CN106774392A - The dynamic programming method of flight path during a kind of power circuit polling - Google Patents

The dynamic programming method of flight path during a kind of power circuit polling Download PDF

Info

Publication number
CN106774392A
CN106774392A CN201611148490.5A CN201611148490A CN106774392A CN 106774392 A CN106774392 A CN 106774392A CN 201611148490 A CN201611148490 A CN 201611148490A CN 106774392 A CN106774392 A CN 106774392A
Authority
CN
China
Prior art keywords
flight
aircraft
planning
line
course line
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.)
Granted
Application number
CN201611148490.5A
Other languages
Chinese (zh)
Other versions
CN106774392B (en
Inventor
李庭坚
张智武
杨燕林
卢志良
张建刚
李翔
毛强
余德泉
莫兵兵
徐云鹏
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.)
BEIJING BEIKE TIANHUI TECHNOLOGY Co Ltd
Maintenance and Test Center of Extra High Voltage Power Transmission Co
Original Assignee
BEIJING BEIKE TIANHUI TECHNOLOGY Co Ltd
Maintenance and Test Center of Extra High Voltage Power Transmission Co
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 BEIJING BEIKE TIANHUI TECHNOLOGY Co Ltd, Maintenance and Test Center of Extra High Voltage Power Transmission Co filed Critical BEIJING BEIKE TIANHUI TECHNOLOGY Co Ltd
Priority to CN201611148490.5A priority Critical patent/CN106774392B/en
Publication of CN106774392A publication Critical patent/CN106774392A/en
Application granted granted Critical
Publication of CN106774392B publication Critical patent/CN106774392B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05DSYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES
    • G05D1/00Control of position, course, altitude or attitude of land, water, air or space vehicles, e.g. using automatic pilots
    • G05D1/10Simultaneous control of position or course in three dimensions
    • G05D1/101Simultaneous control of position or course in three dimensions specially adapted for aircraft

Landscapes

  • Engineering & Computer Science (AREA)
  • Aviation & Aerospace Engineering (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Remote Sensing (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Traffic Control Systems (AREA)
  • Navigation (AREA)

Abstract

The invention discloses a kind of dynamic programming method of flight path during power circuit polling, the power line corridor laser point cloud data in aircraft's flight track planning region is obtained first;It is then determined that the track points in the planning course line;Using the track points and flight course planning algorithm generation initial flight course line, the initial flight course line is loaded into the flight navigation and control system of the aircraft;Obtain the space coordinates and scope of barrier on flight corridor;The track points of space coordinates and range computation avoidant disorder thing according to the barrier, and be calculated the aircraft avoidance using flight course planning algorithm and return the optimal line of flight in planning course line;The resulting optimal line of flight is loaded into the flight navigation and control system of the aircraft, the Dynamic Programming of flight path is realized.It is capable of the flight path of Dynamic Programming avoidant disorder thing online using the above method, so as to realize effective avoidance of barrier during power circuit polling.

