EP0804840A2 - Einrichtung und verfahren zue erzeugung von pseudozufallsgrössen unter verwendung der eigenschaften eines funkkanals - Google Patents

Einrichtung und verfahren zue erzeugung von pseudozufallsgrössen unter verwendung der eigenschaften eines funkkanals

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Publication number
EP0804840A2
EP0804840A2 EP96911184A EP96911184A EP0804840A2 EP 0804840 A2 EP0804840 A2 EP 0804840A2 EP 96911184 A EP96911184 A EP 96911184A EP 96911184 A EP96911184 A EP 96911184A EP 0804840 A2 EP0804840 A2 EP 0804840A2
Authority
EP
European Patent Office
Prior art keywords
radio
sequence
pseudorandom sequence
radio transceiver
randomness
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Withdrawn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
EP96911184A
Other languages
English (en)
French (fr)
Inventor
Amer Aref Hassan
John Erik Hershey
Sandeep Chennakeshu
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.)
Ericsson Inc
Original Assignee
Ericsson Inc
Ericsson GE Mobile Communications Holding Inc
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
Priority claimed from US08/376,144 external-priority patent/US5604806A/en
Application filed by Ericsson Inc, Ericsson GE Mobile Communications Holding Inc filed Critical Ericsson Inc
Publication of EP0804840A2 publication Critical patent/EP0804840A2/de
Withdrawn legal-status Critical Current

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Classifications

    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L9/00Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols
    • H04L9/08Key distribution or management, e.g. generation, sharing or updating, of cryptographic keys or passwords
    • H04L9/0816Key establishment, i.e. cryptographic processes or cryptographic protocols whereby a shared secret becomes available to two or more parties, for subsequent use
    • H04L9/0838Key agreement, i.e. key establishment technique in which a shared key is derived by parties as a function of information contributed by, or associated with, each of these
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04BTRANSMISSION
    • H04B17/00Monitoring; Testing
    • H04B17/0082Monitoring; Testing using service channels; using auxiliary channels
    • H04B17/0087Monitoring; Testing using service channels; using auxiliary channels using auxiliary channels or channel simulators
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04BTRANSMISSION
    • H04B17/00Monitoring; Testing
    • H04B17/30Monitoring; Testing of propagation channels
    • H04B17/391Modelling the propagation channel
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04JMULTIPLEX COMMUNICATION
    • H04J13/00Code division multiplex systems
    • H04J13/0007Code type
    • H04J13/0022PN, e.g. Kronecker
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04JMULTIPLEX COMMUNICATION
    • H04J13/00Code division multiplex systems
    • H04J13/16Code allocation
    • H04J13/18Allocation of orthogonal codes
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04KSECRET COMMUNICATION; JAMMING OF COMMUNICATION
    • H04K1/00Secret communication
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L2209/00Additional information or applications relating to cryptographic mechanisms or cryptographic arrangements for secret or secure communication H04L9/00
    • H04L2209/80Wireless

Definitions

  • BACKGROUND Applicants' invention relates to apparatus and methods for using radio channel characteristics to generate pseudorandom quantities at plural transceivers that can be used, for example, as spreading sequences in communicating using code division multiplexing or code division multiple access (CDMA) systems or as frequency hopping sequences in time division multiple access (TDMA) or CDMA systems.
  • CDMA code division multiplexing
  • TDMA time division multiple access
  • a classical cryptographic system is in general a set of instructions, a piece of hardware, or a computer program that can convert plain text (unencrypted information) to ciphertext, or vice versa, in a variety of ways, one of which is selected by a specific key that is known to the users but is kept secret from others.
  • the DES is a classical cryptographic system.
  • Popular PKC systems make use of the fact that finding large prime numbers is computationally easy but factoring the products of two large prime numbers is computationally difficult.
  • PKC systems have an advantage over other cryptographic systems like the DES in that a PKC system uses a key for decryption that is different from the key for encryption.
