EP1243112A1 - Method for blind modulation detection - Google Patents

Method for blind modulation detection

Info

Publication number
EP1243112A1
EP1243112A1 EP00974742A EP00974742A EP1243112A1 EP 1243112 A1 EP1243112 A1 EP 1243112A1 EP 00974742 A EP00974742 A EP 00974742A EP 00974742 A EP00974742 A EP 00974742A EP 1243112 A1 EP1243112 A1 EP 1243112A1
Authority
EP
European Patent Office
Prior art keywords
modulation
radio signal
receiver
modulation schemes
modulation scheme
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Withdrawn
Application number
EP00974742A
Other languages
German (de)
French (fr)
Inventor
Jaap Van De Beek
Oskar Mauritz
Markku Pukkila
Olli Piirainen
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Nokia Oyj
Original Assignee
Nokia Oyj
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Nokia Oyj filed Critical Nokia Oyj
Publication of EP1243112A1 publication Critical patent/EP1243112A1/en
Withdrawn legal-status Critical Current

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Classifications

    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L27/00Modulated-carrier systems
    • H04L27/18Phase-modulated carrier systems, i.e. using phase-shift keying
    • H04L27/20Modulator circuits; Transmitter circuits
    • H04L27/2032Modulator circuits; Transmitter circuits for discrete phase modulation, e.g. in which the phase of the carrier is modulated in a nominally instantaneous manner
    • H04L27/2053Modulator circuits; Transmitter circuits for discrete phase modulation, e.g. in which the phase of the carrier is modulated in a nominally instantaneous manner using more than one carrier, e.g. carriers with different phases
    • H04L27/206Modulator circuits; Transmitter circuits for discrete phase modulation, e.g. in which the phase of the carrier is modulated in a nominally instantaneous manner using more than one carrier, e.g. carriers with different phases using a pair of orthogonal carriers, e.g. quadrature carriers
    • H04L27/2067Modulator circuits; Transmitter circuits for discrete phase modulation, e.g. in which the phase of the carrier is modulated in a nominally instantaneous manner using more than one carrier, e.g. carriers with different phases using a pair of orthogonal carriers, e.g. quadrature carriers with more than two phase states
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L25/00Baseband systems
    • H04L25/02Details ; arrangements for supplying electrical power along data transmission lines
    • H04L25/0202Channel estimation
    • H04L25/0212Channel estimation of impulse response
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L25/00Baseband systems
    • H04L25/02Details ; arrangements for supplying electrical power along data transmission lines
    • H04L25/0202Channel estimation
    • H04L25/0224Channel estimation using sounding signals
    • H04L25/0228Channel estimation using sounding signals with direct estimation from sounding signals
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L27/00Modulated-carrier systems
    • H04L27/0012Modulated-carrier systems arrangements for identifying the type of modulation
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L27/00Modulated-carrier systems
    • H04L27/18Phase-modulated carrier systems, i.e. using phase-shift keying
    • H04L27/20Modulator circuits; Transmitter circuits
    • H04L27/2003Modulator circuits; Transmitter circuits for continuous phase modulation
    • H04L27/2007Modulator circuits; Transmitter circuits for continuous phase modulation in which the phase change within each symbol period is constrained
    • H04L27/2017Modulator circuits; Transmitter circuits for continuous phase modulation in which the phase change within each symbol period is constrained in which the phase changes are non-linear, e.g. generalized and Gaussian minimum shift keying, tamed frequency modulation

