US8165528B2 - Interference mitigation in wireless networks - Google Patents
Interference mitigation in wireless networks Download PDFInfo
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- US8165528B2 US8165528B2 US11/965,070 US96507007A US8165528B2 US 8165528 B2 US8165528 B2 US 8165528B2 US 96507007 A US96507007 A US 96507007A US 8165528 B2 US8165528 B2 US 8165528B2
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L1/00—Arrangements for detecting or preventing errors in the information received
- H04L1/0001—Systems modifying transmission characteristics according to link quality, e.g. power backoff
- H04L1/0002—Systems modifying transmission characteristics according to link quality, e.g. power backoff by adapting the transmission rate
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L1/00—Arrangements for detecting or preventing errors in the information received
- H04L1/0001—Systems modifying transmission characteristics according to link quality, e.g. power backoff
- H04L1/0023—Systems modifying transmission characteristics according to link quality, e.g. power backoff characterised by the signalling
- H04L1/0025—Transmission of mode-switching indication
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L1/00—Arrangements for detecting or preventing errors in the information received
- H04L2001/0092—Error control systems characterised by the topology of the transmission link
Definitions
- This disclosure relates to interference mitigation in wireless networks.
- an access terminal When connecting to a radio network, an access terminal selects an access point from available radio network access points that are found to be within communication range. Network protocols are used in communicating between an access point and an access terminal.
- the 1xEV-DO protocol has been standardized by the TIA as TIA/EIA/IS-856, “CDMA2000 High Rate Packet Data Air Interface Specification,” 3GPP2 C.S0024-0, Version 4.0, Oct. 25, 2002, which is incorporated herein by reference.
- Revision A to this specification has been published as TIA/EIA/IS-856A, “CDMA2000 High Rate Packet Data Air Interface Specification,” 3GPP2 C.S0024-A, Version 2.0, Jul. 2005.
- Revision A is also incorporated herein by reference.
- Revision B to this specification has been published as TIA/EIA/IS-8560B, 3GPP2 C.S0024-B, version 1.0, May 2006, and is also incorporated herein by reference.
- Other wireless communication protocols may also be used.
- a method of enabling an access terminal to communicate with a private access point while mitigating interference caused by the access terminal includes determining a maximum allowable transmit rate of the access terminal for communication with the private access point. The method also includes causing the access terminal to communicate at a transmit rate at or below the maximum allowable transmit rate.
- Implementations may include one or more of the following features.
- the method may mitigate interference at a second access point.
- the second access point may include a macro access point.
- the second access point may include a second private access point.
- contributions to interference at the macro access point due to a set of N access terminals configured to communicate with a set of private access points may be constrained by a maximum interference limit for the macro access point.
- the set of N access terminals may include the access terminal.
- the set of private access points may include the private access point.
- determining the maximum allowable transmit rate may include satisfying a constraint based on the maximum interference limit given by the following inequality:
- ⁇ i 1 N ⁇ P i AT ⁇ G i M ⁇ ⁇ ⁇ ⁇ P I , max ;
- P i AT may be a transmit power of an i th access terminal of the set of N access terminals
- G i M may be the path gain from the i th access terminal to the macro access point
- ⁇ P I,max may be the maximum interference limit.
- Determining the maximum allowable transmit rate may further include receiving a value PG max,i .
- PG max,i may be an estimate of the maximum interference limit divided by a number N of access terminals of the set of N access terminals.
- Determining the maximum allowable transmit rate may further include estimating a path gain G i M from the i th access terminal to the macro access point, and receiving a maximum allowable transmit power value P max,i AT .
- P max,i AT may be based in part on the path gain G i M and the maximum interference limit.
- determining the maximum allowable transmit rate may include determining a first power value.
- the first power value may be a power received from the access terminal at the macro access point.
- Determining the maximum allowable transmit rate may also include estimating the maximum allowable transmit rate based in part on the first power value and on the maximum interference limit.
- Determining the first power value may include receiving a macro access point signal strength value and a private access point signal strength value from the access terminal.
- Determining the first power value may also include determining a second power value.
- R i , max T - 1 ⁇ ( P max , i AT P i , pilot AT ) ;
- the access terminal may be an i th access terminal of the set of N access terminals
- R i,max may be the maximum allowable transmit rate
- T ⁇ 1 (x) may be an inverse of a known mathematical function T(R) of a transmit rate R of the i th access terminal
- P max,i AT may be the estimated maximum allowable transmit power
- P i,pilot AT may be a pilot signal power of the i th access terminal.
- the estimated maximum allowable transmit power may be constant for all access terminals of the set of N access terminals.
- the method may further include estimating a path gain G i M from the i th access terminal to the macro access point, and sending the path gain G i M to a programmable server.
- the programmable server may be configured to manage the set of private access points.
- the programmable server may be configured to determine the estimated maximum allowable transmit power based in part on the path gain G i M and the maximum interference limit for the macro access point.
- the method may further include estimating a second path gain G i F from the i th access terminal to the private access point, and estimating a total power value Î O AT indicative of a total power measured by the access terminal.
- the path gain G i M and the second path gain G i F may be based in part on the total power value Î O AT .
- causing the access terminal to communicate at a transmit rate at or below the maximum allowable transmit rate may include setting an attribute on the access terminal to affect a maximum packet size of packets transmitted by the access terminal.
- the access terminal may communicate according to the EV-DO air interface standard.
- causing the access terminal to communicate at a transmit rate at or below the maximum allowable transmit rate may include sending a message to the access terminal.
- the access terminal may communicate according to the EV-DO air interface standard.
- a computer program product is tangibly embodied in one or more information carriers for enabling an access terminal to communicate with a private access point while mitigating interference caused by the access terminal.