  • a PKC user's encryption key can be published for use by others, and the difficulty of securely distributing keys is avoided. See, e.g., R. I. Rivest et al., "A Method of Obtaining Digital Signatures and Public-Key Cryptosystems", Commun. of the ACM vol. 21, pp. 120-126 (Feb. 1978); and W. Diffie, "The First Ten Years of Public-Key Cryptography", Proc. IEEE vol. 76, pp. 560-577 ( May 1988).
  • Such a cellular radio system is specified in ⁇ A/EIA/IS-95-A, which is an interim standard published by the Telecommunications Industry Association and Electronic Industries Association (TIA/EIA) for a North American CDMA communication system and the disclosure of which is incorporated here by reference.
  • TIA/EIA Telecommunications Industry Association and Electronic Industries Association
  • each radio channel, or radio carrier signal having a particular frequency corresponds to a respective spreading sequence of digital bits that is used for encoding a sequence of information bits from a data source, e.g., a digitally encoded portion of a voice conversation.
  • the information sequence to be communicated is spread, or mapped, into a longer sequence by combining the information sequence with the spreading sequence.
  • one or more bits of the information sequence are represented by a sequence of N "chip" values.
  • the sequence of chips, i.e., the spread information sequence is then used to modulate the frequency of the radio carrier signal.
  • a binary information symbol b ( ⁇ 1) can be spread by multiplying b with a spreading sequence x; for example, the spreading sequence x might be + 1, - 1, + 1, — 1, consisting of four binary chips.
  • each spread symbol is essentially the product of an information symbol and the spreading sequence.
  • indirect spreading the different possible information symbols are replaced by different, not necessarily related, spreading sequences.
  • mapping from information symbol to spread symbol can be viewed as a form of block coding.
  • a single M-ary information symbol i.e., a symbol that can take on any of M possible values, is mapped to one of M possible spread symbols.
  • the information symbol may be derived from a differential symbol d.
  • An advantage of such spreading is that information from many sources can be transmitted at the same time in the same radio frequency band, provided the spreading sequences used to represent the different sources' information sequences do not interfere with one another too much. In effect, the different spreading sequences correspond to different communication "channels".
  • the spreading sequences should be as random as possible (and thus the CDMA channels) can also be mutually orthogonal, i.e., the cross- correlations of the spreading sequences must be zero. (Two binary sequences are orthogonal if they differ in exactly one-half of their bit positions.) On the other hand, there are only N orthogonal spreading sequences of length N. It may be recognized that spreading an information sequence by combining it with one of a set of orthogonal spreading sequences is similar to the common process of block coding. In many communication systems, an information sequence to be communicated is block-coded for correcting errors.
  • orthogonal block coding a number N of information bits are converted to one of 2 N N-bit orthogonal codewords.
  • Decoding such an orthogonal codeword involves correlating it with all members of the set of 2** codewords.
  • the binary index of the codeword giving the highest correlation yields the desired information.
  • the underlying information signal is the 4-bit binary codeword 1010 (which is the integer ten in decimal notation).
  • Such a code is called a [16,4] orthogonal block code.
  • a significant feature of such coding is that simultaneous correlation with all the orthogonal block codewords in a set may be performed efficiently by means of a Fast Walsh Transform (FWT) device.
  • FWT Fast Walsh Transform
  • 128 input signal samples are transformed into a 128-point Walsh spectrum in which each point in the spectrum represents the value of the correlation of the input signal samples with one of the codewords in the set.
  • a suitable FWT processor is described in U.S. Patent No. 5,357,454 to Dent, which is incorporated here by reference.
  • the typical CDMA system spreads an information sequence into block error correction codewords, and then combines the block codewords with a code sequence that is unique to each user.
  • the block codewords are combined with a scramble mask that does not further spread the information sequence.
  • Frequency hopping is a technique for ensuring that worst case interference scenarios do not prevail for longer than one frequency hop interval, rather than for the duration of an entire connection by changing the carrier frequency used on which data symbols associated with the connection are modulated. This characteristic is commonly known as interferer diversity. Frequency hopping also provides frequency diversity that combats fading for slowly moving mobile stations. Moreover, frequency hopping can also be used to eliminate the difficult task of frequency planning, which is of special importance in microcells. This can be achieved if all of the cells in a system use the same frequencies but each cell has a different hop sequence. Such systems have been called Frequency Hopping Multiple Access (FHMA) systems.