Definitions

  • This invention relates to the demodulation of a burst of continuously rotated symbols in a mobile communication system.
  • GSM 05.05 Digi tal Cellular Telecommunications System (Phase 2+) ; Radio Transmission and Reception
  • ETSI European Telecommunication Standard Institute
  • EDGE Enhanced Data Rates for GSM Evolution
  • EDGE offers enhanced modulation in GSM' networks, which is referred to below as "EDGE Modulation” .
  • EDGE modulation is essentially a version of 8-PSK (phase shift keying) modulation in which the symbols are rotated.
  • the EDGE modulation scheme is designed to be implemented on existing GSM systems, which currently use GMSK (Gaussian Minimum Shift Keying) modulation, without requiring any new network elements. While some cell phone sites will be upgraded to EDGE, other sites will continue, for the time being at least, to adhere to the GMSK standard.
  • GSM 05.04 Digi tal Cellular Telecommunications System (Phase 2+) ; Modulation (GSM 05.04 Version 8.0.0 Release 1999) .
  • GSM 05.04 Data is transferred between a transmitter and receiver as a radio signal over a physical channel which uses both frequency and time division multiplexing to create a sequence of radio frequency channels and time slots.
  • GSM standards the latest of which was published by the ETSI as GSM Version 8.1.0 in November 1999
  • the data to be transferred is first formed at step 100 into a burst containing a sequence of 156.25 complex symbols (each symbol having a real and imaginary part) .
  • 156.25 symbols is the number of symbols that, by definition, fit into a single timeslot for transmission by transmitter 10.
  • a first "tail bits" field 210 comprising three symbols
  • a first set of 58 symbols of encrypted data 212 a training sequence 214 of 26 symbols in length and known as a mid-amble because it comes between two data fields
  • a second set of 58 symbols of encrypted data 216 a second "tail bits” field 218 comprising three symbols
  • a guard period 220 which is empty and extends for a period equivalent to 8.25 symbols.
  • GMSK modulation scheme a symbol is equivalent to a bit so there are 148 bits in a burst.
  • a symbol corresponds to three bits so there are 444 bits in a burst.
  • bursts other than normal bursts, do not have training sequences but the GSM standard specifies that bursts, other than normal bursts, be transmitted with GMSK modulation. Thus, for these other bursts, there is no need to differentiate between modulation schemes .
  • Training sequence 214 helps to demodulate the data in data field 212, 216 by helping the receiver estimate the distortion of the signal due to channel propagation. Training sequence 214 is known to the receiver before the burst 200 is received at receiver 20 but the contents of the first and second sets of data 212, 216 are not known.
  • each symbol in the entire sequence of complex symbols is rotated by an additional amount ⁇ beyond the rotation of the previous symbol, the amount of the rotation depending on the modulation scheme.
  • the rotation is explicitly performed according to equation (1) given below.
  • bits are first differentially encoded and then modulated, yielding what is "effectively" a rotation which conforms to equation (1) .
  • This radio signal is then transmitted as a burst over an unknown linear channel, at step 120, and, after being affected by various sources of noise, the burst is received at receiver 20 (step 140) .
  • ETSI While permitting the choice of either modulation scheme, ETSI will not be requiring the insertion of any explicit information, such as flags or pilot data, to tell receiver 20 how the data has been modulated so that receiver 20 may properly demodulate the data. Because no modulation scheme is explicitly indicated and since some transmitters in the upgraded GSM system will be broadcasting in GMSK and others will be broadcasting in EDGE, or even a single transmitter may switch between GSK modulation and EDGE modulation, there is a need for a method for quickly and reliably detecting, on a burst-to-burst basis, which modulation scheme was used to modulate the data in a received radio signal so that the receiver can accurately demodulate and process the data. An especially useful blind modulation detection method would be broadly applicable to distinguishing between modulation methodologies other than GMSK and EDGE. There is currently no such blind detection method.
  • a signal is transmitted over a digital radio communication link from a transmitter to a receiver.
  • the communication link is preferably a link in a GSM mobile communications system, which transmits a radio signal as a burst of symbols containing sequences of data and a training sequence.
  • the symbols are rotated according to one of various modulation schemes available in the system, each modulation scheme rotating the symbols by a different angle of rotation. No information is included in the burst which will explicitly tell the receiver what modulation scheme was used to modulate the symbols in that burst.
  • the burst is received at the receiver, where the portion corresponding to the training sequence is back-rotated for each available modulation scheme.
  • the back-rotated portion of the training signal is mathematically modeled as a convolution of the original sequence of symbols in the burst and a channel impulse response plus an error measurement, a channel impulse response is calculated for each modulation scheme, for example using least squares (which minimizes the squared model error) , and the calculated channel impulse response is inserted into the mathematical model to determine the error for each modulation scheme.
  • the magnitudes of the square of the errors for each modulation scheme are then compared and the modulation scheme with the smallest error is selected as the modulation scheme to be used by the receiver to demodulate the data in the analyzed burst.
  • the calculations are generally performed at a digital signal processor at the receiver.
  • FIG. 1 is a block diagram of the signal flow concept in accordance with a preferred embodiment of the present invention
  • FIG. 2 is a block diagram of the receiver structure
  • FIG. 3 is a diagrammatic view of a burst of symbols in a GSM system
  • FIG. 4(a) is a graphical representation of the "effective" rotation of four bits of a training sequence by differential encoding and GMSK modulation scheme to form a radio signal or a portion thereof;
  • FIG. 4(b) is a graphical representation of the back-rotation of the radio signal or portion thereof that is representative of the sequence of bits "effectively” rotated in FIG. 4(a);
  • FIG. 4(c) is a graphical representation of the rotation of four bits of a training sequence using the EDGE modulation scheme to form a radio signal or a portion thereof;
  • FIG. 4(d) is a graphical representation of the back-rotation of the radio signal or portion thereof that is representative of the sequence of bits "effectively” rotated in FIG. 4 (c) .
  • GMSK modulation and EDGE modulation share two significant properties.
  • a part of the burst (transmitted sequence) is a training sequence known to the receiver.
  • the training sequence may change from one burst to another, but the receiver knows what training sequence is used for a particular burst.
  • the training sequence 214 is the 26 symbol mid- amble which is both preceded and followed by a sequence of data 212, 216.
  • a second significant property which GMSK modulation and EDGE modulation share is that each modulation scheme rotates the symbols, whether by explicit rotation as in EDGE or only "effectively" as in GMSK.
  • each bit having a value of 0 or 1 is first differentially-encoded, resulting in the creation of a new sequence of bits having a value of either -1 or 1, where the k th bit is 1 if the k th and the (k-l) th bits in the original sequence are the same, and the k th bit is -1 if the k th and the (k-l) th bits are different.
  • the values of 1 and -1 selected for differential encoding in current GSM systems are not crucial for the present invention and other values may alternatively be used.