- the computer program product includes instructions that are executable by one or more processing devices to determine a maximum allowable transmit rate of the access terminal for communication with the private access point.
- the computer program product also include instructions that are executable by the one or more processing devices to cause the access terminal to communicate at a transmit rate at or below the maximum allowable transmit rate.
- Implementations may include one or more of the following features.
- the computer program product may be for enabling the access terminal to communicate with the private access point while mitigating interference at a second access point.
- the second access point may include a macro access point.
- the second access point may include a private access point.
- contributions to interference at the macro access point due to a set of N access terminals configured to communicate with a set of private access points may be constrained by a maximum interference limit for the macro access point.
- the set of N access terminals may include the access terminal.
- the set of private access points may include the private access point.
- determining the maximum allowable transmit rate may include satisfying a constraint based on the maximum interference limit given by the following inequality:
- ⁇ i 1 N ⁇ P i AT ⁇ G i M ⁇ ⁇ ⁇ ⁇ P I , max ;
- P i AT may be a transmit power of an i th access terminal of the set of N access terminals
- G i M may be the path gain from the i th access terminal to the macro access point
- ⁇ P I,max may be the maximum interference limit.
- Determining the maximum allowable transmit rate may further include receiving a value PG max,i .
- PG max,i may be an estimate of the maximum interference limit divided by a number N of access terminals of the set of N access terminals.
- Determining the maximum allowable transmit rate may further include estimating a path gain G i M from the i th access terminal to the macro access point, and receiving a maximum allowable transmit power value P max,i AT .
- P max,i AT may be based in part on the path gain G i M and the maximum interference limit.
- determining the maximum allowable transmit rate may include determining a first power value.
- the first power value may be a power received from the access terminal at the macro access point.
- Determining the maximum allowable transmit rate may also include estimating the maximum allowable transmit rate based in part on the first power value and on the maximum interference limit.
- Determining the first power value may include receiving a macro access point signal strength value and a private access point signal strength value from the access terminal.
- Determining the first power value may also include determining a second power value.
- the second power value may be a second power received from the access terminal at the private access point.
- Determining the first power value may also include determining the first power value based on the macro access point signal strength value, the private access point signal strength value, a private access point transmit power value, a macro access point transmit power value, and the second power value.
- R i , max T - 1 ⁇ ( P max , i AT P i , pilot AT ) ;
- the access terminal may be an i th access terminal of the set of N access terminals
- R i,max may be the maximum allowable transmit rate
- T ⁇ 1 (x) may be an inverse of a known mathematical function T(R) of a transmit rate R of the i th access terminal
- P max,i AT may be the estimated maximum allowable transmit power
- P i,pilot AT may be a pilot signal power of the i th access terminal.
- the estimated maximum allowable transmit power may be constant for all access terminals of the set of N access terminals.
- the computer program product may further include instructions that are executable by the one or more processing devices to estimate a path gain G i M from the i th access terminal to the macro access point, and send the path gain G i M to a programmable server.
- the programmable server may be configured to manage the set of private access points.
- the programmable server may be configured to determine the estimated maximum allowable transmit power based in part on the path gain G i M and the maximum interference limit for the macro access point.
- the computer program product may further include instructions that are executable by the one or more processing devices to estimate a second path gain G i F from the i th access terminal to the private access point, and estimate a total power value Î O AT indicative of a total power measured by the access terminal.
- the path gain G i M and the second path gain G i F may be based in part on the total power value Î O AT .
- causing the access terminal to communicate at a transmit rate at or below the maximum allowable transmit rate may include setting an attribute on the access terminal to affect a maximum packet size of packets transmitted by the access terminal.
- the access terminal may communicate according to the EV-DO air interface standard.
- causing the access terminal to communicate at a transmit rate at or below the maximum allowable transmit rate may include sending a message to the access terminal.
- the access terminal may communicate according to the EV-DO air interface standard.
- a system in some aspects, includes a private access point configured to enable an access terminal to communicate with the private access point and configured to mitigate interference caused by the access terminal.
- the private access point includes memory configured to store instructions for execution, and one or more processing devices configured to execute the instructions.
- the instructions are for causing the one or more processing devices to determine a maximum allowable transmit rate of the access terminal for communication with the private access point.
- the instructions are also for causing the one or more processing devices to cause the access terminal to communicate at a transmit rate at or below the maximum allowable transmit rate.
- Implementations may include one or more of the following features.
- the private access point may be configured to enable the access terminal to communicate with the private access point and configured to mitigate interference at a second access point.
- the second access point may include a macro access point.
- the second access point may include a private access point.
- contributions to interference at the macro access point due to a set of N access terminals configured to communicate with a set of private access points may be constrained by a maximum interference limit for the macro access point.
- the set of N access terminals may include the access terminal.
- the set of private access points may include the private access point.
- determining the maximum allowable transmit rate may include satisfying a constraint based on the maximum interference limit given by the following inequality:
- ⁇ i 1 N ⁇ P i AT ⁇ G i M ⁇ ⁇ ⁇ ⁇ P I , max ;
- P i AT may be a transmit power of an i th access terminal of the set of N access terminals
- G i M may be the path gain from the i th access terminal to the macro access point
- ⁇ P I,max may be the maximum interference limit.
- Determining the maximum allowable transmit rate may further include receiving a value PG max,i .
- PG max,i may be an estimate of the maximum interference limit divided by a number N of access terminals of the set of N access terminals.
- Determining the maximum allowable transmit rate may further include estimating a path gain G i,M from the i th access terminal to the macro access point, and receiving a maximum allowable transmit power value P max,i AT .
- P max,i AT may be based in part on the path gain G i M and the maximum interference limit.
- determining the maximum allowable transmit rate may include determining a first power value.
- the first power value may be a power received from the access terminal at the macro access point.