  • FHMA Frequency Hopping Multiple Access
  • each cell can use all of the available frequencies, but at different times, as determined by a pseudo-random frequency hop sequence generator.
  • Such generators can be constructed several ways, e.g. , to yield a random probability that any two cells choose the same frequency at the same time (known as non-orthogonal hopping), to guarantee that specified cells or mobile stations never choose the same frequency at the same time (known as orthogonal hopping), or to obtain a mixture of the preceding two techniques (e.g., signals in the same cell hop orthogonally, while being non-orthogonal relative to signals in adjacent cells).
  • pseudorandom number generators have several drawbacks. For example, they typically are limited in the number of pseudorandom sequences that they can generate. Moreover, these devices require extensive memories for facilitating sequence generation. Yet another drawback to the use of pseudorandom number generators as components of base stations and mobile stations in radiocommunication systems is that they must use an elaborate scheme of common inputs to ensure that a base station and a mobile station that are communicating with one another generate the same pseudorandom sequence so that they can, for example, properly spread and despread CDMA composite signals.
  • characteristics of the radio channel are used to establish and exchange pseudorandom quantities which can be used by transmitters and receivers to perform various signal processing functions, e.g., spreading, despreading and frequency hopping sequence generation. These characteristics are the short-term reciprocity and rapid spatial decorrelation of phase of the radio channel. In other words, for a short period of time (on the order of a few milliseconds), the impulse response of a radio channel viewed from an antenna located at a position A to an antenna located at a position B is the same as the impulse response of the channel viewed from position B to position A, excluding thermal noise.
  • the pseudorandom quantities can be established with computations equivalent to a bounded distance decoding procedure, and the determined pseudorandom quantity may be used for processing the subsequent data transmission.
  • the measured quantities may not always be sufficiently random for use as pseudorandom quantities in signal processing such as spreading and frequency hopping.
  • the sequences which are generated based upon an analysis of radio channel characteristics are further screened to ensure that they are sufficiently random for use in various signal processing techniques.
  • a randomness tester can be employed on the sequences which are established as described herein.
  • Applicants' invention provides a method of establishing a pseudorandom sequence for processing signals involved in a connection between a first radio transceiver and a second radio transceiver comprising the steps of, in the first radio transceiver, transmitting a plurality of sinusoidal signals, each sinusoidal signal having a respective predetermined frequency and a predetermined initial phase; and in the second radio transceiver, detecting the plurality of sinusoidal signals transmitted by the first radio transceiver, and transmitting the plurality of sinusoidal signals after a predetermined time period.
  • This method further includes, in each of the first and second radio transceivers, the steps of determining a phase of each of the plurality of sinusoidal signals received from the other radio transceiver; determining differences between the phases of pairs of the sinusoidal signals received; quantizing each difference into a respective one of a plurality of phase decision values; and using a plurality of the quantized differences as a pseudorandom sequence in subsequent signal processing.
  • the method may further include the step of testing the randomness of the established sequence prior to using the sequence in subsequent signal processing.
  • Other methods and systems for generating and using pseudorandom quantities based on radio channel characteristics are described herein.
  • FIG. 1A, IB illustrate an exemplary -multi-layered cellular system
  • Fig. 2 is a block diagram of an exemplary cellular mobile radiotelephone system
  • Fig. 3 is a block diagram illustrating a communication system
  • Fig. 4 is a block diagram illustrating a communication system using a comb of tones for establishing a key sequence
  • Fig. 5 shows phase-space decision regions
  • Fig. 6 shows probability density functions of the random variable ⁇
  • Fig. 7 is a block diagram of a communication system using pilot symbols for establishing a key sequence
  • Fig. 8 is block diagram of an exemplary randomness tester
  • Fig. 9 A is a matrix used to illustrate time slot and frequency hopping generally
  • Fig. 9B is a block diagram of an exemplary hop sequence generator according to the present invention
  • Fig. 10 is a block diagram which generally illustrates the elements of a
  • CDMA transmitter and receiver according to an exemplary embodiment of the present invention.