Description

The dynamic programming method of flight path during a kind of power circuit polling
Technical field
The present invention relates to flight path during power system inspection technical field, more particularly to a kind of power circuit polling Dynamic programming method.
Background technology
At present, it is one of groundwork of grid company regular maintenance, traditional manual inspection that electric power transmission line is patrolled and examined Mode workload is big, efficiency is low, high cost, and is influenceed greatly by weather and geographical environment, with aviation and electronic technology development, The sensors, the important channel as power circuit polling such as laser radar are carried using aircraft.
Patrolled and examined using helicopter or the corresponding sensor of UAV flight more than power circuit polling in the prior art, in electric power Before patrolling and examining operation, the flight path planning of electric inspection process is carried out first, pilot or unmanned plane operator are along planning Operation is patrolled and examined in flight path development.Due to being distributed in mountain area transmission line of electricity, with a varied topography, trees are various, boat set in advance more Line can not accurately be avoided to unknown barrier, and particularly unmanned plane can not possibly be avoided by human intervention in the case of remote and be hindered Hinder thing, great economic asset certainly will be caused to lose.
The content of the invention
It is an object of the invention to provide a kind of dynamic programming method of flight path during power circuit polling, using this Method is capable of the flight path of Dynamic Programming avoidant disorder thing online, so as to realize having for barrier during power circuit polling Effect is avoided.
A kind of dynamic programming method of flight path during power circuit polling, methods described includes:
Step 1, the power line corridor laser point cloud data obtained in aircraft's flight track planning region, in acquired laser The tower bar along electric power is extracted in cloud data, the space coordinates on each tower bar top is obtained;
Step 2, the beginning and end that the aircraft planning course line is set, and the planning course line is relative to each tower bar top Interval, determine the track points in the planning course line;
Step 3, using the track points and flight course planning algorithm generation initial flight course line, by the initial flight course line It is loaded into the flight navigation and control system of the aircraft;
Step 4, the aircraft obtain barrier on flight corridor during along the initial flight airline operation Space coordinates and scope;
The track points of step 5, the space coordinates according to the barrier and range computation avoidant disorder thing, and utilize course line Planning algorithm is calculated the aircraft avoidance and returns the optimal line of flight in planning course line;
Step 6, flight navigation and control system that the resulting optimal line of flight is loaded into the aircraft, realize flying The Dynamic Programming in walking along the street footpath.
In the step 1, the process of the space coordinates for obtaining each tower bar top is specially:
According to each tower bar architectural feature along electric power, the space coordinates of each tower bar is searched for, in acquired laser point cloud number According to the middle space coordinates for extracting each tower bar summit;
The summit of each tower bar is changed and confirmed by man-machine interactively mode, obtains the correct space coordinates on each tower bar summit.
In the step 2, the beginning and end for setting the aircraft planning course line is specifically included:
Selected by directly inputting the space coordinates of the beginning and end of aircraft, or on laser point cloud along electric power The space coordinates of beginning and end is taken and obtains to set the beginning and end that the aircraft plans course line.
It is described specifically to be wrapped using the track points and flight course planning algorithm generation initial flight course line in the step 3 Include:
In the laser point cloud data that the starting point in the planning course line, terminal and track points are imported along electric power;
Flight corridor radius, turning radius and aircraft climbing cost coefficient are set, and calculate transition flight path point;
Planning course line is calculated using shortest path flight course planning algorithm, the minimum course line of selection target functional value is used as initial The line of flight.
In the step 4, the space coordinates and scope for obtaining barrier on flight corridor is specifically included:
Hindered by being mounted on the carry-on avoidance laser radar or other sensors real-time detection flight corridor Hinder the space coordinates and scope of thing.
In the step 5, the space coordinates and the flight path of range computation avoidant disorder thing according to the barrier Point, and specifically wrapped using the optimal line of flight that flight course planning algorithm is calculated the aircraft avoidance and recurrence planning course line Include:
First with the aircraft current flight position as starting point, along initial flight course line detection flight corridor Barrier;
Then detection barrier relative to the top of flight corridor, lower section, left and right marginal point and scope, respectively Based on the different directions of flight corridor section, the track points for avoiding the barrier are calculated;
The flight cost and shortest path for avoiding the barrier are calculated again, and the Lu Jingwei of selection target function minimum cost keeps away Hinder the shortest path warp of flight, and as the optimal line of flight.
As seen from the above technical solution provided by the invention, Dynamic Programming barrier can be avoided online using the above method Hinder the flight path of thing, so as to realize effective avoidance of barrier during power circuit polling.
Brief description of the drawings
Technical scheme in order to illustrate more clearly the embodiments of the present invention, below will be to that will use needed for embodiment description Accompanying drawing be briefly described, it should be apparent that, drawings in the following description are only some embodiments of the present invention, for this For the those of ordinary skill in field, on the premise of not paying creative work, other can also be obtained according to these accompanying drawings Accompanying drawing.
Fig. 1 is shown by the dynamic programming method flow that the embodiment of the present invention provides flight path during power circuit polling It is intended to;
Fig. 2 is provided the schematic three dimensional views of laser point cloud power tower bar extraction by the embodiment of the present invention.
Specific embodiment
With reference to the accompanying drawing in the embodiment of the present invention, the technical scheme in the embodiment of the present invention is carried out clear, complete Ground description, it is clear that described embodiment is only a part of embodiment of the invention, rather than whole embodiments.Based on this Inventive embodiment, the every other implementation that those of ordinary skill in the art are obtained under the premise of creative work is not made Example, belongs to protection scope of the present invention.