- Determining the maximum allowable transmit rate may also include estimating the maximum allowable transmit rate based in part on the first power value and on the maximum interference limit.
- Determining the first power value may include receiving a macro access point signal strength value and a private access point signal strength value from the access terminal.
- Determining the first power value may also include determining a second power value.
- the second power value may be a second power received from the access terminal at the private access point.
- Determining the first power value may also include determining the first power value based on the macro access point signal strength value, the private access point signal strength value, a private access point transmit power value, a macro access point transmit power value, and the second power value.
- R i , max T - 1 ⁇ ( P max , i AT P i , pilot AT ) ;
- the access terminal may be an i th access terminal of the set of N access terminals
- R i,max may be the maximum allowable transmit rate
- T ⁇ 1 (x) may be an inverse of a known mathematical function T(R) of a transmit rate R of the i th access terminal
- P max,i AT may be the estimated maximum allowable transmit power
- P i,pilot AT may be a pilot signal power of the i th access terminal.
- the estimated maximum allowable transmit power may be constant for all access terminals of the set of N access terminals.
- the method may further include estimating a path gain G i M from the i th access terminal to the macro access point, and sending the path gain G i M to a programmable server.
- the system may further include a programmable server that may be configured to manage the set of private access points.
- the programmable server may include a second memory configured to store second instructions for execution.
- the programmable server may also include a second set of one or more processing devices configured to execute the second instructions.
- the second instruction may be for causing the second set of one or more processing devices to determine the estimated maximum allowable transmit power based in part on the path gain G i M and the maximum interference limit for the macro access point.
- the method may further include estimating a second path gain G i F from the i th access terminal to the private access point, and estimating a total power value Î O AT indicative of a total power measured by the access terminal.
- the path gain G i M and the second path gain G i F may be based in part on the total power value Î O AT .
- causing the access terminal to communicate at a transmit rate at or below the maximum allowable transmit rate may include setting an attribute on the access terminal to affect a maximum packet size of packets transmitted by the access terminal.
- the access terminal may communicate according to the EV-DO air interface standard.
- causing the access terminal to communicate at a transmit rate at or below the maximum allowable transmit rate may include sending a message to the access terminal.
- the access terminal may communicate according to the EV-DO air interface standard.
- the foregoing methods may be implemented as a computer program product comprised of instructions that are stored on one or more machine-readable media, and that are executable on one or more processing devices.
- the foregoing methods may be implemented as an apparatus or system that includes one or more processing devices and memory to store executable instructions to implement the methods.
- a graphical user interface may be generated that is configured to provide a user with access to and at least some control over stored executable instructions to implement the methods.
- FIG. 1 shows a wireless network
- FIG. 2 shows a wireless network with a home networking deployment.
- FIG. 3 shows a wireless network
- Cellular wireless communications systems are designed to serve many access terminals distributed in a large geographic area by dividing the area into cells, as shown in FIG. 1 .
- a radio network access point 108 , 110 , 112 also referred to as a base transceiver station (BTS)
- BTS base transceiver station
- Each cell is often further divided into sectors 102 a - c, 104 a - c , 106 a - c by using multiple sectorized antennas.
- that cell's radio network access point may serve one or more sectors and may communicate with multiple access terminals in its cell.
- the radio access network (RAN) 100 shown in FIG. 1 uses an EV-DO protocol to transmit voice and data packets between an access terminal, e.g., access terminals 114 , 116 , and a radio network access point, e.g., access points 108 , 110 , 112 .
- an access terminal e.g., access terminals 114 , 116
- a radio network access point e.g., access points 108 , 110 , 112 .
- the access points 108 , 110 , 112 are connected over a backhaul connection 118 to radio network control/packet data serving nodes (RNC/PDSN) 120 , which may be one or more physical devices at different locations.
- RNC/PDSN radio network control/packet data serving nodes
- CDMA Code Division Multiple Access
- 1xRTT air interface standard for voice packet transmission
- GSM Global System for Mobile Communications
- UMTS Universal Mobile Telecommunications Service
- HSDPA High Speed Downlink Packet Access
- WiMax Worldwide Interoperability for Microwave Access
- WiBro Wireless Broadband
- WiFi Wireless Broadband
- a radio network access point 202 may be deployed in a user's home 200 in a similar manner as a WiFi® access point.
- a radio network access point is referred to as a private access point.
- the private access point 202 may use an available high-speed internet connection, such as a digital subscriber line (DSL) or cable modem 204 , as the backhaul with the RNC/PDSN functionality implemented in the private access point 202 .
- DSL digital subscriber line
- cable modem 204 cable modem 204
- Such a private access point may be installed anywhere, for example, in an office, a public space, or a restaurant. When this description refers to a private access point being in a “home,” that encompasses any such location.
- Private access points may include, for example, femtocells or picocells.
- a private access point may be integrated into a cable modem or other network hardware, such as a router or WiFi access point.
- an authorized access terminal 206 When an authorized access terminal 206 is present inside the home (or anywhere within range of the private access point 202 ), it may use the private access point 202 rather than a regular cellular radio network access point, such as access point 108 , to place or receive voice calls and data connections, even if the access terminal is otherwise within the cell 102 for that access point 108 .
- a regular cellular radio network access point such as access point 108
- Each private access point may store a list of one or more access terminals that are authorized to communicate with the particular private access point.
- a neighboring home 210 may have its own private access point 212 connected to its DSL or cable modem 214 for use by its owner's access terminal 216 .
- Neighboring private access points may operate independently, in part because real-time communications is difficult between neighboring private access points.
- Private access points may also operate in a licensed spectrum.
- the private access points 202 , 212 may communicate with a network 232 , e.g., a remote network or the Internet.
- the private access points 202 , 212 may communicate with the network 232 via respective backhaul connections 218 , 220 , e.g., a DSL or cable connections.