  • Fig. 11 shows the performance of a communication system in accordance with Applicants' invention.
  • FIGs. 1A, IB illustrate an exemplary multi-layered cellular system.
  • An umbrella macrocell 10 represented by a hexagonal shape is part of an overlying cellular structure comprising many macrocells A, - A 7 , - - B (see Fig. IB).
  • Each umbrella cell may contain an underlying microcell structure.
  • the radio coverage of the umbrella cell and an underlying microcell may overlap or may be substantially non-overlapping.
  • the umbrella cell 10 includes microcells 20 represented by the area enclosed within the dotted line and microcells 30 represented by the area enclosed within the dashed line corresponding to areas along city streets, and picocells 40, 50, and 60, which cover individual floors of a building.
  • control channels are used for setting up calls, informing the base stations about location and parameters associated with mobile stations, and informing the mobile stations about location and parameters associated with the base stations.
  • the base stations listen for call access requests by mobile stations and the mobile stations in turn listen for paging messages. Once a call access message has been received, it must be determined which cell should be responsible for the call. Generally, this is determined by the signal strength of the mobile station received at the nearby cells.
  • the assigned cell is ordered, by the mobile switching center (MSC) for example, to tune to an available voice channel which is allocated from the set of voice channels accessible to the assigned cell.
  • Fig. 2 is a block diagram of an exemplary cellular mobile radiotelephone communication system for use with the cellular structure shown in Figs. 1A, IB.
  • the communication system includes a base station 110 that is associated with a respective one of the macrocell, microcell, and picocell; a mobile station 120; and an MSC 140.
  • Each base station has a control and processing unit 130, which communicates with the MSC 140, which in turn is connected to the public switched telephone network (not shown).
  • Each base station also includes at least one voice channel transceiver 150 and a control channel transceiver 160, which are controlled by the control and processing unit 130.
  • the mobile station 170 includes a similar voice and control channel transceiver 170 for exchanging information with the transceivers 150, 160, and a similar control and processing unit 180 for controlling the voice and control channel transceiver 170.
  • the mobile station's transceiver 170 can also exchange information with the transceiver 170 in another mobile station.
  • the M n vectors r are t-sphere packed into S spheres, viz., the maximum number of disjoint spheres having radii t is S.
  • the vectors in a sphere are mapped into a representative consisting of the center of that sphere.
  • the set of S representatives be ⁇ c,, c 2 , ..., c s ⁇ .
  • Each representative vector c has a length n and can be mapped into a binary vector k having a length mn.
  • K ⁇ k,, k 2 , ..., k s ⁇ .
  • a transmitter and a receiver can establish, with high probability, a common sequence kj that is contained in the set K, then the sequence k ⁇ can be used for spreading an information sequence communicated from the transmitter to the receiver or for establishing a frequency hopping sequence to be used during the communication of the information sequence.
  • the probability is substantially zero that an eavesdropper can determine that common sequence kj, then secure communication is also achieved - without incorporating an extra encryption and decryption algorithm to achieve cryptographic security.
  • the spheres constructed in accordance with Applicants' invention increase the probability of the transmitter's and receiver's establishing such a common sequence k ; in the event of noise and other discrepancies in the radio channel and system hardware.
  • the transmitter establishes a sequence r ⁇ and the receiver establishes a different sequence r R . If the sequences r ⁇ , r R fall within the same sphere, they will be mapped into the same sequence k in the set K.
  • Applicants' invention provides methods and apparatus for establishing two sequences, one at a transmitter and another at a receiver, such that with high probability the two sequences fall within the same sphere.
  • These sequences will, most frequently, exhibit pseudorandom characteristics due to the complex nature of the time- varying radio channel. Those sequences which are not pseudorandom can be detected and discarded, if necessary.
  • the rare event that the two sequences are not in the same sphere is quickly detectable, enabling the procedure for establishing a common sequence to be repeated.
  • the sphere associated with an arbitrary vector is determined efficiently in real time and with low hardware complexity.
  • a generalized communication link comprises two communication channels: a channel from a first user's transmitter to a second user's receiver, and a channel from the second user's transmitter to the first user's receiver.
