the calculation formula is:
Figure FDA0003607008730000011
wherein the maximum flight conflict index of the planned flight path is CI max And the maximum flight conflict index of the conflict resolution flight path is CI' max When the CID is more than 0 and less than 1, the releasing effectiveness is better, and when the CID is more than or equal to 1, the flight conflict releasing failure is indicated;
the accuracy defines the target track deviation ratio as TDD, and the calculation formula is as follows:
Figure FDA0003607008730000012
the planned flight length is ITL, the length of a conflict resolution flight path is PTL, the deviation ratio of the target flight path to TDD is greater than 0, and the closer to 0, the better resolution accuracy is shown;
the timeliness defines an instruction time delay ratio ITD, and the calculation formula is as follows:
Figure FDA0003607008730000021
the conflict occurrence time is FCT, the current time is PT, the time of issuing the control command is CIT, ITD is more than 0 and less than 1, the closer the command time delay ratio ITD is to 0, the better the resolution timeliness is, and the ITD equal to 1 indicates that the flight conflict resolution fails.
2. The method as claimed in claim 1, wherein in step S2, the flight conflict index is composed of four sub-indexes of horizontal interval, vertical interval, approach rate and track angle, and the four sub-indexes are summed to obtain the flight conflict index.
3. The method as claimed in claim 1, wherein the step S3 further includes performing comparative analysis on evaluation index results obtained by the flight conflict evaluation index calculation method under different control instructions, and specifically includes the following steps:
s31, introducing weight factors into the three indexes of the flight conflict assessment index system, and respectively calculating sub-index scores of the three indexes;
s32, calculating the total score P of the evaluation index by summing the scores of the three sub indexes, and calculating the formula:
Figure FDA0003607008730000022
wherein, P CID 、P TDD 、P ITD Respectively corresponding to three sub-index scores of effectiveness, accuracy and timeliness;
and S33, obtaining an evaluation index result display table under different control instructions according to the flight conflict evaluation index calculation method.
4. The method as claimed in claim 3, wherein the sub-indicator scores P in the steps S31 and S32 are P CID 、P TDD 、P ITD The calculation formulas of (A) and (B) are respectively as follows:
P CID =W 1 ×CID
P TDD =W 2 ×TDD
P ITD =W 3 ×ITD
in the formula, Wi is a weight factor and respectively represents the proportion of effectiveness, accuracy and timeliness indexes, wherein i is 1, 2 and 3; the weight factor satisfies:
Figure FDA0003607008730000031
5. an assessment system for flight conflict resolution control directives, comprising:
a data processing module: reading a control instruction, and acquiring a conflict resolution track; calculating a flight conflict index; specifically, the method comprises the steps of solving conflict flight path flight conflict indexes and planning flight path flight conflict indexes;
a data analysis module: defining three indexes of a conflict index descent ratio, a target track deviation ratio and a command time delay ratio from the three aspects of effectiveness, accuracy and timeliness on the basis of the flight conflict index, and constructing a flight conflict evaluation index system;
the effectiveness index defines a flight conflict index descent ratio CID, and the calculation formula is as follows:
Figure FDA0003607008730000032
wherein the maximum flight conflict index of the planned flight path is CI max And the conflict resolution track maximum flight conflict index is CI' max When the CID is more than 0 and less than 1, the releasing effectiveness is better, and when the CID is more than or equal to 1, the flight conflict releasing failure is indicated;
the accuracy defines the target track deviation ratio as TDD, and the calculation formula is as follows:
Figure FDA0003607008730000041
the planned flight length is ITL, the conflict resolution flight path length is PTL, the target flight path deviation ratio TDD is larger than 0, and the closer to 0, the better resolution accuracy is shown;
the timeliness defines an instruction time delay ratio ITD, and the calculation formula is as follows:
Figure FDA0003607008730000042
the conflict occurrence time is FCT, the current time is PT, the time of issuing the control command is CIT, the time is more than 0 and less than ITD, the command time delay ratio ITD is closer to 0, the higher the resolution timeliness is, and the ITD equal to 1 indicates that the flight conflict resolution fails.
6. The system according to claim 5, wherein in the data processing module, the flight conflict index is composed of four sub-indexes of horizontal interval, vertical interval, approach rate and track angle, and the four sub-indexes are summed to obtain the flight conflict index.
7. The system for evaluating a flight conflict resolution control instruction according to claim 5, wherein the data analysis module further comprises a step of performing comparative analysis on evaluation index results obtained by the flight conflict evaluation index calculation method under different control instructions, specifically comprising: introducing weight factors into the three indexes of the flight conflict assessment index system, and respectively calculating sub-index scores of the three indexes; and summing the scores of the three sub-indexes to calculate a total score P of the evaluation index, and calculating the formula:
Figure FDA0003607008730000051
wherein, P CID 、P TDD 、P ITD Respectively corresponding to three sub-index scores of effectiveness, accuracy and timeliness; and obtaining an evaluation index result display table under different control instructions according to the flight conflict evaluation index calculation method.
8. The system of claim 7, wherein the sub-indicator score P is a function of the flight conflict resolution control directive CID 、P TDD 、P ITD The calculation formulas of (a) and (b) are respectively as follows:
P CID =W 1 ×CID
P TDD =W 2 ×TDD
P ITD =W 3 ×ITD
in the formula, Wi is a weight factor and respectively represents the proportion of effectiveness, accuracy and timeliness indexes, wherein i is 1, 2 and 3; the weight factor satisfies:
Figure FDA0003607008730000052
CN201910734508.7A 2019-08-09 2019-08-09 Method and system for evaluating flight conflict resolution control instruction Active CN110659797B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201910734508.7A CN110659797B (en) 2019-08-09 2019-08-09 Method and system for evaluating flight conflict resolution control instruction