- the network 232 may include one or more remote programmable servers, e.g., servers 226 and 230 .
- a server database, e.g., database 228 may be included within at least one of the programmable servers, e.g., server 230 .
- many private access points in a given metropolitan area may operate on the same uplink/downlink frequency pair, or in one of a defined set of frequency pairs.
- the private access points may also operate on the same frequency as that of one or more macro access points located in the same metropolitan area. Because many access terminals that are using private access points may transmit at the same frequencies (the pair of uplink/downlink frequencies), the access terminals may interfere with the macro access points or the private access points, or both. Private access points may be configured to mitigate this interference in ways that may not require changes in the macro access points or the access terminals.
- the access terminal 206 by transmitting signals to the private access point 202 with which the access terminal 206 is authorized to communicate, i.e., by reverse link communications, may interfere with the macro access point 108 or another private access point 212 .
- Reverse link communications include transmissions from an access terminal to an access point.
- the private access point 202 alone or in combination with, e.g., the programmable server 230 , such as a service manager configured to manage a set of private access points (including the private access points 206 , 212 ), may transmit forward link communication messages (see, e.g., signals 302 f in FIG. 3 ) to the access terminal 206 to mitigate the effects of interference caused by the access terminal 206 .
- Forward link communications include transmissions from an access point to an access terminal.
- the programmable server 230 may communicate with private access points such as the private access point 202 , and the private access point 202 may send messages to the programmable server 230 .
- the access terminal 206 may cause interference 306 i to the macro access point 108 when the access terminal 206 communicates (see signals 306 r) with the private access point 202 .
- Numerous access terminals communicating with respective private access points may together contribute to and cause interference at a macro access point, such as the macro access point 108 .
- the transmit power of a particular access terminal such as access terminal 206 may be limited or reduced in order to reduce or mitigate interference at the macro access point 108 .
- a private access point such as the private access point 202
- a private access point may be unable to directly limit the transmit power of an access terminal.
- the transmit rate of an access terminal is related to the transmit power of the access terminal such that reducing or limiting the transmit rate of the access terminal will, in general, indirectly limit the transmit power of the access terminal.
- a private access point may enable an access terminal to communicate with the private access point and at the same time may attempt to mitigate interference (caused at least in part by the transmit power of the access terminal) at a macro access point.
- the access terminals under discussion are those access terminals that are configured to communicate with a set of private access points. Such access terminals may be referred to as private access point access terminals but for clarity and brevity may simply be referred to as access terminals.
- the impact of numerous access terminals communicating with respective private access points on the performance of an existing macro network that includes a macro access point 108 may in general be measured by the level of interference that the numerous access terminals cause at the macro access point 108 .
- a maximum interference limit for the macro access point 108 may be set.
- the maximum interference limit may be equivalent to the maximum allowable addition to the received power at the macro access point 108 due to the numerous access terminals in the macro network. That is, the maximum interference limit may constrain the contributions to interference at the macro access point 108 due to a set of N access terminals that may cause significant interference, a set that includes the access terminal 206 .
- the maximum interference limit may be denoted by ⁇ P I,max and may create an upper bound on the change in interference power at the macro access point as shown in the following inequality:
- ⁇ i 1 N ⁇ P i AT ⁇ G i M ⁇ ⁇ ⁇ ⁇ P I , max ( 1 )
- P i AT is the transmit power of the i th access terminal of the set of N access terminals
- G i M is the path gain from the i th access terminal to the macro access point 108
- ⁇ P I,max is the maximum interference limit.
- the transmit power P i AT multiplied by the path gain G i M gives the received power of the i th access terminal at the macro access point 108 ; that is, the contribution of the i th access terminal to interference at the macro access point 108 .
- satisfying the constraint of equation (1) involves keeping the sum of the received power of the access terminals at the macro access point 108 at or below the maximum interference limit.
- the private access point 202 (alone or in combination with the programmable server 230 ) may determine a maximum allowable transmit rate of the access terminal 206 for reverse link communication with the private access point 202 . Then, the private access point 202 may cause the access terminal 206 to communicate at a transmit rate at or below the maximum allowable transmit rate.
- the private access point 202 may use the constraint given in equation (1) to estimate the maximum allowable transmit rate for reverse link communications by numerous techniques.
- One technique is driven by several assumptions, applied to equation (1).
- One assumption is that each access terminal of the set of N access terminals is permitted to have a limit on its own transmit power, a maximum allowable transmit power P i,max AT , that will, in general, be permitted to vary across the set of N access terminals.
- a second assumption is that the maximum value P i,max AT G i M of the received power P i AT G i M of the i th access terminal at the macro access point 108 , at any given time, is constant across the set of N access terminals. That is, the each access terminal of the set of N access terminals is assumed to have the same maximum contribution to the interference power at the macro access point 108 .
- a second technique for estimating the maximum allowable transmit rate for reverse link communications is based on the assumption, applied to equation (1), that the maximum allowable transmit power P max,f AT at any given time, is constant across the set of N access terminals; that is, the set of N access terminals are assumed to have the same transmit power for purposes of equation 1.
- the following techniques may be dynamically performed, with updated calculations being performed on a continuous basis at certain time intervals.
- the first technique for estimating the maximum allowable transmit rate for reverse link communications by an access terminal applies to equation (1) the assumptions that (a) a maximum allowable transmit power P i,max AT is variable across the set of N access terminals, and that (b) the maximum value P i,max AT G i M of the contribution of the i th access terminal to the interference power at the macro access point 108 is constant across the set of N access terminals.
- the programmable server 230 may be a private access point service manager that may be configured to manage a set of private access points, including the private access point 202 .