  • the resulting sequence of encoded bits are then phase- modulated by GMSK modulation before being sent to the transmitter.
  • the combination of encoding and GMSK modulation allows a receiver to interpret the received sequence of symbols as if each symbol in the burst is rotated by an additional ⁇ /2 radians over the effective rotation of a previous symbol .
  • This allows a rotation in the transmitter signal to be modeled as if the rotation was introduced by the transmitter 10.
  • each symbol is explicitly rotated by the transmitter 10 by an additional 3 ⁇ /8 radians over the rotation of a previous symbol in the burst.
  • FIGS. 4 (a) -4 (d) A graphical illustration of the GMSK and EDGE modulation schemes is shown in FIGS. 4 (a) -4 (d) .
  • a training sequence of four bits 1101 is to be transmitted (line 301) .
  • Differential encoding generates a new sequence of 1 and -1 (line 302) .
  • These encoded values determine how much the phase of final waveform changes: a -1 in the sequence changes the phase of the transmitted signal by - ⁇ /2 and a 1 changes the phase by ⁇ /2 (line 303) .
  • FIG. 4(b) describes the GMSK receiver operations. Receiver 20 back-rotates the sequence of symbols by - ⁇ /2 for each symbol (line 305) .
  • the reconstructed training sequence of 1101 is determined by associating with a zero phase the bit 1 and associating with a ⁇ radians phase the bit 0, as is shown graphically at 306.
  • FIG. 4(c) describes the EDGE transmitter operations.
  • the phase of the four training symbols to be transmitted is 0, 0, ⁇ , and 0 (line 307) .
  • the transmitter explicitly rotates these symbols with 3 ⁇ /8 radians per symbol (line 308) , as is shown graphically at 309.
  • FIG. 4(d) describes the EDGE receiver operations.
  • Receiver 20 back-rotates the sequence of symbols with -3 ⁇ /8 for each symbol (line 310) and the phase of the resulting symbols reconstructs the phase of the original sequence of symbols, as shown graphically at 311.
  • the invention utilizes mathematical modeling to take advantage of these shared properties and shared differences to determine which modulation scheme has been used. In fact, this invention is more broadly applicable to the modulation schemes which share these two properties.
  • the modeling is only performed on the known training symbols, which are the only significant symbols for this purpose. Matrix and vector notation is used below to more simply describe the various steps in the process .
  • Transmitter 10 creates complex data symbols x k for each of the symbols in the burst by rotating each symbol by ⁇ radians more than the rotation of the previous symbol.
  • the N symbols are rotated at step 110 according to the following equation:
  • FIG. 2 illustrates a representative structure of receiver 20 for practicing blind modulation detection.
  • the burst 200 is received by antenna 150, where the signal amplified by amplifier 154, and passes through filters and mixers 158. The signal is then converted from an analog to digital by A/D converter 160. Because it does not know the modulation scheme used at transmitter 10, receiver 20 demodulates the burst using both demodulation schemes, GMSK and EDGE, at digital signal processor 150, to generate the two possible solutions. Digital signal processor 150 may be any digital signal processor sufficiently powerful to perform the necessary calculations.
  • the rotation applied by GMSK and EDGE is reversed ("back-rotated") . For each of symbols N, y is calculated. y 0 is calculated for a back-rotation for an EDGE-modulated signal and y is calculated for a back- rotation for a GMSK-modulated signal.
  • the generalized equation for back-rotation is:
  • each z is an N x 1 vector.
  • y 0 and yi- are now modeled as a convolution of the transmitted signal X and a channel impulse response vector h for a linear channel.
  • Each element in vector hi is represented as h (n) .
  • the channel impulse response which takes into account channel dispersion, has p taps h (0) ... h (p-l) , which are complex values, each tap representing a gain and a phase.
  • the value of p depends on the physical characteristics of the radio channel, especially upon the interference with the propagation of the radio waves by the environment, including dispersion, reflection, etc. by, for example", physical objects.
  • the value of p is usually selected as a relatively small value because the variations in the arrival times of the various reflections of the radio waves are small.
  • reflections of the radio waves may come from objects far away from the receiving antenna so the selected value of p should be relatively larger.
  • the channel is fed with an input signal x(k)
  • the output signal is a function of the input signal according to the following equation:
  • the output signal y(14) h (0) x (14) + h(l)x(13) +...+ h(p-l)x(14- (p-1) ) .
  • An output signal is thus the weighted sum of the associated input signal and the last p-1 input signals.
  • This matrix X describes the assumption about how the received sequence is related to the transmitted sequence and the channel impulse response.
  • Two (pxl) channel estimate vectors h 0 and /z, which estimate the energy of each signal and are characterized by a gain and a phase, are then calculated.
  • X H is the Hermitian transpose of X (the complex conjugate of X ) and ⁇ X H X)
  • X H is known as the "pseudo- inverse" of X. Since we assume that y-Xh, the least- squares estimation method can be interpreted as simply "inverting" the signal model with the pseudo- inverse .
  • the invention is not limited to a least squares estimation method.
  • Alternative methods for channel estimation include the minimum-mean-squared- error estimator and channel sounding methods.
  • A i.e., the sum of the squares of the channel taps for each of the vectors, may be compared and the modulation with the highest energy determines the modulation scheme for the receiver.
  • the equation for determining modulation scheme is
  • the modulation scheme is determined to be EDGE, and where the energy of the/z j vector is larger than the energy of the h Q vector, the modulation scheme is determined to be GMSK.
  • This measurement can be interpreted as the remaining error after fitting the received data to linear channel model y - Xh .
  • the modulation scheme is then determined by choosing the modulation corresponding to the rotation Ri that minimizes e . If a wrong back-rotation angle is used by the receiver 20, the transmitted signal and the back-rotated signal will not match, and e 2 will be relatively large. For the correct back-rotated sequence, however, e ⁇ 2 is likely to be much smaller.
  • the modulation detector is therefore
  • the data at 212, 216 in burst 200 may be demodulated as appropriate to that scheme and the data processed accordingly.
  • the blind detection method provides two side benefits.
  • the estimated channel impulse response is generally needed later in the receiver where the unknown data symbols are detected and it is determined what message was transmitted by the transmitter.
  • the receiver also obtains a good estimate of the noise variance (defined as the energy of the transmitted signal divided by the average power of the additive channel noise) due to the distortion of the transmitted burst by noise (apart from a scaling) .
  • the estimated noise variance e 2 is used later by the receiver along with the channel impulse response to help provide a reliable reconstruction of the transmitted data symbols in the rest of the burst .
  • the above invention can be generalized to detect more than two modulation schemes where there is a difference in the angle of rotation between the two modulation schemes . It may also be used in a system in which the training sequence is not a mid-amble but is rather moved elsewhere within the burst, as long as the receiver knows where the training sequence is located.
  • the modulation schemes must, however, have the two properties common to the GMSK and EDGE schemes which, again, are:
  • At least a part of the transmitted sequence must be known at the receiver (e . g . , a. training sequence);