Embodiment of the present invention methods described is made by the avoidance laser radar or other sensors that are carried on aircraft in flight Barrier in flight path is obtained during industry in real time, is capable of the flight path of Dynamic Programming avoidant disorder thing online, realize power line Road patrol and examine during barrier effective avoidance, the embodiment of the present invention is described in further detail below in conjunction with accompanying drawing, The dynamic programming method flow signal of flight path during power circuit polling is provided by the embodiment of the present invention as shown in Figure 1 Figure, methods described includes:
Step 1, the power line corridor laser point cloud data obtained in aircraft's flight track planning region, in acquired laser The tower bar along electric power is extracted in cloud data, the space coordinates on each tower bar summit is obtained;
In the step 1, the process for obtaining the space coordinates on each tower bar summit refers to accompanying drawing 2, and Fig. 2 is real for the present invention The schematic three dimensional views that example provides the extraction of laser point cloud power tower bar are applied, with reference to Fig. 2:
Each tower bar architectural feature along electric power is first depending on, the space coordinates of each tower bar is searched for, in acquired laser spots The space coordinates on each tower bar summit of cloud extracting data;
Then the summit of each tower bar is changed and confirmed by man-machine interactively mode, and the correct space for obtaining each tower bar summit is sat Mark.
Step 2, the beginning and end that the aircraft planning course line is set, and the planning course line is relative to each tower bar top Interval, determine the track points in the planning course line;
In the step 2, the process of the beginning and end for setting aircraft planning course line is:
Selected by directly inputting the space coordinates of the beginning and end of aircraft, or on laser point cloud along electric power The space coordinates of beginning and end is taken and obtains to set the beginning and end that the aircraft plans course line.
In implementing, H (H is minimum interval of the planning course line away from tower bar top) can be raised in each tower bar summit, as rule Plot a course is through the track points above tower bar.
Step 3, using the track points and flight course planning algorithm generation initial flight course line, by the initial flight course line It is loaded into the flight navigation and control system of the aircraft;
In the step 3, the process using the track points and flight course planning algorithm generation initial flight course line is specific For:
In the laser point cloud data for first importing along electric power the starting point in the planning course line, terminal and track points;
Flight corridor radius, turning radius and aircraft climbing cost coefficient are set again, and calculate transition flight path point;
Planning course line is calculated using shortest path flight course planning algorithm, the minimum course line of selection target functional value is used as initial The line of flight.Further, initial flight course line can also be exported as the recognizable flight course planning file of flight control system, The flight course planning file is loaded into the flight navigation and control system of the aircraft, as the planning course line of flight operation.
Step 4, the aircraft obtain barrier on flight corridor during along the initial flight airline operation Space coordinates and scope;
In the step 4, the space coordinates of barrier and the process of scope are specially on the acquisition flight corridor:
Hindered by being mounted on the carry-on avoidance laser radar or other sensors real-time detection flight corridor Hinder the space coordinates and scope of thing.
The track points of step 5, the space coordinates according to the barrier and range computation avoidant disorder thing, and utilize course line Planning algorithm is calculated the aircraft avoidance and returns the optimal line of flight in planning course line;
In the step 5, the process is specifically included:
First with the aircraft current flight position as starting point, along initial flight course line detection flight corridor Barrier;
Then detection barrier relative to the top of flight corridor, lower section, left and right marginal point and scope, respectively Based on the different directions of flight corridor section, the track points for avoiding the barrier are calculated;
The flight cost and shortest path for avoiding the barrier are calculated again, and the Lu Jingwei of selection target function minimum cost keeps away Hinder the shortest path warp of flight, and as the optimal line of flight.
For example, the calculating process of the shortest path warp of above-mentioned avoidance flight can be:
For the trajectory planning of any starting point to terminal, it is considered to by the factor such as the mobility of aircraft and flight cost As constraints, shortest path trajectory planning object function is set up as follows:
Route=min (a1×f1+a2×f2+a3×f3+a4×f4)(1)
Wherein, constraints is:
In formula, aiRepresent fiThe weight coefficient or cost coefficient of path planning section, fiRepresent flight track point (x1,y1,z1), (x2,y2,z2) ..., (xn,yn,zn) path planning section;Constraints h ∈ z (xi,yi,zi) represent that planning flight path has to pass through Track points, ri> rminRepresent that flight path turning radius have to be larger than flight min. turning radius, Ri> RsafeRepresent that barrier point is arrived Flight path vertical range is more than flight cylinder channel radius, pi(Δdi, Δ hi) represent aircraft climbing cost and horizontal range and height Between relation function.
Path planning function between track points can be expressed as:
In formula,Represent track points (xi,yi,zi) arrive (xi+1,yi+1,zi+1) between planning distance, DminRepresent starting point to the beeline between current target point.
Flight path turning needs interpolation transition flight path point, then min. turning radius constraint function is expressed as:
In formula, riRepresent flight path turning radius, rminRepresent flight min. turning radius.
In flight path beeline channel, avoidance course line needs interpolation transition flight path point, then interpolation track points to track line distance Constraint function is expressed as:
In formula, RiRepresent barrier point to the vertical course line of track points to distance, RsafeRepresent flight cylinder channel radius.
When flight path creeps avoidant disorder thing, it is necessary to calculate creeping cost, and different generations are given with reference to different aircraft Valency coefficient, constraint function of creeping is expressed as:
In formula, zi+1-ziRepresent climb starting point to the discrepancy in elevation on avoidance summit, si+1-siRepresent starting point to avoidance summit of climbing Horizontal range.
Step 6, flight navigation and control system that the resulting optimal line of flight is loaded into the aircraft, realize flying The Dynamic Programming in walking along the street footpath.
By the operation of above-mentioned steps, it is possible to the flight path of online Dynamic Programming avoidant disorder thing, so as to realize electricity Effective avoidance of barrier during power line data-logging.
The above, the only present invention preferably specific embodiment, but protection scope of the present invention is not limited thereto, Any one skilled in the art in the technical scope of present disclosure, the change or replacement that can be readily occurred in, Should all be included within the scope of the present invention.Therefore, protection scope of the present invention should be with the protection model of claims Enclose and be defined.