- the programmable server 230 may compute an effective value of the right hand side of equation (2), that is
- the maximum interference limit ⁇ P I,max may be provided by the macro access point 108 or may be otherwise known to the programmable server 230 .
- N may represent the number of access terminals that are susceptible to cause substantial interference to a specific macro access point 108 , based on, for example, the relative location of access terminals to the macro access point 108 .
- the programmable server 230 may take in consideration where the set of private access points and the access terminals are located. This may mean, for example, that N represents less than all of the private access point access terminals within a particular macro network. This may also mean that N may vary with time; that is, as updated calculations according to the technique are performed, different numbers N of access terminals may cause substantial interference to the macro access point 108 at different times, and the updated calculations may so reflect.
- N may represent all of the private access point access terminals within a particular macro network that includes the macro access point 108 .
- Various values and definitions for the number of access terminals N in equation (2) are possible.
- the programmable server 230 such as a service manager configured to manage the set of private access points, may provide an effective value or estimate
- the programmable server 230 may arrive at the value PG max,i by taking into consideration other macro access points in addition to the specific macro access point 108 , that may be located near a particular private access point, so that the estimated value PG max,i does not lead to a calculated access terminal transmit rate or rate limit that impacts the other macro access points. That is, the programmable server 230 may not determine its estimate
- the private access point 202 may determine the maximum allowable transmit rate of the access terminal 206 according to the following technique by using values measured or computed at the private access point 202 along with values provided by the programmable server 230 (e.g., the value PG max,i ) and by the access terminal 206 .
- the i th access terminal of the set of N access terminals is referred to as access terminal 206 .
- the private access point 202 receives a macro access point signal strength value and a private access point signal strength value from the access terminal 206 , which may measure each signal strength value.
- the macro access point signal strength value may be a pilot signal strength ratio
- the private access point signal strength value may be a pilot signal strength ratio
- the transmit power P F of the private access point 202 is known to the private access point 202 .
- the transmit power P M of the macro access point 108 may also be known to the private access point 202 , since the macro access point 108 may transmit at a known power that may be sent to the programmable server 230 and eventually the private access point 202 . From these received and known values, the private access point 202 may determine the ratio
- G i M G i F ( ( P M ⁇ G M ) / I 0 AT ( P F ⁇ G F ) / I 0 AT ) ⁇ ( P F P M ) ( 3 )
- the private access point 202 may then determine the received pilot signal power P M G i M of the access terminal 206 at the macro access point 108 , according to the following relationship and by using equation ( 4 ) for M i :
- An access terminal such as access terminal 206 may transmit a signal that includes a pilot signal channel, other control channels having a corresponding power that is linked to the pilot signal power, and the data channel.
- the data channel transmit power is equal to the pilot signal multiplied by a function D(R i ) that will in general depend on a data channel transmit rate R i of the access terminal and on the type of traffic being transmitted (for example, voice or data).
- the function D(R i ) is a known mathematical function of the data channel transmit rate R i and is more well known in the EV-DO standard as the T2P ratio, or “Traffic to Pilot” ratio.
- the T2P ratio is the ratio of the data channel transmit power to the pilot signal transmit power P i,pilot AT .
- the private access point 202 having received the value PG max,i from the programmable server 202 , having measured the received pilot signal power M i from the access terminal 206 at the private access point 202 , and having determined the ratio
- G i M / G i F for the access terminal 206 may next estimate the maximum allowable (data channel) transmit rate of R i,max by applying an inverse function to the constraint in equation (8).
- the inverse function T ⁇ 1 (x) denotes the inverse of the mathematical function T(R i ) so that T 1 (x) returns the transmit rate R i that can be supported for a given
- the private access point 202 may then cause the access terminal 206 to communicate at a transmit rate at or below the maximum allowable transmit rate.
- the second technique for estimating the maximum allowable transmit rate for reverse link communications by an access terminal applies to equation (1) the assumption that the maximum allowable transmit power P max,f AT , at any given time, is constant across the set of N access terminals; that is, the set of N access terminals are assumed to have the same transmit power for purposes of equation 1.
- the transmit power P i AT of the i th access terminal of the set of N access terminals cannot exceed the maximum allowable transmit power P max,f AT .
- the programmable server 230 may be a private access point service manager that may be configured to manage a set of private access points, including the private access point 202 .
- the programmable server 230 may compute an effective value of the right hand side of equation (11), that is
- the maximum interference limit ⁇ P I,max may be provided by the macro access point 108 or may be otherwise known to the programmable server 230 .
- the programmable server 230 may not know the path gain G i M for each i th access terminal and may receive the path gain value G i M for the i th access terminal (e.g., access terminal 206 ) from the private access point (e.g., private access point 202 ) communicating with the i th access terminal.
- the i th access terminal of the set of N access terminals is referred to as access terminal 206 .
- the private access point 202 receives a macro access point signal strength value from the access terminal 206 , which may measure the macro access point signal strength value.
- the macro access point signal strength value may be a pilot signal strength ratio
- the transmit power P M of the macro access point 108 may be known to the private access point 202 , since the macro access point 108 may transmit at a known power that may be sent to the programmable server 230 and eventually the private access point 202 .
- the access terminal 206 may not report the total power I 0 AT measured by the access terminal 206 to the private access point 202 .
- the private access point 202 may need to estimate G i M using the values known to the private access point 202 along with an estimate Î 0 AT of the value I 0 AT . From these received, known, and estimated values, the private access point 202 may estimate G i M for the access terminal 206 in the following manner:
- the private access point 202 may first measure I 0 F ; that is, the total received power at the private access point 202 at a frequency used by the macro access point 108 .
- a receiver on the private access point 202 may periodically switch to the frequency used by the macro access point 108 from a frequency that the private access point 202 normally may use to receive signals from an access terminal such as access terminal 206 .