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  • Computer Networks & Wireless Communication (AREA)
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  • Nonlinear Science (AREA)
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Abstract

A burst of data modulated according to one modulation scheme is transmitted from the transmitter as a radio signal. Each burst contains a predefined training sequence, which may differ from burst to burst, but is known by the receiver. The receiver back-rotates the portion of the received signal corresponding to the training sequence by all available modulation schemes. Using mathematical modeling, the magnitude of the errors calculated according to each modulation scheme are compared and the modulation scheme selected is the scheme which yields the smallest error. The data in the burst may then be demodulated and processed according to the selected modulated scheme. This method has particular applicability to a GSM system in which both GMSK and EDGE modulation schemes are used but is also applicable to modulation schemes generally where the signals are modulated by a rotation.

Description

Method for Blind Modulation Detection
BACKGROUND OF THE INVENTION
1. Field of the Invention This invention relates to the demodulation of a burst of continuously rotated symbols in a mobile communication system.
2. Description of the Related Art The standards for the GSM (Global System for
Mobile Communications) mobile communications system have been evolving rapidly. In its most recent revision of the GSM standard (GSM 05.05, Digi tal Cellular Telecommunications System (Phase 2+) ; Radio Transmission and Reception) , the European Telecommunication Standard Institute (ETSI) has adopted standards for the use of a new radio interface technology known as EDGE (Enhanced Data Rates for GSM Evolution) which extends the GSM system currently used for speech transmission to boost network capacity and additionally provide data services and higher rates of data transmission for both circuit and packet switching via GSM phones and base stations.
Among other enhancements, EDGE offers enhanced modulation in GSM' networks, which is referred to below as "EDGE Modulation" . EDGE modulation is essentially a version of 8-PSK (phase shift keying) modulation in which the symbols are rotated. The EDGE modulation scheme is designed to be implemented on existing GSM systems, which currently use GMSK (Gaussian Minimum Shift Keying) modulation, without requiring any new network elements. While some cell phone sites will be upgraded to EDGE, other sites will continue, for the time being at least, to adhere to the GMSK standard. The GMSK and 8PSK modulation schemes are described in GSM 05.04, Digi tal Cellular Telecommunications System (Phase 2+) ; Modulation (GSM 05.04 Version 8.0.0 Release 1999) . In a GSM system, data is transferred between a transmitter and receiver as a radio signal over a physical channel which uses both frequency and time division multiplexing to create a sequence of radio frequency channels and time slots. In accordance with the GSM standards (the latest of which was published by the ETSI as GSM Version 8.1.0 in November 1999), referring to FIG. 1, the data to be transferred, whether modulated by EDGE or GMSK, is first formed at step 100 into a burst containing a sequence of 156.25 complex symbols (each symbol having a real and imaginary part) . 156.25 symbols is the number of symbols that, by definition, fit into a single timeslot for transmission by transmitter 10. A normal burst 200 shown in FIG. 3 is comprised of six components: a first "tail bits" field 210 comprising three symbols, a first set of 58 symbols of encrypted data 212, a training sequence 214 of 26 symbols in length and known as a mid-amble because it comes between two data fields, a second set of 58 symbols of encrypted data 216, a second "tail bits" field 218 comprising three symbols, and a guard period 220 which is empty and extends for a period equivalent to 8.25 symbols. In the GMSK modulation scheme, a symbol is equivalent to a bit so there are 148 bits in a burst. In the EDGE/8PSK modulation scheme, a symbol corresponds to three bits so there are 444 bits in a burst. See GSM 05.02 § 5.2 Bursts (Digi tal Cellular Telecommunications System (Phase 2+) ; Mul tiplexing and Mul tiple Access on the Radio Path; Version 8 . 1 . 0 Release 1999) .
Some bursts, other than normal bursts, do not have training sequences but the GSM standard specifies that bursts, other than normal bursts, be transmitted with GMSK modulation. Thus, for these other bursts, there is no need to differentiate between modulation schemes .
Training sequence 214 helps to demodulate the data in data field 212, 216 by helping the receiver estimate the distortion of the signal due to channel propagation. Training sequence 214 is known to the receiver before the burst 200 is received at receiver 20 but the contents of the first and second sets of data 212, 216 are not known.
To improve the dynamic characteristics of the transmitted signal (step 110) , each symbol in the entire sequence of complex symbols is rotated by an additional amount φ beyond the rotation of the previous symbol, the amount of the rotation depending on the modulation scheme. As described further below, in EDGE, the rotation is explicitly performed according to equation (1) given below. In GMSK, bits are first differentially encoded and then modulated, yielding what is "effectively" a rotation which conforms to equation (1) . This radio signal is then transmitted as a burst over an unknown linear channel, at step 120, and, after being affected by various sources of noise, the burst is received at receiver 20 (step 140) . While permitting the choice of either modulation scheme, ETSI will not be requiring the insertion of any explicit information, such as flags or pilot data, to tell receiver 20 how the data has been modulated so that receiver 20 may properly demodulate the data. Because no modulation scheme is explicitly indicated and since some transmitters in the upgraded GSM system will be broadcasting in GMSK and others will be broadcasting in EDGE, or even a single transmitter may switch between GSK modulation and EDGE modulation, there is a need for a method for quickly and reliably detecting, on a burst-to-burst basis, which modulation scheme was used to modulate the data in a received radio signal so that the receiver can accurately demodulate and process the data. An especially useful blind modulation detection method would be broadly applicable to distinguishing between modulation methodologies other than GMSK and EDGE. There is currently no such blind detection method.