Claims (6)

1. during a kind of power circuit polling flight path dynamic programming method, it is characterised in that methods described includes:
Step 1, the power line corridor laser point cloud data obtained in aircraft's flight track planning region, in acquired laser point cloud Tower bar along extracting data electric power, obtains the space coordinates on each tower bar summit;
Step 2, the beginning and end that the aircraft planning course line is set, and the planning course line is relative to each tower bar summit Interval, determines the track points in the planning course line;
Step 3, using the track points and flight course planning algorithm generation initial flight course line, the initial flight course line is loaded into The flight navigation and control system of the aircraft;
Step 4, the aircraft obtain the sky of barrier on flight corridor during along the initial flight airline operation Between coordinate and scope;
The track points of step 5, the space coordinates according to the barrier and range computation avoidant disorder thing, and utilize flight course planning Algorithm is calculated the aircraft avoidance and returns the optimal line of flight in planning course line;
Step 6, flight navigation and control system that the resulting optimal line of flight is loaded into the aircraft, realize flight road The Dynamic Programming in footpath.
2. according to claim 1 during power circuit polling flight path dynamic programming method, it is characterised in that In the step 1, the process of the space coordinates for obtaining each tower bar summit is specially:
According to each tower bar architectural feature along electric power, the space coordinates of each tower bar is searched for, in acquired laser point cloud data Extract the space coordinates on each tower bar summit;
The summit of each tower bar is changed and confirmed by man-machine interactively mode, obtains the space coordinates on each tower bar top.
3. according to claim 1 during power circuit polling flight path dynamic programming method, it is characterised in that In the step 2, the beginning and end for setting the aircraft planning course line is specifically included:
Chosen simultaneously by directly inputting the space coordinates of the beginning and end of aircraft, or on laser point cloud along electric power The space coordinates of beginning and end is obtained to set the beginning and end that the aircraft plans course line.
4. according to claim 1 during power circuit polling flight path dynamic programming method, it is characterised in that It is described to be specifically included using the track points and flight course planning algorithm generation initial flight course line in the step 3:
In the laser point cloud data that the starting point in the planning course line, terminal and track points are imported along electric power;
Flight corridor radius, turning radius and aircraft climbing cost coefficient are set, and calculate transition flight path point;
Planning course line is calculated using shortest path flight course planning algorithm, the minimum course line of selection target functional value is used as initial flight Course line.
5. according to claim 1 during power circuit polling flight path dynamic programming method, it is characterised in that In the step 4, the space coordinates and scope for obtaining barrier on flight corridor is specifically included:
By being mounted in barrier on the carry-on avoidance laser radar or other sensors real-time detection flight corridor Space coordinates and scope.
6. according to claim 1 during power circuit polling flight path dynamic programming method, it is characterised in that In the step 5, the space coordinates and the track points of range computation avoidant disorder thing according to the barrier, and using boat Line planning algorithm is calculated the aircraft avoidance and returns plans that the optimal line of flight in course line is specifically included:
First with the aircraft current flight position as starting point, along the obstacle in initial flight course line detection flight corridor Thing;
Then detection barrier is based respectively on relative to the marginal point and scope of the top of flight corridor, lower section, left and right The different directions of flight corridor section, calculate the track points for avoiding the barrier;
The flight cost and shortest path for avoiding the barrier are calculated again, and the Lu Jingwei avoidances of selection target function minimum cost fly Capable shortest path warp, and as the optimal line of flight.
CN201611148490.5A 2016-12-13 2016-12-13 Dynamic planning method for flight path in power line inspection process Active CN106774392B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201611148490.5A CN106774392B (en) 2016-12-13 2016-12-13 Dynamic planning method for flight path in power line inspection process

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201611148490.5A CN106774392B (en) 2016-12-13 2016-12-13 Dynamic planning method for flight path in power line inspection process

Publications (2)

Publication Number Publication Date
CN106774392A true CN106774392A (en) 2017-05-31
CN106774392B CN106774392B (en) 2020-05-01