  • Fig. 3 shows a first user A, a second user B, and an eavesdropper E.
  • the characteristics of the AB channel, the BA channel, and the AE channel all vary with time.
  • the impulse response of the A-B channel is the same as the impulse response of B-A channel excluding thermal noise, which is to say that over short periods of time, on the order of a few milliseconds, the link is reciprocal. It will be understood that the link is not reciprocal when thermal noise (and other possible nonidealities) are included.
  • a first transceiver (such as that used by the first user A) transmits a signal s(t) comprising two sinusoids having frequencies f ⁇ and f 2 and having equal initial phase offsets ⁇ and energies E during a k-th signaling interval [kT, (k-r- l)T].
  • the transmitted signal s(t) can be generated in any of a number of ways, e.g., by amplifying and summing the output signals of two suitable oscillators 401, 403 or a frequency synthesizer, and upconverting the result to a suitable transmission frequency by modulating a carrier signal. Ignoring the modulation, the transmitted signal s(t) is given by the following expression:
  • the transmitted signal s(t) is radiated by an antenna and passes through a channel such as the air, which modifies the transmitted signal by introducing time-varying fading due to multipath propagation and by adding white Gaussian noise n(t) having double-sided power spectral density No 2.
  • the effects of the channel are pictorially referred to by block 404.
  • the receiver downconverts and amplifies the signal that it obtains from the channel (the downconverter and amplifier are not shown in Fig. 4), and correlates the resulting signal r(t) with its own locally generated versions of cos(2xf,t) and cos(2 ⁇ f 2 t). As shown in Fig.
  • the output signals generated by the correlators are conventionally filtered by low-pass filters 413, 415 for suppressing the sum (up-converted) signals, as well as components that might be due to nearby radio signals.
  • the signal r(t) received by a second transceiver such as the second user B during the k-th signaling interval is given by the following expression:
  • the filtered correlator output signals are provided to a differential phase detector 417, which generates, for each time interval T, an estimate of the difference between the phase terms ⁇ .(k) and ⁇ 2 (k).
  • the successive phase-difference estimates are provided to a quantizer 419, which allocates a respective one of a number of predetermined phase values to each phase-difference estimate.
  • the baseband differential signal generated by the differential phase detector 417 in the receiver B is given by the following expression:
  • the second user B quantizes the phase-difference estimate into one of M predetermined phase values, generating a quantizer output signal Q( ⁇ B ).
  • the differential phase detector or phase measuring device 417 may produce either an analog or a digital measurement of the baseband signal's instantaneous phase.
  • a suitable differential detector is a combination of two of the phase detectors described in U.S. Patents No. 5,084,669 to Dent and U.S. Patent No. 5,220,275 to Holmqvist, both of which are expressly incorporated here by reference.
  • T is sequence r B of phase values generated by the quantizer 419 is stored in a buffer 421, such as a random-access memory, a shift register, or equivalent device, which has a length that is determined by parameters of a minimum distance, error correction decoder 423.
  • the error correction decoder 423 in the receiver B transforms the sequence of quantized phase-difference estimates and generates an output signal that corresponds to the receiver's key sequence k B .
  • the sequence r B of phase values can be forwarded to a randomness tester.
  • the size of the buffer 421 is determined by the length of the key sequence desired. If the decoder 423 has a block length N and dimensionality k, then the buffer delay is N for this example in which the comb consists of only two tones simultaneously transmitted at each of N times. As described below, more than two tones can be simultaneously transmitted, which reduces the buffer delay accordingly. For example, if T tones are simultaneously transmitted, T — 1 phase differences can be quantized at once, and the buffer delay is N/(T - 1).
  • Vector r B generated by the buffer 421 has N elements, each of which is M-ary, and thus the N-element vector is the input to any of a wide variety of minimum distance decoders 423.
  • One useful decoder is the bounded distance decoder, which is a low-complexity decoder described in R. Blahut, Theory and Practice of Error Control Codes, chapt. 7, Addison-Wesley, Reading, MA (1983) which disclosure is expressly incorporated here by reference.
  • the decoder 423 maps the N symbols generated by the buffer to another N symbols, which is the cryptographic key sequence k B of interest, as described in more detail below.
  • the signal processing operations carried out in the receiver can be performed in the digital domain by a suitable digital signal processing (DSP) device.
  • DSP digital signal processing
  • the DSP device may be implemented as hard-wired logic circuitry, or, preferably, as an integrated digital signal processor, such as an application-specific integrated circuit (ASIC).
  • ASIC application-specific integrated circuit
  • an ASIC may include hard-wired logic circuitry that is optimal for performing a required function, which is an arrangement commonly selected when speed or another performance parameter is more important than the versatility of a programmable digital signal processor.
  • the first user A establishes its own sequence of quantized phase-difference estimates from a signal transmitted by the second user B.
  • the second user B transmits a signal comprising the two sinusoids having the frequencies f, and f 2 and equal phase offsets and energies.
  • the first user A transmits, then the second user B, then the first user A, and so on in an interleaved manner in order to maintain the reciprocity assumption.
  • the first user A is a radiotelephone moving at a speed of 100 km/hr with respect to a base station or other transceiver (the second user B) and using a radio frequency carrier in the 900 MHz region.
  • the delay between the transmissions by the first user and the transmissions by the second user is 10 ⁇ sec, the radiotelephone would move only 0.28 mm during each delay, a distance that is negligible in comparison to the wavelength of 0.3 m.
  • the scatterings of the signal from the various reflectors should be strongly correlated.
  • a 10- ⁇ sec delay is longer than the time usually needed to permit all signal rays due to multipath propagation to arrive at the second user and shorter than the few milliseconds needed to ensure the reciprocity of the channel. If the motion is slower or the delay is shorter, the reciprocity of the channel is even more precise.
  • the first user A establishes a sequence of phase-difference estimates that is given by the following expression:
  • the eavesdropper E can obtain a baseband differential signal given by the following expression:
  • the eavesdropper E can establish a sequence of phase-difference estimates given by the following expression:
  • each of the three sequences or vectors r A , r B , and r E that are established is an input signal to a respective error correction decoder.
  • the output signals generated by the decoders correspond to the key sequences k A , k B , k E . It will be noted that no encrypting need be performed at the transmitters A, B.
  • the decoders limit the number of possible keys to increase the probability of the first user's and second user's establishing the same key as described in more detail below.
  • J i ⁇ D ⁇ )l[ ⁇ + ( ⁇ , - o 2 )V] ;
  • Jo is the Bessel function of order 0;
  • ⁇ D is the Doppler frequency shift due to relative motion between the transmitter and receiver;
  • r is the transmission time delay;
  • is a time delay spread between the multipath signal rays.
  • Fig. 6 shows the probability density function p + as a function of ⁇ / ⁇ for five different values of the parameter ⁇ 2 .
  • the random variable ⁇ is almost uniformly distributed.
  • the quantizers quantize the phase-difference estimates into each of the M phase values with equal probability 1/M.
  • the security of the system depends on the degree to which the phases of the tones are decorrelated by passage through the communication channel.
  • the decorrelation is substantially complete, then the amount of work an eavesdropper must do to break the system approaches that of an exhaustive search for the key sequences k A , k B .
  • the preceding analysis was simplified by letting the two tones have equal energies and equal initial phase offsets, which are easy to obtain with a phase-locked loop for example. In general, it is only necessary for these parameters to be predetermined, viz., known a priori to both transceivers, but such a system is more complicated than that described above. Also, the preceding analysis considered only two tones transmitted at any one time, but in general, the comb could consist of more than two simultaneously transmitted tones and the preceding analysis would apply to successive pairs of such a comb of tones.
  • sequences r A , r B could be generated all at once by simultaneously transmitting a comb of the appropriate number of tones, and estimating and quantizing the phase difference of each successive pair of tones. Simultaneous transmission of the two or more tones is desirable because it is easy then to control the initial phases of the tones, leading to a less complicated system. Moreover, it is not necessary that the frequency separation between the tones in one pair of tones be the same as the frequency separation between another pair; in other words, the "comb” can have unevenly spaced "teeth". Also, it is not necessary to consider only pairs of successive tones; in other words, the "teeth" in a pair can be separated by other "teeth".