SUMMARY OF THE INVENTION
It is an object of this invention to provide a method for detecting at a receiver in a mobile communications system the modulation scheme used in a modulated burst received from a system transmitter.
It is a further object of this invention to provide a method for blind modulation detection for a GSM mobile communications system using more than one modulation scheme.
It is a further object of this invention to provide a method for blind modulation detection which provides both a channel estimate and a noise-variance estimate.
It is a further object of this invention to provide a method for blind modulation detection which can be applied more generally to more than two particular modulation schemes.
In accordance with the present invention, a signal is transmitted over a digital radio communication link from a transmitter to a receiver. The communication link is preferably a link in a GSM mobile communications system, which transmits a radio signal as a burst of symbols containing sequences of data and a training sequence. Before being transmitted, the symbols are rotated according to one of various modulation schemes available in the system, each modulation scheme rotating the symbols by a different angle of rotation. No information is included in the burst which will explicitly tell the receiver what modulation scheme was used to modulate the symbols in that burst. The burst is received at the receiver, where the portion corresponding to the training sequence is back-rotated for each available modulation scheme. For each modulation scheme, the back-rotated portion of the training signal is mathematically modeled as a convolution of the original sequence of symbols in the burst and a channel impulse response plus an error measurement, a channel impulse response is calculated for each modulation scheme, for example using least squares (which minimizes the squared model error) , and the calculated channel impulse response is inserted into the mathematical model to determine the error for each modulation scheme. The magnitudes of the square of the errors for each modulation scheme are then compared and the modulation scheme with the smallest error is selected as the modulation scheme to be used by the receiver to demodulate the data in the analyzed burst. The calculations are generally performed at a digital signal processor at the receiver.
Other objects and features of the present invention will become apparent from the following detailed description considered in conjunction with the accompanying drawings. It is to be understood, however, that the drawings are designed solely for purposes of illustration and not as a definition of the limits of the invention, for which reference should be made to the appended claims. It should be further understood that the drawings are not necessarily drawn to scale and that, unless otherwise indicated, they are merely intended to conceptually illustrate the structures and procedures described herein.
BRIEF DESCRIPTION OF THE DRAWINGS In the drawings wherein like reference numerals denote similar elements throughout the several views:
FIG. 1 is a block diagram of the signal flow concept in accordance with a preferred embodiment of the present invention;
FIG. 2 is a block diagram of the receiver structure ;
FIG. 3 is a diagrammatic view of a burst of symbols in a GSM system;
FIG. 4(a) is a graphical representation of the "effective" rotation of four bits of a training sequence by differential encoding and GMSK modulation scheme to form a radio signal or a portion thereof; FIG. 4(b) is a graphical representation of the back-rotation of the radio signal or portion thereof that is representative of the sequence of bits "effectively" rotated in FIG. 4(a); FIG. 4(c) is a graphical representation of the rotation of four bits of a training sequence using the EDGE modulation scheme to form a radio signal or a portion thereof; and FIG. 4(d) is a graphical representation of the back-rotation of the radio signal or portion thereof that is representative of the sequence of bits "effectively" rotated in FIG. 4 (c) .
DETAILED DESCRIPTION OF THE PRESENTLY PREFERRED EMBODIMENTS
GMSK modulation and EDGE modulation share two significant properties. First, in both modulation schemes, a part of the burst (transmitted sequence) is a training sequence known to the receiver. The training sequence may change from one burst to another, but the receiver knows what training sequence is used for a particular burst. Referring to FIG. 3, in both GMSK and EDGE, the training sequence 214 is the 26 symbol mid- amble which is both preceded and followed by a sequence of data 212, 216. A second significant property which GMSK modulation and EDGE modulation share is that each modulation scheme rotates the symbols, whether by explicit rotation as in EDGE or only "effectively" as in GMSK. In GMSK, each bit having a value of 0 or 1 is first differentially-encoded, resulting in the creation of a new sequence of bits having a value of either -1 or 1, where the kth bit is 1 if the kth and the (k-l)th bits in the original sequence are the same, and the kth bit is -1 if the kth and the (k-l)th bits are different. (The values of 1 and -1 selected for differential encoding in current GSM systems are not crucial for the present invention and other values may alternatively be used) . The resulting sequence of encoded bits are then phase- modulated by GMSK modulation before being sent to the transmitter. The combination of encoding and GMSK modulation allows a receiver to interpret the received sequence of symbols as if each symbol in the burst is rotated by an additional π/2 radians over the effective rotation of a previous symbol . This allows a rotation in the transmitter signal to be modeled as if the rotation was introduced by the transmitter 10. In EDGE, each symbol is explicitly rotated by the transmitter 10 by an additional 3π/8 radians over the rotation of a previous symbol in the burst. Thus, conceptually there is no difference between the two modulation schemes.