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201910734508.7A CN110659797B (en) 2019-08-09 2019-08-09 Method and system for evaluating flight conflict resolution control instruction

Publications (2)

Publication Number Publication Date
CN110659797A CN110659797A (en) 2020-01-07
CN110659797B true CN110659797B (en) 2022-08-16

Family

ID=69036498

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201910734508.7A Active CN110659797B (en) 2019-08-09 2019-08-09 Method and system for evaluating flight conflict resolution control instruction

Country Status (1)

Country Link
CN (1) CN110659797B (en)

Families Citing this family (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111862685B (en) * 2020-06-18 2022-07-26 大蓝洞(南京)科技有限公司 Flight conflict evaluation method based on multi-dimensional indexes
CN112231389B (en) * 2020-10-16 2021-08-24 中国民用航空华东地区空中交通管理局 Track-based visual conflict model construction method and device, electronic equipment and storage medium
CN112562421B (en) * 2020-11-27 2022-04-12 大蓝洞(南京)科技有限公司 Flight conflict evaluation method based on index system
CN115047889B (en) * 2022-08-15 2022-11-04 北京海兰信数据科技股份有限公司 Method and system for determining course control effect of autopilot
CN118587941B (en) * 2024-08-05 2024-10-25 飞友科技有限公司 A flight conflict resolution method and system

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101694752A (en) * 2009-07-06 2010-04-14 民航数据通信有限责任公司 System and method for automatically detecting and reconciling conflicts in airspace operation simulation
CN105956790A (en) * 2016-05-24 2016-09-21 南京航空航天大学 Low-altitude flight situation safety evaluation indexes and evaluation method thereof
CN109064019A (en) * 2018-08-01 2018-12-21 中国民航大学 A kind of system and method tested and assessed automatically for controller's simulated training effect
CN106504589B (en) * 2016-11-10 2019-04-19 南京航空航天大学 Multi-machine conflict detection and relief method based on control rule base and decision tree

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101694752A (en) * 2009-07-06 2010-04-14 民航数据通信有限责任公司 System and method for automatically detecting and reconciling conflicts in airspace operation simulation
CN105956790A (en) * 2016-05-24 2016-09-21 南京航空航天大学 Low-altitude flight situation safety evaluation indexes and evaluation method thereof
CN106504589B (en) * 2016-11-10 2019-04-19 南京航空航天大学 Multi-machine conflict detection and relief method based on control rule base and decision tree
CN109064019A (en) * 2018-08-01 2018-12-21 中国民航大学 A kind of system and method tested and assessed automatically for controller's simulated training effect

Non-Patent Citations (5)

* Cited by examiner, † Cited by third party
Title
Future air traffic management: quantitative en route safety assessment: Part 1 Review of present methods;PETER B.;《Journal of Navigation》;20021231;第19卷(第1期);第197-210页 *
基于蒙特卡洛法的无人机飞行冲突解脱安全评估;谷志鸣;《火力与指挥控制》;20170415;第42卷(第4期);第161-164页 *
多随机因素影响下飞行间隔评估及冲突解脱阈值研究;杨新湦;《安全与环境学报》;20180225;第18卷(第1期);第1-4页 *
航路飞行冲突解脱策略的滚动时域优化;汤新民;《交通运输工程学报》;20161031;第16卷(第5期);第74-82页 *
飞行冲突解脱算法评价体系;张兴旺;《火力与指挥控制》;20131015;第38卷(第10期);第29-32页 *

Also Published As

Publication number Publication date
CN110659797A (en) 2020-01-07

Similar Documents

Publication Publication Date Title
CN110659797B (en) Method and system for evaluating flight conflict resolution control instruction
CN106355883B (en) A kind of method, apparatus and system obtaining traffic accident probability of happening
CN110210681B (en) A method for predicting PM2.5 value of monitoring sites based on distance
CN102254453B (en) Functional sector partitioning method for airspace of civil aviation multi-airport terminal area
CN108510180A (en) The computational methods of performance interval residing for a kind of production equipment
CN113298373A (en) Financial risk assessment method, device, storage medium and equipment
CN107784441A (en) A kind of power distribution network Rolling Planning Post-assessment Method based on Fuzzy AHP
CN111862685B (en) Flight conflict evaluation method based on multi-dimensional indexes
CN105118332B (en) A kind of air traffic control analog simulation method for detecting abnormality and device based on clustering methodology
CN113470439A (en) Method and system for solving control conflict of medium and small airports based on artificial intelligence
CN118966815A (en) A control regulation evaluation method, device, and electronic equipment
CN118095659B (en) Lake water level conformal prediction method integrating Copula function and deep learning
CN110866694A (en) Power grid construction project financial evaluation system and method
CN118197103A (en) Multi-aircraft real-time interaction risk assessment method and system based on potential field theory
CN110555552B (en) Prediction method of take-off and landing capacity in terminal area based on weather hazard index
CN105718657B (en) A kind of airspace macroscopic view capacity evaluating method based on stochastic service system theory
CN115345408A (en) A Method for Evaluating Terminal Area Approach Efficiency Based on Entropy Weight Method
CN114757279B (en) A method for dividing aircraft taxiing situation
CN113239562B (en) Method for predicting mechanical property of whole plate surface of strip steel
CN110232478A (en) A kind of analysis of social economy prediction technique
TWI626550B (en) Processing system and method for predicting system defect hotspot prediction
Shuang et al. Bankruptcy prediction in construction companies via Fisher's Linear Discriminant Analysis
Yayun et al. Research on public building fire risk assessment control model
CN117273467B (en) An industrial safety risk management and control method and system based on multi-factor coupling
CN114444917B (en) Fire-fighting airplane putting effect evaluation method and system

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant