CN106358071A - Maintenance system for interactive television system with digital video recording and adjustable reminder - Google Patents
Maintenance system for interactive television system with digital video recording and adjustable reminder Download PDFInfo
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- CN106358071A CN106358071A CN201610748414.1A CN201610748414A CN106358071A CN 106358071 A CN106358071 A CN 106358071A CN 201610748414 A CN201610748414 A CN 201610748414A CN 106358071 A CN106358071 A CN 106358071A
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Classifications
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
- H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
- H04N21/43—Processing of content or additional data, e.g. demultiplexing additional data from a digital video stream; Elementary client operations, e.g. monitoring of home network or synchronising decoder's clock; Client middleware
- H04N21/433—Content storage operation, e.g. storage operation in response to a pause request, caching operations
- H04N21/4334—Recording operations
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION 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
- G06Q10/00—Administration; Management
- G06Q10/20—Administration of product repair or maintenance
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
- H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
- H04N21/43—Processing of content or additional data, e.g. demultiplexing additional data from a digital video stream; Elementary client operations, e.g. monitoring of home network or synchronising decoder's clock; Client middleware
- H04N21/442—Monitoring of processes or resources, e.g. detecting the failure of a recording device, monitoring the downstream bandwidth, the number of times a movie has been viewed, the storage space available from the internal hard disk
- H04N21/44204—Monitoring of content usage, e.g. the number of times a movie has been viewed, copied or the amount which has been watched
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
- H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
- H04N21/43—Processing of content or additional data, e.g. demultiplexing additional data from a digital video stream; Elementary client operations, e.g. monitoring of home network or synchronising decoder's clock; Client middleware
- H04N21/442—Monitoring of processes or resources, e.g. detecting the failure of a recording device, monitoring the downstream bandwidth, the number of times a movie has been viewed, the storage space available from the internal hard disk
- H04N21/44213—Monitoring of end-user related data
- H04N21/44222—Analytics of user selections, e.g. selection of programs or purchase activity
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
- H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
- H04N21/43—Processing of content or additional data, e.g. demultiplexing additional data from a digital video stream; Elementary client operations, e.g. monitoring of home network or synchronising decoder's clock; Client middleware
- H04N21/442—Monitoring of processes or resources, e.g. detecting the failure of a recording device, monitoring the downstream bandwidth, the number of times a movie has been viewed, the storage space available from the internal hard disk
- H04N21/4425—Monitoring of client processing errors or hardware failure
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
- H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
- H04N21/45—Management operations performed by the client for facilitating the reception of or the interaction with the content or administrating data related to the end-user or to the client device itself, e.g. learning user preferences for recommending movies, resolving scheduling conflicts
- H04N21/466—Learning process for intelligent management, e.g. learning user preferences for recommending movies
- H04N21/4667—Processing of monitored end-user data, e.g. trend analysis based on the log file of viewer selections
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
- H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
- H04N21/47—End-user applications
- H04N21/482—End-user interface for program selection
Abstract
The invention provides a maintenance system for interactive television system with digital video recording and adjustable reminder. The maintenance system comprises an interactive television system and a maintenance strategy acquisition system, wherein the maintenance strategy acquisition system comprises a data acquisition module, a data preprocessing module, a risk determination module, a maintenance strategy generation module, wherein the interactive television system comprises a device for receiving user's selection of a television program of interest, wherein the television program has a scheduled broadcast time; an user monitoring device, that is used to determine whether the user has viewed the selected television program of interest at the scheduled broadcast time; a recording device, that is used for if the monitored device determines that the user has not viewed the selected television program of interest at the scheduled broadcast time, then providing the selected television program of interest after the scheduled broadcast time. The advantageous effect of the system is in that the user can select the television program of interest.
Description
Technical field
Interactive TV system field of the present invention is and in particular to a kind of have digital video record and adjustable reminders
Interactive TV system maintenance system.
Background technology
In typical interactive TV system, user has Set Top Box or other devices, user in their family
Interacted with them using remote control or other user interface.The videograph performance of interactive TV system can be used
To allow user to rearrange program viewing and program reminding, it is desirable that.When management base in interactive TV system
When the storage of network or local personal video recorder content, can collect and use relevant holding to some TV Festivals
The desired information that purpose accesses, is also desired.
In interactive TV system maintenance technique, typically by being monitored to assembly, it is determined whether need repairing, formulate
Maintenance policy in the not sequencing of assignment component maintenance and modular repair time range, be easily caused because of assembly dimension
The delay repaiied leads to transformer fault.
Content of the invention
For solving the above problems, the present invention is intended to provide a kind of interaction with digital video record and adjustable reminders
Formula television system maintenance system.
The purpose of the present invention employs the following technical solutions to realize:
A kind of interactive TV system maintenance system with digital video record and adjustable reminders, including interactive
Television system and maintenance policy obtain system, and described maintenance policy obtains system and includes data acquisition module, data prediction mould
Block, risk determining module, maintenance policy generation module, described interactive TV system, including for receiving TV interested
The device that the user of program selects, wherein this TV programme have scheduled broadcast time;
Selected interested to determine whether user watches in described scheduled broadcast time for monitoring user's set
TV Festival destination device;
If determining that user is not emerging in the selected sense of described scheduled broadcast time viewing for the device for monitoring
The TV programme of interest then provide the device of the record of selected TV programme interested after described scheduled broadcast time.
The invention has the benefit that user can select the rendition list interested.
Brief description
Using accompanying drawing, the invention will be further described, but the embodiment in accompanying drawing does not constitute any limit to the present invention
System, for those of ordinary skill in the art, on the premise of not paying creative work, can also obtain according to the following drawings
Other accompanying drawings.
Fig. 1 the structural representation of present invention;
Fig. 2 is the structural representation that maintenance policy obtains system.
Reference:
Maintenance policy obtains system 1, data acquisition module 11, data preprocessing module 12, risk determining module 13, maintenance
Policy generation module 14.
Specific embodiment
In conjunction with following application scenarios, the invention will be further described.
Application scenarios 1
Referring to Fig. 1, Fig. 2, one kind of an embodiment of this application scene has digital video record and adjustable carries
Awake interactive TV system maintenance system, obtains system, described maintenance policy including interactive TV system and maintenance policy
Acquisition system includes data acquisition module, data preprocessing module, risk determining module, maintenance policy generation module, described friendship
Mutually formula television system, the device selecting including the user for receiving TV programme interested, wherein this TV programme have
Scheduled broadcast time;
Selected interested to determine whether user watches in described scheduled broadcast time for monitoring user's set
TV Festival destination device;
If determining that user is not emerging in the selected sense of described scheduled broadcast time viewing for the device for monitoring
The TV programme of interest then provide the device of the record of selected TV programme interested after described scheduled broadcast time.
Preferably, if described interactive TV system also includes determining user based on described by the device by monitoring
Drawing broadcast time have viewed selected TV programme interested and then receives a request to record selected TV interested
Program is used for the device watched after a while of user.
This preferred embodiment can save user time.
Preferably, the device for providing the record of TV programme includes: for interested using video recorder records
TV Festival destination device;
For allowing user in the section destination device of later time viewing record.
This preferred embodiment is easy to subsequently find program of interest.
Preferably, described maintenance policy acquisition system 1 includes data acquisition module 11, data preprocessing module 12, risk
Determining module 13, maintenance policy generation module 14;Described data acquisition module 11 is used for gathering Monitoring Data according to monitoring policy;
Described data preprocessing module 12 is used for being normalized pretreatment to Monitoring Data;Described risk determining module 13 is used for determining
The degree of risk of assembly;Described maintenance policy generation module 14 is used for the degree of risk according to assembly, in conjunction with maintainability and warp
Ji sexual factor generates maintenance policy.
This preferred embodiment constructs the module architectures that maintenance policy obtains system 1.
Preferably, described monitoring policy includes:
(1) determine the monitoring item in each assembly, and monitoring item is divided into general monitoring item and crucial monitoring item;
(2) for general monitoring item, using wireless sensor network, the health status of monitoring item are monitored and record
Health status monitoring amount;
For crucial monitoring item, to monitoring item by the way of radio sensor network monitoring and personal monitoring combine
Health status are monitored, if the wireless senser health status monitoring amount of certain key monitoring item is m1, artificial health status prison
It is measured as m2, due to may be affected by temperature during Sensor monitoring, introduce temperature correction factor ξ, for not being subject to temperature shadow
The sensor ringing, makes ξ=1, for the sensor of temperature influence,Wherein t is monitored for sensor
When ambient temperature, t0For the standard temperature being suitable for during Sensor monitoring, then its final health status monitoring amount m is true using following formula
Fixed:
In formula, c is the constant according to monitoring item reasonable error range set;
This preferred embodiment is divided into general monitoring item and crucial monitoring item by monitoring item, and carries out in different ways
Monitoring, had both saved monitoring cost, had obtained monitoring result with a high credibility again.
Preferably, health status monitoring amount normalization is expressed as by described data preprocessing module 12:
When being in when health status monitoring amount reaches maximum the best situation of corresponding monitoring item health status:
When being in when health status monitoring amount reaches minimum the best situation of corresponding monitoring item health status,
In formula, m represents the original health monitoring variable of a certain monitoring item, and n represents the health after this monitoring item normalization
Status monitoring amount, l is the health status monitoring amount lower limit of this monitoring item, and h is the health status monitoring amount upper limit of this monitoring item
Value.
Because the monitoring meanss that different monitoring projects is taken are different, the order of magnitude of the monitoring result obtaining is different, single
Position is also different, and this preferred embodiment is normalized to health status monitoring amount, conveniently carries out comprehensive assessment to assembly.
Preferably, the described degree of risk determining assembly, comprising:
(1) by the health status monitoring amount weighted average after various Monitoring Data normalization of originating, obtain assembly and be good for
Health status monitoring index:
In formula, s represents assembly health status monitoring index, niFor i-th monitoring item health status monitoring amount, i=1,
2 ..., k, wiAccording to each health status monitoring amount niThe weight factor of significance level setting in assembly;
Set secure threshold ts, ts∈ [0.4,0.5], if health status monitoring index s are less than secure threshold ts, then judge
Health status monitoring index s are in exception;
(2) utilize history state of health data and historical failure rate data, set up the failure rate model repaired of equipment:
In formula, r can repair fault rate for equipment, and s ' is equipment condition monitoring index, and a, b, d are three undetermined constants,
It is the corrected parameter being produced according to practical application condition difference;
Wherein, the value of parameter a, b, d is determined by historical state data and historical failure rate data, particularly as follows:
If equipment inner assembly number is l, certain assembly zjIn certain time period tjThe number of times inside breaking down is fj, it is corresponding
Health status monitoring index is sj, by the health status monitoring index s of multiple assembliesjWith the number of times f breaking downjCollect,
The then overall health status monitoring index of equipment and fault rate computing formula can be repaired be represented by:
By the above-mentioned health status monitoring index and failure rate model repaired that fault rate iteration enters equipment can be repaired, thus
Determine the value of parameter a, b, d;
(3) failure rate model repaired according to equipment, tries to achieve degree of risk x of each assemblyj:
In formula, j=1 ..., l,Represent and be in abnormal assembly zjHealth status monitoring index, r (s1..., sj...,
sl) each assembly monitoring index of expression be s1..., sj..., slWhen power system can repair fault rate.
This preferred embodiment sets up the failure rate model repaired of assembly health status monitoring index and power system, from
And determine the degree of risk of each assembly, be capable of more science weighs the impact journey that component failure produces to equipment dependability
Degree, thus being conducive to entering row major maintenance for the big faulty components of influence degree, saves maintenance cost, maintenance policy is more than
It is decided by the state of assembly itself, and is also dependent upon the impact to equipment dependability for the component failures, make maintenance policy more objective
See and reliable.
Preferably, described combination maintainability and economic factors generate maintenance policy, comprising:
(1) it is stored in data base by the predetermined maintenance policy desired parameters of expert group and by this parameter, described maintenance plan
Slightly desired parameters include: maintenance difficulty m when each monitoring item abnormal for each assemblyjiWith maintenance economic value eji, the wind of assembly
Dangerous degree xj, described maintenance difficulty mjiWith maintenance economic value ejiShared weight w (xj)、w(mji)、w(eji), wherein said dimension
Repair economic value ejThe ratio being worth with assembly for maintenance cost;
(2) setting determines assembly to be repaired as d according to abnormal health status monitoring indexj, j=1 ..., ld, ldFor waiting to tie up
Repair the number of assembly, according to assembly d to be repairedjEach exception monitoring item i (i=1,2 ..., k) transfer corresponding maintenance difficulty mji
With maintenance economic value eji, calculate comprehensive maintenance difficulty m of assembly to be repairedji' and comprehensive maintenance economic value ejj':
(3) calculate the maintenance tendency degree of each assembly to be repaired
Maintenance tendency degree to each assembly to be repairedSorted from big to small, so that it is determined that each assembly to be repaired
Maintenance sequencing, i.e. preferential maintenance larger maintenance tendency degreeCorresponding assembly to be repaired;In addition, according to assembly to be repaired
Corresponding comprehensive maintenance difficulty mji' determine corresponding maintenance program, thus generating the maintenance policy of optimum.
This preferred embodiment has formulated the generating mode of optimum maintenance policy, and method is objective simple, the generation of maintenance policy
Consider the maintainability in addition to degree of risk and economic factors, increased objectivity and the reliability of maintenance policy formulation,
And in the face of in a large number wait the assembly to be repaired passed judgment on when, greatly reduce workload, improve work efficiency, and preferably protect
Hold the concordance of judge.
In this application scenarios, set secure threshold ts=0.4, the exception of health status monitoring index passes judgment on precision relatively
Improve 10%, the reliability of equipment improves 12% relatively.
Application scenarios 2
Referring to Fig. 1, Fig. 2, one kind of an embodiment of this application scene has digital video record and adjustable carries
Awake interactive TV system maintenance system, obtains system, described maintenance policy including interactive TV system and maintenance policy
Acquisition system includes data acquisition module, data preprocessing module, risk determining module, maintenance policy generation module, described friendship
Mutually formula television system, the device selecting including the user for receiving TV programme interested, wherein this TV programme have
Scheduled broadcast time;
Selected interested to determine whether user watches in described scheduled broadcast time for monitoring user's set
TV Festival destination device;
If determining that user is not emerging in the selected sense of described scheduled broadcast time viewing for the device for monitoring
The TV programme of interest then provide the device of the record of selected TV programme interested after described scheduled broadcast time.
Preferably, if described interactive TV system also includes determining user based on described by the device by monitoring
Drawing broadcast time have viewed selected TV programme interested and then receives a request to record selected TV interested
Program is used for the device watched after a while of user.
This preferred embodiment can save user time.
Preferably, the device for providing the record of TV programme includes: for interested using video recorder records
TV Festival destination device;
For allowing user in the section destination device of later time viewing record.
This preferred embodiment is easy to subsequently find program of interest.
Preferably, described maintenance policy acquisition system 1 includes data acquisition module 11, data preprocessing module 12, risk
Determining module 13, maintenance policy generation module 14;Described data acquisition module 11 is used for gathering Monitoring Data according to monitoring policy;
Described data preprocessing module 12 is used for being normalized pretreatment to Monitoring Data;Described risk determining module 13 is used for determining
The degree of risk of assembly;Described maintenance policy generation module 14 is used for the degree of risk according to assembly, in conjunction with maintainability and warp
Ji sexual factor generates maintenance policy.
This preferred embodiment constructs the module architectures that maintenance policy obtains system 1.
Preferably, described monitoring policy includes:
(1) determine the monitoring item in each assembly, and monitoring item is divided into general monitoring item and crucial monitoring item;
(2) for general monitoring item, using wireless sensor network, the health status of monitoring item are monitored and record
Health status monitoring amount;
For crucial monitoring item, to monitoring item by the way of radio sensor network monitoring and personal monitoring combine
Health status are monitored, if the wireless senser health status monitoring amount of certain key monitoring item is m1, artificial health status prison
It is measured as m2, due to may be affected by temperature during Sensor monitoring, introduce temperature correction factor ξ, for not being subject to temperature shadow
The sensor ringing, makes ξ=1, for the sensor of temperature influence,Wherein t is monitored for sensor
When ambient temperature, t0For the standard temperature being suitable for during Sensor monitoring, then its final health status monitoring amount m is true using following formula
Fixed:
In formula, c is the constant according to monitoring item reasonable error range set;
This preferred embodiment is divided into general monitoring item and crucial monitoring item by monitoring item, and carries out in different ways
Monitoring, had both saved monitoring cost, had obtained monitoring result with a high credibility again.
Preferably, health status monitoring amount normalization is expressed as by described data preprocessing module 12:
When being in when health status monitoring amount reaches maximum the best situation of corresponding monitoring item health status:
When being in when health status monitoring amount reaches minimum the best situation of corresponding monitoring item health status,
In formula, m represents the original health monitoring variable of a certain monitoring item, and n represents the health after this monitoring item normalization
Status monitoring amount, l is the health status monitoring amount lower limit of this monitoring item, and h is the health status monitoring amount upper limit of this monitoring item
Value.
Because the monitoring meanss that different monitoring projects is taken are different, the order of magnitude of the monitoring result obtaining is different, single
Position is also different, and this preferred embodiment is normalized to health status monitoring amount, conveniently carries out comprehensive assessment to assembly.