A graphical illustration of the GMSK and EDGE modulation schemes is shown in FIGS. 4 (a) -4 (d) . Referring to FIG. 4(a), in one example, a training sequence of four bits 1101 is to be transmitted (line 301) . Differential encoding generates a new sequence of 1 and -1 (line 302) . These encoded values determine how much the phase of final waveform changes: a -1 in the sequence changes the phase of the transmitted signal by -π/2 and a 1 changes the phase by π/2 (line 303) . This is shown graphically at line 304 where, moving from the leftmost graph to the rightmost, the first encoded bit 1 changes the phase of the signal by π/2, the second encoded bit 1 changes the phase an additional π/2, the third encoded bit -1 changes the phase by -π/2 over the previous phase, and the fourth encoded bit -1 changes the phase again by -π/2. FIG. 4(b) describes the GMSK receiver operations. Receiver 20 back-rotates the sequence of symbols by -π/2 for each symbol (line 305) . The reconstructed training sequence of 1101 is determined by associating with a zero phase the bit 1 and associating with a π radians phase the bit 0, as is shown graphically at 306. FIG. 4(c) describes the EDGE transmitter operations. The phase of the four training symbols to be transmitted is 0, 0, π, and 0 (line 307) . The transmitter explicitly rotates these symbols with 3π/8 radians per symbol (line 308) , as is shown graphically at 309.
FIG. 4(d) describes the EDGE receiver operations. Receiver 20 back-rotates the sequence of symbols with -3π/8 for each symbol (line 310) and the phase of the resulting symbols reconstructs the phase of the original sequence of symbols, as shown graphically at 311.
The invention utilizes mathematical modeling to take advantage of these shared properties and shared differences to determine which modulation scheme has been used. In fact, this invention is more broadly applicable to the modulation schemes which share these two properties. The modeling is only performed on the known training symbols, which are the only significant symbols for this purpose. Matrix and vector notation is used below to more simply describe the various steps in the process .
Assuming the training sequence is generalized to consist of N complex symbols (and is not limited to a 26 symbol mid-amble) , these N symbols are collected in an N x 1 vector x. In the GSM system, the Ν training symbols take only two possible values, -1 and 1 but the values of this training symbols are not crucial to the invention. Transmitter 10 creates complex data symbols xk for each of the symbols in the burst by rotating each symbol by φ radians more than the rotation of the previous symbol. Thus, the N symbols are rotated at step 110 according to the following equation:
wherein the resulting vector x is an N x 1 vector containing the symbols xk where k = 0 to N. For EDGE modulation radians and for GMSK modulation radians . This relationship can be more easily expressed using matrices as
x, = Ri xk (2)
0 where R, = (i = 0 for EDGE, 1 for 0 0 eM[Λ ]
GMSK) (3) The modulated symbols are transmitted at step
120 over a radio channel as a burst which is exposed to the distortions of noise, including the impairments caused by fading, multipath propagation, channel dispersion, additive noise, etc., at step 130, before being received by receiver 20 at step 140.
FIG. 2 illustrates a representative structure of receiver 20 for practicing blind modulation detection. The burst 200 is received by antenna 150, where the signal amplified by amplifier 154, and passes through filters and mixers 158. The signal is then converted from an analog to digital by A/D converter 160. Because it does not know the modulation scheme used at transmitter 10, receiver 20 demodulates the burst using both demodulation schemes, GMSK and EDGE, at digital signal processor 150, to generate the two possible solutions. Digital signal processor 150 may be any digital signal processor sufficiently powerful to perform the necessary calculations. To demodulate the burst, the rotation applied by GMSK and EDGE is reversed ("back-rotated") . For each of symbols N, y is calculated. y0 is calculated for a back-rotation for an EDGE-modulated signal and y is calculated for a back- rotation for a GMSK-modulated signal. The generalized equation for back-rotation is:
yt = R y ( i = 0 for EDGE, i = 1 for GMSK) (4)
wherein each z is an N x 1 vector. y0 and yi- are now modeled as a convolution of the transmitted signal X and a channel impulse response vector h for a linear channel. (Each element in vector hi is represented as h (n) . ) The channel impulse response, which takes into account channel dispersion, has p taps h (0) ... h (p-l) , which are complex values, each tap representing a gain and a phase. The value of p depends on the physical characteristics of the radio channel, especially upon the interference with the propagation of the radio waves by the environment, including dispersion, reflection, etc. by, for example", physical objects. In an urban environment, for example, the value of p is usually selected as a relatively small value because the variations in the arrival times of the various reflections of the radio waves are small. In hilly terrain, on the other hand, reflections of the radio waves may come from objects far away from the receiving antenna so the selected value of p should be relatively larger.
The channel is fed with an input signal x(k)
(the transmitted signal) and generates a distorted output signal y(k) (the received signal) . The output signal is a function of the input signal according to the following equation:
For instance, the output signal y(14) = h (0) x (14) + h(l)x(13) +...+ h(p-l)x(14- (p-1) ) . An output signal is thus the weighted sum of the associated input signal and the last p-1 input signals. The model is characterized, using vector notation, by the equation: y = Xhi + eΛ i = 0, 1 (6) where e± represents any error in the model.
While x(k) is known for the transmitted training sequence, due to the convolution which takes into account channel distortion in the transmission of the radio signal, the first p-1 symbols in y depend on the unknown data symbols preceding the transmitted training sequence. These first p-1 symbols in yι are therefore disregarded. For example, using equation (5) where p = 5, the output signal y (1) = h(0)x(l) + h(l)x(0) + h(2)x(-l) + h(3)x(-2) + h(4)x(-3) . While x(l) is the first transmitted symbol, x(0), x(-l), x(- 2), and x(-3) are four unknown data symbols preceding the training sequence. Therefore, the first (p-1 =) 4 symbols of the received training sequence cannot be predicted. The remaining N-p+1 received symbols are collected in a reduced-size {N-p+1 x 1) vector still denoted as y. Matrix X is modeled as an (N-p+1 x p) convolution matrix defined as
where p is the number of elements in the channel . This matrix X describes the assumption about how the received sequence is related to the transmitted sequence and the channel impulse response.
Two (pxl) channel estimate vectors h0 and /z, , which estimate the energy of each signal and are characterized by a gain and a phase, are then calculated. The least squares estimation method is one method for computing the solution for hλ (to generate the best fit) . Using this method and setting eα = 0 (to minimize the Euclidean distance between the statistics and the perfect model Xh±) , the channel estimate vector is calculated as:
hl = (xIIXY xHyl i = 0, 1 (8) where XH is the Hermitian transpose of X (the complex conjugate of X ) and \XH X) XH is known as the "pseudo- inverse" of X. Since we assume that y-Xh, the least- squares estimation method can be interpreted as simply "inverting" the signal model with the pseudo- inverse . The invention is not limited to a least squares estimation method. Alternative methods for channel estimation include the minimum-mean-squared- error estimator and channel sounding methods. Using a first approach for determining the modulation scheme, the energy in the two vectors h0 and
A, , i.e., the sum of the squares of the channel taps for each of the vectors, may be compared and the modulation with the highest energy determines the modulation scheme for the receiver. Thus, the equation for determining modulation scheme is
EDGE
GMSK
i.e., where the energy of the h0 vector is larger than the energy of the A, vector, the modulation scheme is determined to be EDGE, and where the energy of the/zj vector is larger than the energy of the hQ vector, the modulation scheme is determined to be GMSK. This analysis is based on the principle that the total energy in the channel estimate is higher when the received sequence is back-rotated with the correct angle.
Using simulations, it has been determined that this approach is less accurate than a second approach. In this second approach, instead of comparing the squared magnitudes of the two vectors h0 and A, , estimates of A0 and A, are calculated and these values are inserted back into the following equation: e = y. Xh: a o, i; (10)
This measurement can be interpreted as the remaining error after fitting the received data to linear channel model y - Xh . The modulation scheme is then determined by choosing the modulation corresponding to the rotation Ri that minimizes e . If a wrong back-rotation angle is used by the receiver 20, the transmitted signal and the back-rotated signal will not match, and e 2 will be relatively large. For the correct back-rotated sequence, however, e± 2 is likely to be much smaller. The modulation detector is therefore
GMSK
>
< (ID <
EDGE
which is equivalent to GMSK
EDGE
Using the modulation scheme selected by the modulation detector, the data at 212, 216 in burst 200 may be demodulated as appropriate to that scheme and the data processed accordingly. By calculating and comparing e 2 for i = 0, 1, it has been found that the error rate for blindly detecting the modulation scheme is comparatively small .
The blind detection method provides two side benefits. As one benefit, the estimated channel impulse response is generally needed later in the receiver where the unknown data symbols are detected and it is determined what message was transmitted by the transmitter. As a second, added benefit, by calculating e 2 , the receiver also obtains a good estimate of the noise variance (defined as the energy of the transmitted signal divided by the average power of the additive channel noise) due to the distortion of the transmitted burst by noise (apart from a scaling) . The estimated noise variance e 2 is used later by the receiver along with the channel impulse response to help provide a reliable reconstruction of the transmitted data symbols in the rest of the burst .
The above invention can be generalized to detect more than two modulation schemes where there is a difference in the angle of rotation between the two modulation schemes . It may also be used in a system in which the training sequence is not a mid-amble but is rather moved elsewhere within the burst, as long as the receiver knows where the training sequence is located. The modulation schemes must, however, have the two properties common to the GMSK and EDGE schemes which, again, are:
(1) At least a part of the transmitted sequence must be known at the receiver ( e . g . , a. training sequence); and
(2) The modulation schemes must differ from each other by a symbol -wise rotation with different angles.
Thus, while there have shown and described and pointed out fundamental novel features of the invention as applied to a preferred embodiment thereof, it will be understood that various omissions and substitutions and changes in the form and details of the devices illustrated, and in their operation, may be made by those skilled in the art without departing from the spirit of the invention. For example, it is expressly intended that all combinations of those elements and/or method steps which perform substantially the same function in substantially the same way to achieve the same results are within the scope of the invention. Moreover, it should be recognized that structures and/or elements and/or method steps shown and/or described in connection with any disclosed form or embodiment of the invention may be incorporated in any other disclosed or described or suggested form or embodiment as a general matter of design choice. It is the intention, therefore, to be limited only as indicated by the scope of the claims appended hereto.

Claims

CLAIMSWhat is claimed is:
1. A method for detecting a modulation scheme of a radio signal transmitted over a digital radio communication link, said modulation scheme selected' from a group consisting of a plurality of modulation schemes in which a sequence of symbols having a training sequence is rotated by a different amount in each of the modulation schemes in said group and is formed into the radio signal, said method comprising: receiving the radio signal at a receiver; demodulating a portion of the received radio signal representing the training sequence by back- rotating the portion of the radio signal for each of the plurality of modulation schemes; for each of the plurality of modulation schemes, modeling the sequence of symbols as a convolution of the portion of the radio signal and a channel impulse response plus an error measurement, and calculating the square of the error; and comparing the square of the error for each of the plurality of modulation schemes to determine the selected modulation scheme to be whichever of the plurality of modulation schemes has an error whose magnitude squared is smallest.
2. The method of claim 1 wherein said group of modulation schemes comprises GMSK modulation and EDGE modulation, and said step of determining at said receiver the selected modulation scheme comprises determining whether the modulation scheme is GMSK modulation or EDGE modulation.
3. The method of claim 1 wherein said digital radio communication link comprises a link in a GSM mobile communications system.
4. The method of claim 1 wherein said receiver further comprises a digital signal processor, and said calculation of said square of the error and said comparison of the square of the error is performed by said digital signal processor.
5. The method of claim 1 further comprising informing said receiver of the training sequence in the radio signal .
6. The method of claim 1 wherein the radio signal is devoid of data explicitly indicating the selected modulation scheme.
7. The method of claim 1 wherein the radio signal has a second portion preceding the first portion and not containing training sequence data and wherein said step of modeling comprises forming a convolution matrix and ignoring in the matrix a plurality of values, obtained by the convolution formation, which are representative of both a first part of the training sequence and the second portion of the radio signal .
8. The method of claim 1 further comprising, for each of the plurality of modulation schemes, calculating the channel impulse response, and using the channel impulse response in said calculation of said error .
9. The method of claim 8 wherein said calculation of the channel impulse response comprises calculating the channel impulse response using a least squares solution.
10. The method of claim 1 further comprising, after determining the selected modulation scheme, using the selected modulation scheme to demodulate data in the radio signal .
11. A method for detecting a modulation scheme of a radio signal transmitted over a digital radio communication link, said modulation scheme selected from a group consisting of a plurality of modulation schemes in which a sequence of symbols having a training sequence is rotated by a different amount in each of the modulation schemes in said group and is formed into the radio signal, said method comprising: receiving the radio signal at a receiver; demodulating a portion of the received radio signal representing the training sequence by back- rotating the portion of the radio signal for each of the plurality of modulation schemes; for each of said plurality of modulation schemes, modeling the sequence of symbols as a convolution of the portion of the radio signal and a channel impulse response plus an error measurement, and calculating the channel impulse response; and comparing the energy of the channel impulse response for each of the plurality of modulation schemes to determine the selected modulation scheme to be whichever of the plurality of modulation schemes has a higher total energy.
12. The method of claim 11 wherein said group of modulation schemes comprises GMSK modulation and EDGE modulation, and said step of determining at said receiver the selected modulation scheme comprises determining whether the modulation scheme is GMSK modulation or EDGE modulation.
13. The method of claim 11 wherein said digital radio communication link comprises a link in a GSM mobile communications system.
14. The method of claim 11 wherein said receiver further comprises a digital signal processor, and said calculation of said square of the error and said comparison of the square of the error is performed by said digital signal processor.
15. The method of claim 11 further comprising informing said receiver of the training sequence in the radio signal .
16. The method of claim 11 wherein the radio signal is devoid of data explicitly indicating the selected modulation scheme.
17. The method of claim 11 wherein the radio signal has a second portion preceding the first portion and not containing training sequence data and wherein said step of modeling comprises forming a convolution matrix and ignoring in the matrix a plurality of values, obtained by the convolution formation, which are representative of both a first part of the training sequence and the second portion of the radio signal .
18. The method of claim 11 further comprising, after determining the selected modulation scheme, using the selected modulation scheme to demodulate data in the radio signal .
19. The method of claim 11 wherein said calculation of the channel impulse response comprises calculating the channel impulse response using a least squares solution.
20. A receiver for receiving a radio signal transmitted over a digital radio communication link, the radio signal formed from a modulated sequence of symbols which are modulated according to a modulation scheme selected from a group consisting of a plurality of modulation schemes in which a sequence of symbols having a training sequence is rotated by a different amount in each of said modulation schemes in said group, said receiver comprising: means for demodulating a portion of the received radio signal representing the training sequence by back-rotating the portion of the received radio signal for each of the plurality of modulation schemes; means for calculating a channel impulse response based on a modeling of the sequence of symbols as a convolution of the portion of the received radio signal and the channel impulse response plus an error measurement, for each of the plurality of modulation schemes, and for calculating the square of the error; and means for comparing the square of the error for each of the plurality of modulation schemes to determine the selected modulation scheme to be whichever of the plurality of modulation schemes has an error whose magnitude squared is smallest.
21. The receiver of claim 20 wherein the digital radio communication link comprises a link in a GSM mobile communications system and the plurality of modulation schemes comprise GMSK modulation and EDGE modulation.
22. The receiver of claim 20 wherein the demodulating means, modeling means and comparing means comprise a digital signal processor.
23. The receiver of claim 20 further comprising means for calculating the channel impulse response using a least squares solution.
24. A receiver for receiving a radio signal transmitted over a digital radio communication link, the radio signal formed from a modulated sequence of symbols which are modulated according to a modulation scheme selected from a group consisting of a plurality of modulation schemes in which a sequence of symbols having a training sequence is rotated by a different amount in each of said modulation schemes in said group, said receiver comprising: means for demodulating a portion of the received radio signal representing the training sequence by back-rotating the portion of the received radio signal for each of the plurality of modulation schemes; means for calculating a channel impulse response based on a modeling of the sequence of symbols as a convolution of the portion of the received radio signal and the channel impulse response plus an error measurement ; and means for comparing the energy of the channel impulse response for each of the plurality of modulation schemes to determine the selected modulation scheme to be whichever of the plurality of modulation schemes has a higher total energy.
25. The receiver of claim 24 wherein said digital radio communication link comprises a link in a
GSM mobile communications system and said plurality of modulation schemes comprise GMSK modulation and EDGE modulation.
26. The receiver of claim 24 wherein said demodulating means, modeling means and comparing means comprise a digital signal processor.
27. The receiver of claim 24 further comprising means for calculating the channel impulse response using a least squares solution.
EP00974742A 1999-12-30 2000-11-24 Method for blind modulation detection Withdrawn EP1243112A1 (en)

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KR100587978B1 (en) 2004-11-29 2006-06-08 한국전자통신연구원 Apparatus and method for blind modulation classification in satellite communication system
KR100611507B1 (en) 2005-02-07 2006-08-11 삼성전자주식회사 Blind detection method and apparatus, and mobile communication receiver having the same
EP2540043B1 (en) * 2010-02-26 2014-01-01 Telefonaktiebolaget LM Ericsson (publ) Method and arrangement to jointly reduce peak to average power ratio and signal modulation type for pre-coded enhanced general packet radio service (egprs)
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AU2016201984B2 (en) 2015-03-31 2020-03-12 Allen-Vanguard Corporation System and method for classifying signal modulations
CN113938369A (en) * 2021-11-25 2022-01-14 中国电子科技集团公司第五十四研究所 Multi-user blind detection receiving method of differential modulation scheduling-free system

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