  • the necessary uniform distribution of the random variable ⁇ could be obtained by pairing, say, the tones i ⁇ and f 4 ; f 2 and f 5 ; f 3 and f 6 ; etc. It is only necessary for the tones in each pair to be orthogonally spaced, i.e., the frequency separations must be sufficient as described above.
  • the sequences k A , k B can be established based on only a plurality of pilot symbols such as the bits that may be transmitted for synchronizing the operation of a first transceiver and a second transceiver.
  • pilot symbols such as the bits that may be transmitted for synchronizing the operation of a first transceiver and a second transceiver.
  • Such sync bits are typically included in dedicated synchronization fields of messages transmitted in conventional cellular radiotelephone systems as is well known to those skilled in the art. Two ways of establishing the sequences based on the pilot symbols are described below.
  • a sequence k can be crudely established by hard-decision decoding the pilot symbols and mapping the resulting sequence of decoded pilot symbols to the center of a sphere. It is believed that any errors in the sequence decoded by the first user will be the same as errors in the sequence decoded by the second user. Thus, the two pilot symbol sequences will be mapped to the same sphere and yield the same key. Even if the errors in the sequences decoded by the first and second users are slightly different, the two sequences will still be mapped to the same sphere with high probability, yielding the same key.
  • a possible shortcoming of this method is that many pilot symbols are needed to make it computationally difficult for an eavesdropper to exhaust all possibilities. If the pilot symbols are the sync bits in a cellular radio telephone system, it is currently believed that at least sixty bits are needed.
  • the necessary pilot symbols need not be transmitted together, viz. , it is not necessary to use all of the sync bits in one frame of a CDMA channel or one time slot of a TDMA channel.
  • any one or more of the sync bits in one frame can be used with any one or more of the sync bits in other frames. It is only necessary that the frames be separated by a time interval that is longer than the coherence time of the channel as described above.
  • a more refined method of establishing a sequence based on the pilot symbols uses channel state information rather than hard-decision decoding.
  • the first and second users interpolate known pilot symbols and quantize the outputs of the interpolators in a manner similar to that described above with respect to the method of establishing the sequence based on a comb of tones.
  • the second user determines a phase estimate for each of the bits in the sync portion of a CDMA frame.
  • the first and second users could agree to use another set of known bits.
  • the second user determines the differences between each of the phase estimates and the respective predetermined phases for the known bits.
  • Fig. 7 is a block diagram of a system for carrying out this "refined method" of using pilot symbols.
  • data to be transmitted is encrypted according to a key sequence by an encryptor 701.
  • the encryptor would simply pass the data to be transmitted without alteration.
  • a multiplexer 703 combines the encrypted data to be transmitted with the known pilot symbols, which may be bits used for synchronization and overhead signaling in conventional radiotelephony. It is only necessary for the pilot symbols to be transmitted with known phases.
  • the sequence of interleaved data and pilot symbols formed by the multiplexer 703 is provided to a pulse shaper and up-converter 705 for transmitting the information through the communication channel, which in general is characterized by fading and additive white gaussian noise.
  • the signal received from the channel is down-converted as necessary and passed through a matched filter 707.
  • the signal generated by the matched filter 707 is divided by a suitably controlled switch 709, or decimator, into a signal comprising the received data that was transmitted and a signal comprising the received pilot symbols.
  • An interpolator 711 measures the phases of the received pilot symbols and forms the difference between each measured phase, which generally will have been rotated by channel fading, and the known transmitted phase of the respective pilot symbol.
  • the interpolator 711 preferably low-pass filters these phase-difference estimates.
  • the phase difference values generated by the interpolator 711 are quantized by a quantizer 713, and stored in a buffer memory 715 for accumulating enough phase difference values.
  • the sequence of phase difference values is then decoded by a decoder 717 for generating a key sequence as described above in relation to Fig. 4.
  • the phase difference values generated by the interpolator 711 are also provided to a demodulator 719 such as an error correction decoder for recovering the data that was transmitted.