Family

ID=58876702

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201611148490.5A Active CN106774392B (en) 2016-12-13 2016-12-13 Dynamic planning method for flight path in power line inspection process

Country Status (1)

Country Link
CN (1) CN106774392B (en)

Cited By (33)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107272730A (en) * 2017-06-08 2017-10-20 广东容祺智能科技有限公司 A kind of unmanned plane during flying airline generation and automatic flight control system
CN107450587A (en) * 2017-09-19 2017-12-08 广东电网有限责任公司佛山供电局 A kind of unmanned plane becomes more meticulous the Intelligent flight control method and system of inspection
CN107462217A (en) * 2017-07-07 2017-12-12 北京航空航天大学 A kind of unmanned plane binocular vision method for barrier perception towards electric inspection process task
CN107515003A (en) * 2017-07-19 2017-12-26 中国南方电网有限责任公司超高压输电公司检修试验中心 A kind of method for planning the aircraft patrolling power transmission lines line of flight
CN107727099A (en) * 2017-09-29 2018-02-23 山东大学 The more AGV scheduling of material transportation and paths planning method in a kind of factory
CN108196575A (en) * 2018-01-05 2018-06-22 湖北工业大学 A kind of unmanned plane task distribution and route planning method
CN108318040A (en) * 2018-02-06 2018-07-24 贵州电网有限责任公司 A kind of more rotor trajectory planning system and method for transmission line-oriented inspection
CN108332753A (en) * 2018-01-30 2018-07-27 北京航空航天大学 A kind of unmanned plane electric inspection process paths planning method
CN108513644A (en) * 2017-12-18 2018-09-07 深圳市大疆创新科技有限公司 Unmanned plane barrier-avoiding method and unmanned plane
CN108776488A (en) * 2018-03-12 2018-11-09 徐晨旭 A kind of method of path planning
CN108955645A (en) * 2018-07-16 2018-12-07 福州日兆信息科技有限公司 Three-dimensional modeling method and device applied to communication iron tower intelligent patrol detection
CN109032175A (en) * 2018-07-13 2018-12-18 辽宁东科电力有限公司 Unmanned plane electric inspection process path calculation method based on spiral of Archimedes
CN109141434A (en) * 2018-09-21 2019-01-04 国网电力科学研究院武汉南瑞有限责任公司 A kind of unmanned plane patrolled and examined track acquisition methods based on laser point cloud data
CN109144097A (en) * 2018-08-15 2019-01-04 广州极飞科技有限公司 Barrier or ground identification and flight control method, device, equipment and medium
CN109633674A (en) * 2018-12-17 2019-04-16 云南电网有限责任公司带电作业分公司 Three-dimensional Track automatic planning is maked an inspection tour in transmission of electricity based on laser point cloud data
CN110413003A (en) * 2019-07-31 2019-11-05 广东电网有限责任公司 Inspection method, device, equipment and the computer readable storage medium of transmission line of electricity
CN110673634A (en) * 2019-11-12 2020-01-10 合肥工业大学 Power inspection unmanned aerial vehicle path planning method and power transmission line inspection method
CN110780681A (en) * 2019-11-26 2020-02-11 贵州电网有限责任公司 Unmanned aerial vehicle autonomous inspection insulator path planning method based on laser point cloud
CN110888452A (en) * 2018-09-11 2020-03-17 杨扬 Obstacle avoidance method for autonomous flight of unmanned aerial vehicle power inspection
CN110888453A (en) * 2018-09-11 2020-03-17 杨扬 Unmanned aerial vehicle autonomous flight method for constructing three-dimensional real scene based on LiDAR data
CN110967016A (en) * 2019-11-22 2020-04-07 中国人民解放军63629部队 Off-line planning method and device for aircraft route and computer equipment
CN111080832A (en) * 2019-12-27 2020-04-28 上海复亚智能科技有限公司 Inspection method and system for power transmission line tower
CN111127474A (en) * 2019-11-08 2020-05-08 武汉大学 Airborne LiDAR point cloud assisted orthophoto mosaic line automatic selection method and system
CN111401146A (en) * 2020-02-26 2020-07-10 长江大学 Unmanned aerial vehicle power inspection method, device and storage medium
CN111897361A (en) * 2020-08-05 2020-11-06 广州市赛皓达智能科技有限公司 Unmanned aerial vehicle autonomous route planning method and system
CN112215416A (en) * 2019-09-29 2021-01-12 国网通用航空有限公司 Intelligent routing inspection planning system and method
CN113052339A (en) * 2021-03-31 2021-06-29 广东电网有限责任公司 Unmanned aerial vehicle inspection method and device based on line crossing and storage medium
CN113204245A (en) * 2021-05-19 2021-08-03 广州海事科技有限公司 Navigation mark inspection method, system, equipment and storage medium based on unmanned aerial vehicle
CN113358116A (en) * 2020-03-04 2021-09-07 沃科波特有限公司 Aircraft and route planning method and route planning algorithm thereof
CN113359808A (en) * 2021-07-21 2021-09-07 国网浙江省电力有限公司双创中心 Multi-stage path planning method for power inspection of unmanned aerial vehicle and related device
CN113703438A (en) * 2021-07-14 2021-11-26 深圳市水务工程检测有限公司 AUV autonomous navigation path planning method for water delivery tunnel inspection
CN113917945A (en) * 2021-11-03 2022-01-11 广东电网有限责任公司 Unmanned aerial vehicle power line inspection method and device, unmanned aerial vehicle and medium
CN114020023A (en) * 2021-11-04 2022-02-08 中科晶锐(苏州)科技有限公司 Embedded AI camera analysis system and method based on unmanned aerial vehicle

Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20090132103A1 (en) * 2007-11-13 2009-05-21 Thales System for securing an aircraft flight plan
CN101477169A (en) * 2009-01-16 2009-07-08 华北电力大学 Electric power circuit detection method by polling flying robot
CN103091680A (en) * 2013-01-11 2013-05-08 北京国网富达科技发展有限责任公司 Measuring method and measuring system for distance from wires to ground
CN103208206A (en) * 2013-03-21 2013-07-17 北京航空航天大学 Method for arranging traffic patterns of unmanned aerial vehicles on terrain constraint condition
CN103472847A (en) * 2013-08-30 2013-12-25 广东电网公司电力科学研究院 Unmanned aerial vehicle electric power circuit polling track monitoring method and system
CN104965518A (en) * 2015-05-21 2015-10-07 华北电力大学 Power inspection tour flying robot air route planning method based on three-dimensional digital map
CN106017472A (en) * 2016-05-17 2016-10-12 成都通甲优博科技有限责任公司 Global path planning method, global path planning system and unmanned aerial vehicle
CN106054917A (en) * 2016-05-27 2016-10-26 广州极飞电子科技有限公司 Unmanned aerial vehicle flight control method and device, and remote controller

Patent Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20090132103A1 (en) * 2007-11-13 2009-05-21 Thales System for securing an aircraft flight plan
CN101477169A (en) * 2009-01-16 2009-07-08 华北电力大学 Electric power circuit detection method by polling flying robot
CN103091680A (en) * 2013-01-11 2013-05-08 北京国网富达科技发展有限责任公司 Measuring method and measuring system for distance from wires to ground
CN103208206A (en) * 2013-03-21 2013-07-17 北京航空航天大学 Method for arranging traffic patterns of unmanned aerial vehicles on terrain constraint condition
CN103472847A (en) * 2013-08-30 2013-12-25 广东电网公司电力科学研究院 Unmanned aerial vehicle electric power circuit polling track monitoring method and system
CN104965518A (en) * 2015-05-21 2015-10-07 华北电力大学 Power inspection tour flying robot air route planning method based on three-dimensional digital map
CN106017472A (en) * 2016-05-17 2016-10-12 成都通甲优博科技有限责任公司 Global path planning method, global path planning system and unmanned aerial vehicle
CN106054917A (en) * 2016-05-27 2016-10-26 广州极飞电子科技有限公司 Unmanned aerial vehicle flight control method and device, and remote controller