Preferably, the described degree of risk determining assembly, comprising:
(1) by the health status monitoring amount weighted average after various Monitoring Data normalization of originating, obtain assembly and be good for
Health status monitoring index:
In formula, s represents assembly health status monitoring index, niFor i-th monitoring item health status monitoring amount, i=1,
2 ..., k, wiAccording to each health status monitoring amount niThe weight factor of significance level setting in assembly;
Set secure threshold ts, ts∈ [0.4,0.5], if health status monitoring index s are less than secure threshold ts, then judge
Health status monitoring index s are in exception;
(2) utilize history state of health data and historical failure rate data, set up the failure rate model repaired of equipment:
In formula, r can repair fault rate for equipment, and s ' is equipment condition monitoring index, and a, b, d are three undetermined constants,
It is the corrected parameter being produced according to practical application condition difference;
Wherein, the value of parameter a, b, d is determined by historical state data and historical failure rate data, particularly as follows:
If equipment inner assembly number is l, certain assembly zjIn certain time period tjThe number of times inside breaking down is fj, it is corresponding
Health status monitoring index is sj, by the health status monitoring index s of multiple assembliesjWith the number of times f breaking downjCollect,
The then overall health status monitoring index of equipment and fault rate computing formula can be repaired be represented by:
By the above-mentioned health status monitoring index and failure rate model repaired that fault rate iteration enters equipment can be repaired, thus
Determine the value of parameter a, b, d;
(3) failure rate model repaired according to equipment, tries to achieve degree of risk x of each assemblyj:
In formula, j=1 ..., l,Represent and be in abnormal assembly zjHealth status monitoring index, r (s1..., sj...,
sl) each assembly monitoring index of expression be s1..., sj..., slWhen power system can repair fault rate.
This preferred embodiment sets up the failure rate model repaired of assembly health status monitoring index and power system, from
And determine the degree of risk of each assembly, be capable of more science weighs the impact journey that component failure produces to equipment dependability
Degree, thus being conducive to entering row major maintenance for the big faulty components of influence degree, saves maintenance cost, maintenance policy is more than
It is decided by the state of assembly itself, and is also dependent upon the impact to equipment dependability for the component failures, make maintenance policy more objective
See and reliable.
Preferably, described combination maintainability and economic factors generate maintenance policy, comprising:
(1) it is stored in data base by the predetermined maintenance policy desired parameters of expert group and by this parameter, described maintenance plan
Slightly desired parameters include: maintenance difficulty m when each monitoring item abnormal for each assemblyjiWith maintenance economic value eji, the wind of assembly
Dangerous degree xj, described maintenance difficulty mjiWith maintenance economic value ejiShared weight w (xj)、w(mji)、w(eji), wherein said dimension
Repair economic value ejThe ratio being worth with assembly for maintenance cost;
(2) setting determines assembly to be repaired as d according to abnormal health status monitoring indexj, j=1 ..., ld, ldFor waiting to tie up
Repair the number of assembly, according to assembly d to be repairedjEach exception monitoring item i (i=1,2 ..., k) transfer corresponding maintenance difficulty mji
With maintenance economic value eji, calculate comprehensive maintenance difficulty m of assembly to be repairedji' and comprehensive maintenance economic value eji':
(3) calculate the maintenance tendency degree of each assembly to be repaired
Maintenance tendency degree to each assembly to be repairedSorted from big to small, so that it is determined that each assembly to be repaired
Maintenance sequencing, i.e. preferential maintenance larger maintenance tendency degreeCorresponding assembly to be repaired;In addition, according to assembly to be repaired
Corresponding comprehensive maintenance difficulty mji' determine corresponding maintenance program, thus generating the maintenance policy of optimum.
This preferred embodiment has formulated the generating mode of optimum maintenance policy, and method is objective simple, the generation of maintenance policy
Consider the maintainability in addition to degree of risk and economic factors, increased objectivity and the reliability of maintenance policy formulation,
And in the face of in a large number wait the assembly to be repaired passed judgment on when, greatly reduce workload, improve work efficiency, and preferably protect
Hold the concordance of judge.
In this application scenarios, set secure threshold ts=0.42, the exception of health status monitoring index passes judgment on precision phase
To improve 9.5%, the reliability of equipment improves 11% relatively.
Application scenarios 3
Referring to Fig. 1, Fig. 2, one kind of an embodiment of this application scene has digital video record and adjustable carries
Awake interactive TV system maintenance system, obtains system, described maintenance policy including interactive TV system and maintenance policy
Acquisition system includes data acquisition module, data preprocessing module, risk determining module, maintenance policy generation module, described friendship
Mutually formula television system, the device selecting including the user for receiving TV programme interested, wherein this TV programme have
Scheduled broadcast time;
Selected interested to determine whether user watches in described scheduled broadcast time for monitoring user's set
TV Festival destination device;
If determining that user is not emerging in the selected sense of described scheduled broadcast time viewing for the device for monitoring
The TV programme of interest then provide the device of the record of selected TV programme interested after described scheduled broadcast time.
Preferably, if described interactive TV system also includes determining user based on described by the device by monitoring
Drawing broadcast time have viewed selected TV programme interested and then receives a request to record selected TV interested
Program is used for the device watched after a while of user.
This preferred embodiment can save user time.
Preferably, the device for providing the record of TV programme includes: for interested using video recorder records
TV Festival destination device;
For allowing user in the section destination device of later time viewing record.
This preferred embodiment is easy to subsequently find program of interest.
Preferably, described maintenance policy acquisition system 1 includes data acquisition module 11, data preprocessing module 12, risk
Determining module 13, maintenance policy generation module 14;Described data acquisition module 11 is used for gathering Monitoring Data according to monitoring policy;
Described data preprocessing module 12 is used for being normalized pretreatment to Monitoring Data;Described risk determining module 13 is used for determining
The degree of risk of assembly;Described maintenance policy generation module 14 is used for the degree of risk according to assembly, in conjunction with maintainability and warp
Ji sexual factor generates maintenance policy.
This preferred embodiment constructs the module architectures that maintenance policy obtains system 1.
Preferably, described monitoring policy includes:
(1) determine the monitoring item in each assembly, and monitoring item is divided into general monitoring item and crucial monitoring item;
(2) for general monitoring item, using wireless sensor network, the health status of monitoring item are monitored and record
Health status monitoring amount;
For crucial monitoring item, to monitoring item by the way of radio sensor network monitoring and personal monitoring combine
Health status are monitored, if the wireless senser health status monitoring amount of certain key monitoring item is m1, artificial health status prison
It is measured as m2, due to may be affected by temperature during Sensor monitoring, introduce temperature correction factor ξ, for not being subject to temperature shadow
The sensor ringing, makes ξ=1, for the sensor of temperature influence,Wherein t is monitored for sensor
When ambient temperature, t0For the standard temperature being suitable for during Sensor monitoring, then its final health status monitoring amount m is true using following formula
Fixed:
In formula, c is the constant according to monitoring item reasonable error range set;
This preferred embodiment is divided into general monitoring item and crucial monitoring item by monitoring item, and carries out in different ways
Monitoring, had both saved monitoring cost, had obtained monitoring result with a high credibility again.
Preferably, health status monitoring amount normalization is expressed as by described data preprocessing module 12:
When being in when health status monitoring amount reaches maximum the best situation of corresponding monitoring item health status:
When being in when health status monitoring amount reaches minimum the best situation of corresponding monitoring item health status,
In formula, m represents the original health monitoring variable of a certain monitoring item, and n represents the health after this monitoring item normalization
Status monitoring amount, l is the health status monitoring amount lower limit of this monitoring item, and h is the health status monitoring amount upper limit of this monitoring item
Value.
Because the monitoring meanss that different monitoring projects is taken are different, the order of magnitude of the monitoring result obtaining is different, single
Position is also different, and this preferred embodiment is normalized to health status monitoring amount, conveniently carries out comprehensive assessment to assembly.
Preferably, the described degree of risk determining assembly, comprising:
(1) by the health status monitoring amount weighted average after various Monitoring Data normalization of originating, obtain assembly and be good for
Health status monitoring index:
In formula, s represents assembly health status monitoring index, niFor i-th monitoring item health status monitoring amount, i=1,
2 ..., k, wiAccording to each health status monitoring amount niThe weight factor of significance level setting in assembly;
Set secure threshold ts, ts∈ [0.4,0.5], if health status monitoring index s are less than secure threshold ts, then judge
Health status monitoring index s are in exception;
(2) utilize history state of health data and historical failure rate data, set up the failure rate model repaired of equipment:
In formula, r can repair fault rate for equipment, and s ' is equipment condition monitoring index, and a, b, d are three undetermined constants,
It is the corrected parameter being produced according to practical application condition difference;
Wherein, the value of parameter a, b, d is determined by historical state data and historical failure rate data, particularly as follows:
If equipment inner assembly number is l, certain assembly zjIn certain time period tjThe number of times inside breaking down is fj, it is corresponding
Health status monitoring index is sj, by the health status monitoring index s of multiple assembliesjWith the number of times f breaking downjCollect,
The then overall health status monitoring index of equipment and fault rate computing formula can be repaired be represented by:
By the above-mentioned health status monitoring index and failure rate model repaired that fault rate iteration enters equipment can be repaired, thus
Determine the value of parameter a, b, d;
(3) failure rate model repaired according to equipment, tries to achieve degree of risk x of each assemblyj:
In formula, j=1 ..., l,Represent and be in abnormal assembly zjHealth status monitoring index, r (s1..., sj...,
sl) each assembly monitoring index of expression be s1..., sj..., slWhen power system can repair fault rate.
This preferred embodiment sets up the failure rate model repaired of assembly health status monitoring index and power system, from
And determine the degree of risk of each assembly, be capable of more science weighs the impact journey that component failure produces to equipment dependability
Degree, thus being conducive to entering row major maintenance for the big faulty components of influence degree, saves maintenance cost, maintenance policy is more than
It is decided by the state of assembly itself, and is also dependent upon the impact to equipment dependability for the component failures, make maintenance policy more objective
See and reliable.
Preferably, described combination maintainability and economic factors generate maintenance policy, comprising:
(1) it is stored in data base by the predetermined maintenance policy desired parameters of expert group and by this parameter, described maintenance plan
Slightly desired parameters include: maintenance difficulty m when each monitoring item abnormal for each assemblyjiWith maintenance economic value eji, the wind of assembly
Dangerous degree xj, described maintenance difficulty mjiWith maintenance economic value ejiShared weight w (xj)、w(mji)、w(eji), wherein said dimension
Repair economic value ejThe ratio being worth with assembly for maintenance cost;
(2) setting determines assembly to be repaired as d according to abnormal health status monitoring indexj, j=1 ..., ld, ldFor waiting to tie up
Repair the number of assembly, according to assembly d to be repairedjEach exception monitoring item i (i=1,2 ..., k) transfer corresponding maintenance difficulty mji
With maintenance economic value eji, calculate comprehensive maintenance difficulty m of assembly to be repairedji' and comprehensive maintenance economic value eji':
(3) calculate the maintenance tendency degree of each assembly to be repaired
Maintenance tendency degree to each assembly to be repairedSorted from big to small, so that it is determined that each assembly to be repaired
Maintenance sequencing, i.e. preferential maintenance larger maintenance tendency degreeCorresponding assembly to be repaired;In addition, according to assembly to be repaired
Corresponding comprehensive maintenance difficulty mji' determine corresponding maintenance program, thus generating the maintenance policy of optimum.
This preferred embodiment has formulated the generating mode of optimum maintenance policy, and method is objective simple, the generation of maintenance policy
Consider the maintainability in addition to degree of risk and economic factors, increased objectivity and the reliability of maintenance policy formulation,
And in the face of in a large number wait the assembly to be repaired passed judgment on when, greatly reduce workload, improve work efficiency, and preferably protect
Hold the concordance of judge.
In this application scenarios, set secure threshold ts=0.45, the exception of health status monitoring index passes judgment on precision phase
To improve 9.2%, the reliability of equipment improves 10% relatively.
Application scenarios 4
Referring to Fig. 1, Fig. 2, one kind of an embodiment of this application scene has digital video record and adjustable carries
Awake interactive TV system maintenance system, obtains system, described maintenance policy including interactive TV system and maintenance policy
Acquisition system includes data acquisition module, data preprocessing module, risk determining module, maintenance policy generation module, described friendship
Mutually formula television system, the device selecting including the user for receiving TV programme interested, wherein this TV programme have
Scheduled broadcast time;
Selected interested to determine whether user watches in described scheduled broadcast time for monitoring user's set
TV Festival destination device;
If determining that user is not emerging in the selected sense of described scheduled broadcast time viewing for the device for monitoring
The TV programme of interest then provide the device of the record of selected TV programme interested after described scheduled broadcast time.
Preferably, if described interactive TV system also includes determining user based on described by the device by monitoring
Drawing broadcast time have viewed selected TV programme interested and then receives a request to record selected TV interested
Program is used for the device watched after a while of user.
This preferred embodiment can save user time.
Preferably, the device for providing the record of TV programme includes: for interested using video recorder records
TV Festival destination device;
For allowing user in the section destination device of later time viewing record.
This preferred embodiment is easy to subsequently find program of interest.
Preferably, described maintenance policy acquisition system 1 includes data acquisition module 11, data preprocessing module 12, risk
Determining module 13, maintenance policy generation module 14;Described data acquisition module 11 is used for gathering Monitoring Data according to monitoring policy;
Described data preprocessing module 12 is used for being normalized pretreatment to Monitoring Data;Described risk determining module 13 is used for determining
The degree of risk of assembly;Described maintenance policy generation module 14 is used for the degree of risk according to assembly, in conjunction with maintainability and warp
Ji sexual factor generates maintenance policy.
This preferred embodiment constructs the module architectures that maintenance policy obtains system 1.
Preferably, described monitoring policy includes:
(1) determine the monitoring item in each assembly, and monitoring item is divided into general monitoring item and crucial monitoring item;
(2) for general monitoring item, using wireless sensor network, the health status of monitoring item are monitored and record
Health status monitoring amount;
For crucial monitoring item, to monitoring item by the way of radio sensor network monitoring and personal monitoring combine
Health status are monitored, if the wireless senser health status monitoring amount of certain key monitoring item is m1, artificial health status prison
It is measured as m2, due to may be affected by temperature during Sensor monitoring, introduce temperature correction factor ξ, for not being subject to temperature shadow
The sensor ringing, makes ξ=1, for the sensor of temperature influence,Wherein t is monitored for sensor
When ambient temperature, t0For the standard temperature being suitable for during Sensor monitoring, then its final health status monitoring amount m is true using following formula
Fixed:
In formula, c is the constant according to monitoring item reasonable error range set;
This preferred embodiment is divided into general monitoring item and crucial monitoring item by monitoring item, and carries out in different ways
Monitoring, had both saved monitoring cost, had obtained monitoring result with a high credibility again.
Preferably, health status monitoring amount normalization is expressed as by described data preprocessing module 12:
When being in when health status monitoring amount reaches maximum the best situation of corresponding monitoring item health status:
When being in when health status monitoring amount reaches minimum the best situation of corresponding monitoring item health status,
In formula, m represents the original health monitoring variable of a certain monitoring item, and n represents the health after this monitoring item normalization
Status monitoring amount, l is the health status monitoring amount lower limit of this monitoring item, and h is the health status monitoring amount upper limit of this monitoring item
Value.
Because the monitoring meanss that different monitoring projects is taken are different, the order of magnitude of the monitoring result obtaining is different, single
Position is also different, and this preferred embodiment is normalized to health status monitoring amount, conveniently carries out comprehensive assessment to assembly.
Preferably, the described degree of risk determining assembly, comprising:
(1) by the health status monitoring amount weighted average after various Monitoring Data normalization of originating, obtain assembly and be good for
Health status monitoring index:
In formula, s represents assembly health status monitoring index, niFor i-th monitoring item health status monitoring amount, i=1,
2 ..., k, wiAccording to each health status monitoring amount niThe weight factor of significance level setting in assembly;
Set secure threshold ts, ts∈ [0.4,0.5], if health status monitoring index s are less than secure threshold ts, then judge
Health status monitoring index s are in exception;
(2) utilize history state of health data and historical failure rate data, set up the failure rate model repaired of equipment:
In formula, r can repair fault rate for equipment, and s ' is equipment condition monitoring index, and a, b, d are three undetermined constants,
It is the corrected parameter being produced according to practical application condition difference;
Wherein, the value of parameter a, b, d is determined by historical state data and historical failure rate data, particularly as follows:
If equipment inner assembly number is l, certain assembly zjIn certain time period tjThe number of times inside breaking down is fj, it is corresponding
Health status monitoring index is sj, by the health status monitoring index s of multiple assembliesjWith the number of times f breaking downjCollect,
The then overall health status monitoring index of equipment and fault rate computing formula can be repaired be represented by:
By the above-mentioned health status monitoring index and failure rate model repaired that fault rate iteration enters equipment can be repaired, thus
Determine the value of parameter a, b, d;
(3) failure rate model repaired according to equipment, tries to achieve degree of risk x of each assemblyj:
In formula, j=1 ..., l,Represent and be in abnormal assembly zjHealth status monitoring index, r (s1..., sj...,
sl) each assembly monitoring index of expression be s1..., sj..., slWhen power system can repair fault rate.
This preferred embodiment sets up the failure rate model repaired of assembly health status monitoring index and power system, from
And determine the degree of risk of each assembly, be capable of more science weighs the impact journey that component failure produces to equipment dependability
Degree, thus being conducive to entering row major maintenance for the big faulty components of influence degree, saves maintenance cost, maintenance policy is more than
It is decided by the state of assembly itself, and is also dependent upon the impact to equipment dependability for the component failures, make maintenance policy more objective
See and reliable.
Preferably, described combination maintainability and economic factors generate maintenance policy, comprising:
(1) it is stored in data base by the predetermined maintenance policy desired parameters of expert group and by this parameter, described maintenance plan
Slightly desired parameters include: maintenance difficulty m when each monitoring item abnormal for each assemblyjiWith maintenance economic value eji, the wind of assembly
Dangerous degree xj, described maintenance difficulty mjiWith maintenance economic value ejiShared weight w (xj)、w(mji)、w(eji), wherein said dimension
Repair economic value ejThe ratio being worth with assembly for maintenance cost;
(2) setting determines assembly to be repaired as d according to abnormal health status monitoring indexj, j=1 ..., ld, ldFor waiting to tie up
Repair the number of assembly, according to assembly d to be repairedjEach exception monitoring item i (i=1,2 ..., k) transfer corresponding maintenance difficulty mji
With maintenance economic value eji, calculate comprehensive maintenance difficulty m of assembly to be repairedji' and comprehensive maintenance economic value eji':
(3) calculate the maintenance tendency degree of each assembly to be repaired
Maintenance tendency degree to each assembly to be repairedSorted from big to small, so that it is determined that each assembly to be repaired
Maintenance sequencing, i.e. preferential maintenance larger maintenance tendency degreeCorresponding assembly to be repaired;In addition, according to assembly to be repaired
Corresponding comprehensive maintenance difficulty mji' determine corresponding maintenance program, thus generating the maintenance policy of optimum.
This preferred embodiment has formulated the generating mode of optimum maintenance policy, and method is objective simple, the generation of maintenance policy
Consider the maintainability in addition to degree of risk and economic factors, increased objectivity and the reliability of maintenance policy formulation,
And in the face of in a large number wait the assembly to be repaired passed judgment on when, greatly reduce workload, improve work efficiency, and preferably protect
Hold the concordance of judge.
In this application scenarios, set secure threshold ts=0.48, the exception of health status monitoring index passes judgment on precision phase
To improve 9%, the reliability of equipment improves 9% relatively.
Application scenarios 5
Referring to Fig. 1, Fig. 2, one kind of an embodiment of this application scene has digital video record and adjustable carries
Awake interactive TV system maintenance system, obtains system, described maintenance policy including interactive TV system and maintenance policy
Acquisition system includes data acquisition module, data preprocessing module, risk determining module, maintenance policy generation module, described friendship
Mutually formula television system, the device selecting including the user for receiving TV programme interested, wherein this TV programme have
Scheduled broadcast time;
Selected interested to determine whether user watches in described scheduled broadcast time for monitoring user's set
TV Festival destination device;
If determining that user is not emerging in the selected sense of described scheduled broadcast time viewing for the device for monitoring
The TV programme of interest then provide the device of the record of selected TV programme interested after described scheduled broadcast time.
Preferably, if described interactive TV system also includes determining user based on described by the device by monitoring
Drawing broadcast time have viewed selected TV programme interested and then receives a request to record selected TV interested
Program is used for the device watched after a while of user.
This preferred embodiment can save user time.
Preferably, the device for providing the record of TV programme includes: for interested using video recorder records
TV Festival destination device;
For allowing user in the section destination device of later time viewing record.
This preferred embodiment is easy to subsequently find program of interest.
Preferably, described maintenance policy acquisition system 1 includes data acquisition module 11, data preprocessing module 12, risk
Determining module 13, maintenance policy generation module 14;Described data acquisition module 11 is used for gathering Monitoring Data according to monitoring policy;
Described data preprocessing module 12 is used for being normalized pretreatment to Monitoring Data;Described risk determining module 13 is used for determining
The degree of risk of assembly;Described maintenance policy generation module 14 is used for the degree of risk according to assembly, in conjunction with maintainability and warp
Ji sexual factor generates maintenance policy.
This preferred embodiment constructs the module architectures that maintenance policy obtains system 1.
Preferably, described monitoring policy includes:
(1) determine the monitoring item in each assembly, and monitoring item is divided into general monitoring item and crucial monitoring item;
(2) for general monitoring item, using wireless sensor network, the health status of monitoring item are monitored and record
Health status monitoring amount;
For crucial monitoring item, to monitoring item by the way of radio sensor network monitoring and personal monitoring combine
Health status are monitored, if the wireless senser health status monitoring amount of certain key monitoring item is m1, artificial health status prison
It is measured as m2, due to may be affected by temperature during Sensor monitoring, introduce temperature correction factor ξ, for not being subject to temperature shadow
The sensor ringing, makes ξ=1, for the sensor of temperature influence,Wherein t is monitored for sensor
When ambient temperature, t0For the standard temperature being suitable for during Sensor monitoring, then its final health status monitoring amount m is true using following formula
Fixed:
In formula, c is the constant according to monitoring item reasonable error range set;
This preferred embodiment is divided into general monitoring item and crucial monitoring item by monitoring item, and carries out in different ways
Monitoring, had both saved monitoring cost, had obtained monitoring result with a high credibility again.
Preferably, health status monitoring amount normalization is expressed as by described data preprocessing module 12:
When being in when health status monitoring amount reaches maximum the best situation of corresponding monitoring item health status:
When being in when health status monitoring amount reaches minimum the best situation of corresponding monitoring item health status,
In formula, m represents the original health monitoring variable of a certain monitoring item, and n represents the health after this monitoring item normalization
Status monitoring amount, l is the health status monitoring amount lower limit of this monitoring item, and h is the health status monitoring amount upper limit of this monitoring item
Value.
Because the monitoring meanss that different monitoring projects is taken are different, the order of magnitude of the monitoring result obtaining is different, single
Position is also different, and this preferred embodiment is normalized to health status monitoring amount, conveniently carries out comprehensive assessment to assembly.
Preferably, the described degree of risk determining assembly, comprising:
(1) by the health status monitoring amount weighted average after various Monitoring Data normalization of originating, obtain assembly and be good for
Health status monitoring index:
In formula, s represents assembly health status monitoring index, niFor i-th monitoring item health status monitoring amount, i=1,
2 ..., k, wiAccording to each health status monitoring amount niThe weight factor of significance level setting in assembly;
Set secure threshold ts, ts∈ [0.4,0.5], if health status monitoring index s are less than secure threshold ts, then judge
Health status monitoring index s are in exception;
(2) utilize history state of health data and historical failure rate data, set up the failure rate model repaired of equipment:
In formula, r can repair fault rate for equipment, and s ' is equipment condition monitoring index, and a, b, d are three undetermined constants,
It is the corrected parameter being produced according to practical application condition difference;
Wherein, the value of parameter a, b, d is determined by historical state data and historical failure rate data, particularly as follows:
If equipment inner assembly number is l, certain assembly zjIn certain time period tjThe number of times inside breaking down is fj, it is corresponding
Health status monitoring index is sj, by the health status monitoring index s of multiple assembliesjWith the number of times f breaking downjCollect,
The then overall health status monitoring index of equipment and fault rate computing formula can be repaired be represented by:
By the above-mentioned health status monitoring index and failure rate model repaired that fault rate iteration enters equipment can be repaired, thus
Determine the value of parameter a, b, d;
(3) failure rate model repaired according to equipment, tries to achieve degree of risk x of each assemblyj:
In formula, j=1 ..., l,Represent and be in abnormal assembly zjHealth status monitoring index, r (s1..., sj...,
sl) each assembly monitoring index of expression be s1..., sj..., slWhen power system can repair fault rate.
This preferred embodiment sets up the failure rate model repaired of assembly health status monitoring index and power system, from
And determine the degree of risk of each assembly, be capable of more science weighs the impact journey that component failure produces to equipment dependability
Degree, thus being conducive to entering row major maintenance for the big faulty components of influence degree, saves maintenance cost, maintenance policy is more than
It is decided by the state of assembly itself, and is also dependent upon the impact to equipment dependability for the component failures, make maintenance policy more objective
See and reliable.
Preferably, described combination maintainability and economic factors generate maintenance policy, comprising:
(1) it is stored in data base by the predetermined maintenance policy desired parameters of expert group and by this parameter, described maintenance plan
Slightly desired parameters include: maintenance difficulty m when each monitoring item abnormal for each assemblyjiWith maintenance economic value eji, the wind of assembly
Dangerous degree xj, described maintenance difficulty mjiWith maintenance economic value ejiShared weight w (xj)、w(mji)、w(eji), wherein said dimension
Repair economic value ejThe ratio being worth with assembly for maintenance cost;
(2) setting determines assembly to be repaired as d according to abnormal health status monitoring indexj, j=1 ..., ld, ldFor waiting to tie up
Repair the number of assembly, according to assembly d to be repairedjEach exception monitoring item i (i=1,2 ..., k) transfer corresponding maintenance difficulty mji
With maintenance economic value eji, calculate comprehensive maintenance difficulty m of assembly to be repairedji' and comprehensive maintenance economic value eji':
(3) calculate the maintenance tendency degree of each assembly to be repaired
Maintenance tendency degree to each assembly to be repairedSorted from big to small, so that it is determined that each assembly to be repaired
Maintenance sequencing, i.e. preferential maintenance larger maintenance tendency degreeCorresponding assembly to be repaired;In addition, according to assembly to be repaired
Corresponding comprehensive maintenance difficulty mji' determine corresponding maintenance program, thus generating the maintenance policy of optimum.
This preferred embodiment has formulated the generating mode of optimum maintenance policy, and method is objective simple, the generation of maintenance policy
Consider the maintainability in addition to degree of risk and economic factors, increased objectivity and the reliability of maintenance policy formulation,
And in the face of in a large number wait the assembly to be repaired passed judgment on when, greatly reduce workload, improve work efficiency, and preferably protect
Hold the concordance of judge.
In this application scenarios, set secure threshold ts=0.5, the exception of health status monitoring index passes judgment on precision relatively
Improve 8.5%, the reliability of equipment improves 8% relatively.
Finally it should be noted that above example is only in order to illustrating technical scheme, rather than the present invention is protected
The restriction of shield scope, although having made to explain to the present invention with reference to preferred embodiment, those of ordinary skill in the art should
Work as understanding, technical scheme can be modified or equivalent, without deviating from the reality of technical solution of the present invention
Matter and scope.
Claims (3)
1. a kind of interactive TV system maintenance system with digital video record and adjustable reminders, is characterized in that, bag
Include interactive TV system and maintenance policy obtains system, described maintenance policy obtains system and includes data acquisition module, data
Pretreatment module, risk determining module, maintenance policy generation module, described interactive TV system, including emerging for receiving sense
The device that the user of the TV programme of interest selects, wherein this TV programme have scheduled broadcast time;
For monitoring user's set to determine whether user watches selected TV interested in described scheduled broadcast time
Section destination device;
If it is selected interested to determine that user does not watch in described scheduled broadcast time for the device for monitoring
TV programme then provide the device of the record of selected TV programme interested after described scheduled broadcast time.
2. a kind of interactive TV system dimension with digital video record and adjustable reminders according to claim 1
Repair system, it is characterized in that, if described interactive TV system also includes determining user described for the device for monitoring
Scheduled broadcast time have viewed selected TV programme interested and then receives a request to record selected electricity interested
It is used for the device watched after a while of user depending on program.
3. a kind of interactive TV system dimension with digital video record and adjustable reminders according to claim 2
Repair system, it is characterized in that, the device for providing the record of TV programme includes: for interested using video recorder records
TV Festival destination device;
For allowing user in the section destination device of later time viewing record.
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Citations (3)
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US20060251147A1 (en) * | 2005-05-06 | 2006-11-09 | Qualitrol Corporation | Transformer temperature monitoring and control |
CN102231859A (en) * | 2003-01-30 | 2011-11-02 | 联合视频制品公司 | Interactive television systems with digital video recording and adjustable reminders |
CN102495549A (en) * | 2011-11-22 | 2012-06-13 | 中联重科股份有限公司 | Remote maintenance decision system of engineering machinery and method thereof |
-
2016
- 2016-08-29 CN CN201610748414.1A patent/CN106358071A/en active Pending
Patent Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102231859A (en) * | 2003-01-30 | 2011-11-02 | 联合视频制品公司 | Interactive television systems with digital video recording and adjustable reminders |
US20060251147A1 (en) * | 2005-05-06 | 2006-11-09 | Qualitrol Corporation | Transformer temperature monitoring and control |
CN102495549A (en) * | 2011-11-22 | 2012-06-13 | 中联重科股份有限公司 | Remote maintenance decision system of engineering machinery and method thereof |
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