- the private access point 202 may, from time to time, “sniff,” for example, the total received power at the private access point 202 at the macro access point 108 frequency.
- the private access point may estimate Î 0 AT using statistical techniques based on, for example, observations of a relationship between I 0 AT and I 0 F . While I 0 AT and I 0 F are generally linked, a statistical relationship between I 0 AT and I 0 F may be imprecise and, in an implementation, may as such be periodically determined and updated based on, e.g., analysis of historical data and the like.
- the estimated value of G i M computed by the private access point 202 using the equation (12) may be forwarded to the programmable server 230 .
- the programmable server 230 such as a service manager configured to manage the set of private access points, may compute an effective value of the right hand side of equation (11), that is
- the programmable server 230 may provide the effective value or estimate P max AT here a constant for the set of private access points, to each private access point, such as the private access point 202 .
- the programmable server 230 may arrive at the value P max AT by taking into consideration other macro access points in addition to the specific macro access point 108 , that may be located near a particular private access point, so that the estimated value P max AT does not lead to a calculated access terminal transmit rate or rate limit that impacts the other macro access points. That is, the programmable server 230 may not determine its estimate
- the estimate P max AT may vary for each private access point and the value of the estimate applicable to the i th access terminal may be denoted as P max,i AT .
- the estimate P max,i AT may vary for each access terminal i.
- the estimate P max,i AT may vary for each particular private access point, but be may be constant for the one or more access terminals communicating with the particular private access point.
- the private access point 202 may determine that maximum allowable transmit rate of the access terminal 206 according to the following technique by using values measured or computed at the private access point 202 along with values provided by the programmable server 230 (e.g., the value P max,i AT ) and by the access terminal 206 .
- the i th access terminal of the set of N access terminals is referred to as access terminal 206 .
- the private access point 202 receives a private access point signal strength value from the access terminal 206 , which may measure the macro access point signal strength value.
- the private access point signal strength value may be a pilot signal strength ratio
- the transmit power P F of the private access point 202 is known to the private access point 202 . From these received and known values, the private access point 202 may determine the ratio
- the access terminal 206 may not report the total power I 0 AT measured by the access terminal 206 to the private access point 202 .
- the private access point 202 may need to estimate G i F using the values known to the private access point 202 along with an estimate Î 0 AT of the value I 0 AT as described above. From these received, known, and estimated values, the private access point 202 may estimate G i F for the access terminal 206 in the following manner:
- the private access point 202 having estimated the path gain G i M (see equation (12)) and having provided the estimated value G i M to the programmable server 202 , having received the estimate
- P max , i AT ⁇ ⁇ of ⁇ ⁇ ⁇ ⁇ ⁇ P I , max ⁇ i 1 N ⁇ G i M from the programmable server 202 , having measured the received pilot signal power M i from the access terminal 206 at the private access point 202 , and having estimated the path gain G i F (see equation (13)), may next estimate the maximum allowable (data channel) transmit rate of R i,max by applying an inverse function to the constraint in equation (16).
- the inverse function T ⁇ 1 (x) denotes the inverse of the mathematical function T(R i ) so that T ⁇ 1 (x) returns the transmit rate R i that can be supported for a given
- the private access point 202 may then cause the access terminal 206 to communicate at a transmit rate at or below the maximum allowable transmit rate.
- These techniques can also be used to mitigate interference between an access terminal, such as the access terminal 206 of FIG. 2 , and a private access point, such as the private access point 212 .
- the access terminal 206 when communicating with the private access point 202 , may cause interference at the private access point 212 if the private access point is operating on the same frequency.
- the interference reduction techniques discussed herein may be applied with few modifications to reduce interference at a private access point 212 by replacing the macro access point 108 with the private access point 212 in the description of these techniques.
- a private access point may use the UnicastReverseRateLim it command message to limit the maximum transmit rate of an access terminal such as the access terminal 206 . That is, the private access point 202 may send a UnicastReverseRateLimit command message to the access terminal 206 to cause the access terminal to communicate at a desired transmit rate.
- the PermittedPayload attribute may be used by a private access point such as private access point 202 to limit the maximum transmit rate of an access terminal such as the access terminal 206 .
- the PermittedPayload attribute while designed to prevent a rapid increase in packet-size of transmitted packets, may be used to limit the maximum transmit rate, and thus the transmit power, of the access terminal 206 . That is, setting the PermittedPayload attribute on the access terminal may affect the maximum packet size of packets transmitted by the access terminal and thus the transmit rate the access terminal, which in turn affects the transmit power.
- the PermittedPayload attribute may be set on the fly by the private access point 202 using a GAUP (General Attribute Update Protocol) procedure.
- GAUP General Attribute Update Protocol
- the techniques described above employ the EV-DO air interface standard, the techniques may be applicable to other air interface technologies in which, for example, access terminals contribute to interference at a macro access point or other access points.
- All or part of the processes can be implemented as a computer program product, e.g., a computer program tangibly embodied in one or more information carriers, e.g., in one or more machine-readable storage media or in a propagated signal, for execution by, or to control the operation of, data processing apparatus, e.g., a programmable processor, a computer, or multiple computers.
- a computer program can be written in any form of programming language, including compiled or interpreted languages, and it can be deployed in any form, including as a stand-alone program or as a module, component, subroutine, or other unit suitable for use in a computing environment.
- a computer program can be deployed to be executed on one computer or on multiple computers at one site or distributed across multiple sites and interconnected by a communication network.
- Actions associated with the processes can be performed by one or more programmable processors executing one or more computer programs to perform the functions of the processes.
- the actions can also be performed by, and the processes can be implemented as, special purpose logic circuitry, e.g., an FPGA (field programmable gate array) or an ASIC (application-specific integrated circuit).
- Modules can refer to portions of the computer program and/or the processor/special circuitry that implements that functionality.
- processors suitable for the execution of a computer program include, by way of example, both general and special purpose microprocessors, and any one or more processors of any kind of digital computer.
- one or more processors will receive instructions and data from a read-only memory or a random access memory or both.
- the essential elements of a computer are one or more processors for executing instructions and one or more memory devices for storing instructions and data.
- a computer will also include, or be operatively coupled to receive data from or transfer data to, or both, one or more mass storage devices for storing data, e.g., magnetic, magneto-optical disks, or optical disks.
- Information carriers suitable for embodying computer program instructions and data include all forms of non-volatile memory, including by way of example semiconductor memory devices, e.g., EPROM, EEPROM, and flash memory devices; magnetic disks, e.g., internal hard disks or removable disks; magneto-optical disks; and CD-ROM and DVD-ROM disks.
- semiconductor memory devices e.g., EPROM, EEPROM, and flash memory devices
- magnetic disks e.g., internal hard disks or removable disks
- magneto-optical disks e.g., CD-ROM and DVD-ROM disks.
- the processor and the memory can be supplemented by, or incorporated in special purpose logic circuitry.
- the techniques described herein can be implemented on a computer having a display device, e.g., a CRT (cathode ray tube) or LCD (liquid crystal display) monitor, for displaying information to the user and a keyboard and a pointing device, e.g., a mouse or a trackball, by which the user can provide input to the computer (e.g., interact with a user interface element, for example, by clicking a button on such a pointing device).
- a display device e.g., a CRT (cathode ray tube) or LCD (liquid crystal display) monitor
- a keyboard and a pointing device e.g., a mouse or a trackball
- feedback provided to the user can be any form of sensory feedback, e.g., visual feedback, auditory feedback, or tactile feedback; and input from the user can be received in any form, including acoustic, speech, or tactile input.
- the techniques described herein can be implemented in a distributed computing system that includes a back-end component, e.g., as a data server, and/or a middleware component, e.g., an application server, and/or a front-end component, e.g., a client computer having a graphical user interface and/or a Web browser through which a user can interact with an implementation of the invention, or any combination of such back-end, middleware, or front-end components.
- the components of the system can be interconnected by any form or medium of digital data communication, e.g., a communication network. Examples of communication networks include a local area network (“LAN”) and a wide area network (“WAN”), e.g., the Internet, and include both wired and wireless networks.
- LAN local area network
- WAN wide area network
- the computing system can include clients and servers.
- a client and server are generally remote from each other and typically interact over a communication network.
- the relationship of client and server arises by virtue of computer programs running on the respective computers and having a client-server relationship to each other.
- Actions associated with the processes can be rearranged and/or one or more such actions can be omitted to achieve the same, or similar, results to those described herein.
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Abstract
Description
where Pi AT may be a transmit power of an ith access terminal of the set of N access terminals, Gi M may be the path gain from the ith access terminal to the macro access point, and ΔPI,max may be the maximum interference limit. Determining the maximum allowable transmit rate may further include receiving a value PGmax,i. PGmax,i may be an estimate of the maximum interference limit divided by a number N of access terminals of the set of N access terminals. Determining the maximum allowable transmit rate may further include estimating a path gain Gi M from the ith access terminal to the macro access point, and receiving a maximum allowable transmit power value Pmax,i AT. Pmax,i AT may be based in part on the path gain Gi M and the maximum interference limit.
where the access terminal may be an ith access terminal of the set of N access terminals, Ri,max may be the maximum allowable transmit rate, T−1(x) may be an inverse of a known mathematical function T(R) of a transmit rate R of the ith access terminal, Pmax,i AT may be the estimated maximum allowable transmit power, and Pi,pilot AT may be a pilot signal power of the ith access terminal. The estimated maximum allowable transmit power may be constant for all access terminals of the set of N access terminals. The method may further include estimating a path gain Gi M from the ith access terminal to the macro access point, and sending the path gain Gi M to a programmable server. The programmable server may be configured to manage the set of private access points. The programmable server may be configured to determine the estimated maximum allowable transmit power based in part on the path gain Gi M and the maximum interference limit for the macro access point. The method may further include estimating a second path gain Gi F from the ith access terminal to the private access point, and estimating a total power value ÎO AT indicative of a total power measured by the access terminal. The path gain Gi M and the second path gain Gi F may be based in part on the total power value ÎO AT.
where Pi AT may be a transmit power of an ith access terminal of the set of N access terminals, Gi M may be the path gain from the ith access terminal to the macro access point, and ΔPI,max may be the maximum interference limit. Determining the maximum allowable transmit rate may further include receiving a value PGmax,i. PGmax,i may be an estimate of the maximum interference limit divided by a number N of access terminals of the set of N access terminals. Determining the maximum allowable transmit rate may further include estimating a path gain Gi M from the ith access terminal to the macro access point, and receiving a maximum allowable transmit power value Pmax,i AT. Pmax,i AT may be based in part on the path gain Gi M and the maximum interference limit.
where the access terminal may be an ith access terminal of the set of N access terminals, Ri,max may be the maximum allowable transmit rate, T−1(x) may be an inverse of a known mathematical function T(R) of a transmit rate R of the ith access terminal, Pmax,i AT may be the estimated maximum allowable transmit power, and Pi,pilot AT may be a pilot signal power of the ith access terminal. The estimated maximum allowable transmit power may be constant for all access terminals of the set of N access terminals. The computer program product may further include instructions that are executable by the one or more processing devices to estimate a path gain Gi M from the ith access terminal to the macro access point, and send the path gain Gi M to a programmable server. The programmable server may be configured to manage the set of private access points. The programmable server may be configured to determine the estimated maximum allowable transmit power based in part on the path gain Gi M and the maximum interference limit for the macro access point. The computer program product may further include instructions that are executable by the one or more processing devices to estimate a second path gain Gi F from the ith access terminal to the private access point, and estimate a total power value ÎO AT indicative of a total power measured by the access terminal. The path gain Gi M and the second path gain Gi F may be based in part on the total power value ÎO AT.
where Pi AT may be a transmit power of an ith access terminal of the set of N access terminals, Gi M may be the path gain from the ith access terminal to the macro access point, and ΔPI,max may be the maximum interference limit. Determining the maximum allowable transmit rate may further include receiving a value PGmax,i. PGmax,i may be an estimate of the maximum interference limit divided by a number N of access terminals of the set of N access terminals. Determining the maximum allowable transmit rate may further include estimating a path gain Gi,M from the ith access terminal to the macro access point, and receiving a maximum allowable transmit power value Pmax,i AT. Pmax,i AT may be based in part on the path gain Gi M and the maximum interference limit.
where the access terminal may be an ith access terminal of the set of N access terminals, Ri,max may be the maximum allowable transmit rate, T−1(x) may be an inverse of a known mathematical function T(R) of a transmit rate R of the ith access terminal, Pmax,i AT may be the estimated maximum allowable transmit power, and Pi,pilot AT may be a pilot signal power of the ith access terminal. The estimated maximum allowable transmit power may be constant for all access terminals of the set of N access terminals. The method may further include estimating a path gain Gi M from the ith access terminal to the macro access point, and sending the path gain Gi M to a programmable server. The system may further include a programmable server that may be configured to manage the set of private access points. The programmable server may include a second memory configured to store second instructions for execution. The programmable server may also include a second set of one or more processing devices configured to execute the second instructions. The second instruction may be for causing the second set of one or more processing devices to determine the estimated maximum allowable transmit power based in part on the path gain Gi M and the maximum interference limit for the macro access point. The method may further include estimating a second path gain Gi F from the ith access terminal to the private access point, and estimating a total power value ÎO AT indicative of a total power measured by the access terminal. The path gain Gi M and the second path gain Gi F may be based in part on the total power value ÎO AT.
where Pi AT is the transmit power of the ith access terminal of the set of N access terminals, Gi M is the path gain from the ith access terminal to the
becomes
and, according to the technique, the maximum value Pi,max AT Gi M of the interference contribution of the ith access terminal must satisfy the following constraint:
the maximum interference limit ΔPI,max for the specific
to each private access point, such as the
by considering the impact of interference on the
of the
-
- I0 AT represents the total received power measured by the
access terminal 206; - Gi M represents the gain from the
macro access point 108 to theaccess terminal 206; and - PM represents the transmit power of the
macro access point 108, so that the product - PMGi M represents the received pilot signal power of the
macro access point 108 at theaccess terminal 206.
- I0 AT represents the total received power measured by the
of the
-
- as before, I0 AT represents the total received power measured by the
access terminal 206; - Gi F represents the gain from the
private access point 202 to theaccess terminal 206; and - PF represents the transmit power of the
private access point 202, so that the product - PFGi F represents the received pilot signal power of the
private access point 202 at theaccess terminal 206.
- as before, I0 AT represents the total received power measured by the
for the
M i=(P i,pilot AT G i F) (4)
and, as before,
-
- Gi F represents the gain from the
access terminal 206 to theprivate access point 202, which is assumed to be equivalent to the gain from theprivate access point 202 to theaccess terminal 206; and - Pi,pilot AT is the pilot signal power of
access terminal 206.
- Gi F represents the gain from the
P i AT =P i,pilot AT ×T(R i) (6)
where T(Ri) is also a known mathematical function of the data channel transmit rate Ri. T(Ri) may take into account the transmit powers of the pilot signal channel, the control channels, and the data channel.
and solving for the function T(Ri) gives the following equation:
for the
Therefore, applying the inverse function T−1(x) to the constraint in equation (8) yields the maximum allowable transmit rate Ri,max for the access terminal 206:
becomes
and, according to the technique, the maximum allowable transmit power Pmax,f AT is given by the following constraint:
where Gi M is the path gain from the ith access terminal to the
the maximum interface limit ΔPI,max for the specific
of the
-
- I0 AT represents the total received power measured by the
access terminal 206; - Gi M represents the gain from the
macro access point 108 to theaccess terminal 206; and - PM represents the transmit power of the
macro access point 108, so that the product - PMGi M represents the received pilot signal power of the
macro access point 108 at theaccess terminal 206.
- I0 AT represents the total received power measured by the
using Gi M estimates provided by the set of private access points. The
by considering the impact of interference on the
of the
-
- as before, I0 AT represents the total received power measured by the
access terminal 206; - Gi F represents the gain from the
private access point 202 to theaccess terminal 206; and - PF represents the transmit power of the
private access point 202, so that the product - PFGi F represents the received pilot signal power of the
private access point 202 at theaccess terminal 206.
- as before, I0 AT represents the total received power measured by the
for the
M i=(Pi,pilot AT G i F)tm (4)
and, as before,
-
- Gi F represents the gain from the
access terminal 206 to theprivate access point 202, which is assumed to be equivalent to the gain from theprivate access point 202 to theaccess terminal 206; and - Pi,pilot AT is the pilot signal power of
access terminal 206. - Solving for Pi,pilot AT yields the following equation:
- Gi F represents the gain from the
P i AT =P i,pilot AT ×T(R i) (6)
where the function T(Ri) is a known mathematical function of the data channel transmit rate Ri.
and solving for the function T(Ri) gives the following equation:
from the
Therefore, applying the inverse function T−1(x) to the constraint in equation (17) yields the maximum allowable transmit rate Ri,max for the access terminal 206:
Claims (48)
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