Cited By (48)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107272730A (en) * 2017-06-08 2017-10-20 广东容祺智能科技有限公司 A kind of unmanned plane during flying airline generation and automatic flight control system
CN107462217A (en) * 2017-07-07 2017-12-12 北京航空航天大学 A kind of unmanned plane binocular vision method for barrier perception towards electric inspection process task
CN107462217B (en) * 2017-07-07 2020-04-14 北京航空航天大学 Unmanned aerial vehicle binocular vision barrier sensing method for power inspection task
CN107515003B (en) * 2017-07-19 2020-08-11 中国南方电网有限责任公司超高压输电公司检修试验中心 Method for planning flight route of airplane for patrolling power transmission line
CN107515003A (en) * 2017-07-19 2017-12-26 中国南方电网有限责任公司超高压输电公司检修试验中心 A kind of method for planning the aircraft patrolling power transmission lines line of flight
CN107450587A (en) * 2017-09-19 2017-12-08 广东电网有限责任公司佛山供电局 A kind of unmanned plane becomes more meticulous the Intelligent flight control method and system of inspection
CN107450587B (en) * 2017-09-19 2023-03-21 广东电网有限责任公司佛山供电局 Intelligent flight control method and system for fine routing inspection of unmanned aerial vehicle
CN107727099A (en) * 2017-09-29 2018-02-23 山东大学 The more AGV scheduling of material transportation and paths planning method in a kind of factory
CN108513644A (en) * 2017-12-18 2018-09-07 深圳市大疆创新科技有限公司 Unmanned plane barrier-avoiding method and unmanned plane
WO2019119243A1 (en) * 2017-12-18 2019-06-27 深圳市大疆创新科技有限公司 Obstacle avoidance method for unmanned aerial vehicle and unmanned aerial vehicle
CN108196575A (en) * 2018-01-05 2018-06-22 湖北工业大学 A kind of unmanned plane task distribution and route planning method
CN108196575B (en) * 2018-01-05 2020-11-03 湖北工业大学 Unmanned aerial vehicle task allocation and route planning method
CN108332753B (en) * 2018-01-30 2020-09-08 北京航空航天大学 Unmanned aerial vehicle power inspection path planning method
CN108332753A (en) * 2018-01-30 2018-07-27 北京航空航天大学 A kind of unmanned plane electric inspection process paths planning method
CN108318040A (en) * 2018-02-06 2018-07-24 贵州电网有限责任公司 A kind of more rotor trajectory planning system and method for transmission line-oriented inspection
CN108776488A (en) * 2018-03-12 2018-11-09 徐晨旭 A kind of method of path planning
CN109032175A (en) * 2018-07-13 2018-12-18 辽宁东科电力有限公司 Unmanned plane electric inspection process path calculation method based on spiral of Archimedes
CN109032175B (en) * 2018-07-13 2021-08-06 辽宁东科电力有限公司 Unmanned aerial vehicle power inspection path calculation method based on Archimedes spiral
CN108955645A (en) * 2018-07-16 2018-12-07 福州日兆信息科技有限公司 Three-dimensional modeling method and device applied to communication iron tower intelligent patrol detection
CN109144097A (en) * 2018-08-15 2019-01-04 广州极飞科技有限公司 Barrier or ground identification and flight control method, device, equipment and medium
CN110888452B (en) * 2018-09-11 2023-03-17 杨扬 Obstacle avoidance method for autonomous flight of unmanned aerial vehicle power inspection
CN110888453A (en) * 2018-09-11 2020-03-17 杨扬 Unmanned aerial vehicle autonomous flight method for constructing three-dimensional real scene based on LiDAR data
CN110888452A (en) * 2018-09-11 2020-03-17 杨扬 Obstacle avoidance method for autonomous flight of unmanned aerial vehicle power inspection
CN109141434A (en) * 2018-09-21 2019-01-04 国网电力科学研究院武汉南瑞有限责任公司 A kind of unmanned plane patrolled and examined track acquisition methods based on laser point cloud data
CN109633674A (en) * 2018-12-17 2019-04-16 云南电网有限责任公司带电作业分公司 Three-dimensional Track automatic planning is maked an inspection tour in transmission of electricity based on laser point cloud data
CN110413003A (en) * 2019-07-31 2019-11-05 广东电网有限责任公司 Inspection method, device, equipment and the computer readable storage medium of transmission line of electricity
CN112215416B (en) * 2019-09-29 2024-04-19 国网电力空间技术有限公司 Intelligent planning inspection route system and method
CN112215416A (en) * 2019-09-29 2021-01-12 国网通用航空有限公司 Intelligent routing inspection planning system and method
CN111127474A (en) * 2019-11-08 2020-05-08 武汉大学 Airborne LiDAR point cloud assisted orthophoto mosaic line automatic selection method and system
CN111127474B (en) * 2019-11-08 2022-08-05 武汉大学 Airborne LiDAR point cloud assisted orthophoto mosaic line automatic selection method and system
CN110673634A (en) * 2019-11-12 2020-01-10 合肥工业大学 Power inspection unmanned aerial vehicle path planning method and power transmission line inspection method
CN110673634B (en) * 2019-11-12 2022-09-06 合肥工业大学 Power inspection unmanned aerial vehicle path planning method and power transmission line inspection method
CN110967016A (en) * 2019-11-22 2020-04-07 中国人民解放军63629部队 Off-line planning method and device for aircraft route and computer equipment
CN110780681B (en) * 2019-11-26 2023-05-12 贵州电网有限责任公司 Unmanned aerial vehicle autonomous routing inspection insulator path planning method based on laser point cloud
CN110780681A (en) * 2019-11-26 2020-02-11 贵州电网有限责任公司 Unmanned aerial vehicle autonomous inspection insulator path planning method based on laser point cloud
CN111080832A (en) * 2019-12-27 2020-04-28 上海复亚智能科技有限公司 Inspection method and system for power transmission line tower
CN111401146A (en) * 2020-02-26 2020-07-10 长江大学 Unmanned aerial vehicle power inspection method, device and storage medium
CN113358116A (en) * 2020-03-04 2021-09-07 沃科波特有限公司 Aircraft and route planning method and route planning algorithm thereof
US11804140B2 (en) 2020-03-04 2023-10-31 Volocopter Gmbh Trajectory planning method and trajectory planning algorithm for an aerial vehicle
CN113358116B (en) * 2020-03-04 2024-02-02 沃科波特有限公司 Aircraft, route planning method and route planning algorithm thereof
CN111897361A (en) * 2020-08-05 2020-11-06 广州市赛皓达智能科技有限公司 Unmanned aerial vehicle autonomous route planning method and system
CN111897361B (en) * 2020-08-05 2023-08-22 广州市赛皓达智能科技有限公司 Unmanned aerial vehicle autonomous route planning method and system
CN113052339A (en) * 2021-03-31 2021-06-29 广东电网有限责任公司 Unmanned aerial vehicle inspection method and device based on line crossing and storage medium
CN113204245A (en) * 2021-05-19 2021-08-03 广州海事科技有限公司 Navigation mark inspection method, system, equipment and storage medium based on unmanned aerial vehicle
CN113703438A (en) * 2021-07-14 2021-11-26 深圳市水务工程检测有限公司 AUV autonomous navigation path planning method for water delivery tunnel inspection
CN113359808A (en) * 2021-07-21 2021-09-07 国网浙江省电力有限公司双创中心 Multi-stage path planning method for power inspection of unmanned aerial vehicle and related device
CN113917945A (en) * 2021-11-03 2022-01-11 广东电网有限责任公司 Unmanned aerial vehicle power line inspection method and device, unmanned aerial vehicle and medium
CN114020023A (en) * 2021-11-04 2022-02-08 中科晶锐(苏州)科技有限公司 Embedded AI camera analysis system and method based on unmanned aerial vehicle

Also Published As

Publication number Publication date
CN106774392B (en) 2020-05-01

Similar Documents

Publication Publication Date Title
CN106774392A (en) The dynamic programming method of flight path during a kind of power circuit polling
He et al. Research of multi-rotor UAVs detailed autonomous inspection technology of transmission lines based on route planning
CN110888453B (en) Unmanned aerial vehicle autonomous flight method for constructing three-dimensional live-action based on LiDAR data
CN110244750B (en) Unmanned aerial vehicle tour path planning method and device
CN108614274B (en) Cross type crossing line distance measuring method and device based on multi-rotor unmanned aerial vehicle
CN103116360B (en) Unmanned aerial vehicle obstacle avoidance controlling method
CN108318040A (en) A kind of more rotor trajectory planning system and method for transmission line-oriented inspection
CN105045274B (en) A kind of intelligent shaft tower connected graph construction method for unmanned plane inspection trajectory planning
CN103984355B (en) Routing inspection flying robot and overhead power line distance prediction and maintaining method
CN104299168B (en) A kind of viewpoint preferred method of overhead transmission line inspection flying robot
CN109792951B (en) Unmanned aerial vehicle air route correction system for pollination of hybrid rice and correction method thereof
CN107608386A (en) A kind of UAV Navigation System and method based on the distribution of high-voltage line electromagnetism fingerprint
CN106871903A (en) A kind of unmanned plane building is diversion and patrols and examines flight course planning method
CN109753081A (en) A kind of patrol unmanned machine system in tunnel based on machine vision and air navigation aid
CN110888452B (en) Obstacle avoidance method for autonomous flight of unmanned aerial vehicle power inspection
CN103606852A (en) Power line inspection method of unmanned helicopter
AU2020388371B2 (en) Map including data for routing aerial vehicles during GNSS failure
Foudeh et al. An advanced unmanned aerial vehicle (UAV) approach via learning-based control for overhead power line monitoring: A comprehensive review
Bian et al. A point-line-based SLAM framework for UAV close proximity transmission tower inspection
CN115935610A (en) Method and system for optimizing routing inspection strategy of unmanned aerial vehicle on overhead line
CN115309190A (en) Intelligent line-tracing flying method and system for unmanned aerial vehicle of power transmission line
CN113758478A (en) Routing inspection flight planning method and system for long-distance power transmission and transformation line unmanned aerial vehicle
Huang et al. Research and design of space-sky-ground integrated transmission line inspection platform based on artificial intelligence
CN114200527B (en) Unmanned aerial vehicle aeromagnetic measurement method and system based on oblique photography
CN113268085B (en) Air route planning method and device and flight equipment of airborne laser radar

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