  • the demodulator 719 also receives the data that was transmitted, which may have passed through a delay device 721 suitable for synchronizing the phase difference values and the data that was transmitted. Assuming that received data was encrypted according to the key sequence before transmission, the encrypted transmitted data produced by the demodulator 719 and the key sequence produced by the decoder 717 are provided to a decryptor 723 for recovering the data transmitted.
  • the transmitter establishes its own key sequence based on transmissions from the receiver, and that key sequence can be used to decrypt encrypted transmissions from the receiver.
  • the set of candidate sequences is limited to the set of sequences of a linear block error correcting code.
  • the radii of the spheres are then determined by such a code's error correcting capability, i.e., the number of errors that the code can correct, and the received sequences r can be mapped to the candidate sequences k by an appropriate known decoding procedure.
  • linear Bose-Chaudhuri-Hocquenghem (BCH) codes can be used as the set of candidate sequences k; such codes can be decoded with low complexity using either the Peterson-Gorenstein-Zierler procedure or the Berlekamp-Massey procedure, or any procedure for decoding cyclic codes, as described in the above-cited book by R. Blahut.
  • the code parameters are (n, k) with minimum Hamming distance d and with code symbol alphabet GF(2 )
  • candidate sequences of length mn can be established from a set of size 2 mo .
  • the Hamming radius t of the sphere, or equivalently the error correcting capability of the code, is given by t ⁇ [(d — l)/2]. (The spheres need not be closely packed).
  • the received sequences r A , r B , and r E having suitable randomness properties are the inputs to error correction decoders implementing the
  • the outputs of the decoders are the sequences k A , k B , and k E .
  • the decoders substantially limit the number of possible sequences, thereby increasing the likelihood of sequence agreement between the first and second users. It may be noted that decoders might not be needed at very high signal-to-noise ratios (SNRs), although such very high SNRs would be difficult to obtain in a practical communication system.
  • SNRs signal-to-noise ratios
  • the sequences r stored in the buffers 421 or 715 are random. Those sequences would be ideal in a basic communication system that used direct-sequence spread spectrum or frequency-hopped spread spectrum techniques. Moreover, different users could agree to use different sequences in a multiple-user spread spectrum communication system.
  • sequences r stored in the buffers will include strings of consecutive binary ZEROES or ONES. Such sequences are not suitable use as signal processing techniques where highly random quantities are needed, e.g., for use as spreading sequences in a CDMA system because their cross-correlation properties are undesirable. Accordingly, the sequences stored in the buffers 421 or 715 are provided as input signals to a randomness tester to ensure that the spectra of the sequences have the proper shapes.
  • Fig. 8 is block diagram of a suitable randomness tester, comprising a statistical processor 801 and a quality processor 803.
  • the statistical processor 801 tests the randomness of a sequence r and generates an output signal q that represents the quality of randomness.
  • the quality processor 803 is in essence a switch controlled by a comparator that receives the signal q and the respective sequence r and determines whether the value of q is acceptable, i.e., whether q passes a predetermined quality threshold ⁇ , e.g., whether q > ⁇ . If so, the respective sequence r is used as a spreading sequence in a direct-spreading system or as a control signal for a frequency synthesizer in a frequency-hopping system as will be described below. If the value of q is unacceptable, e.g., if q ⁇ ⁇ , the respective sequence r is not used, and the sequence may be erased from the buffer.
  • the values of q that are acceptable depend on the conditions of the channel and the particular application. For example, a lower value of q is acceptable when the users have information that the channel is not heavily loaded.
  • a relatively low q value may be acceptable for the sequence r, because the mutual interference caused by only one additional connection is expected to be relatively low.
  • the mutual interference of the relatively few users can be acceptable even if those users are not using spreading sequences having ideal cross-correlation properties, thus permitting a lower threshold ⁇ .
  • the statistical processor 801 is preferably implemented by a suitably programmed microprocessor for quickly carrying out t-tests for whiteness of the spectra of the sequences r and Kurtosis tests for gaussianicity.
  • a sequence r comprising elements r(l), r(2), r(3), . . . r(N)
  • r(l) comprising elements r(l), r(2), r(3), . . . r(N)
  • the first step carried out by the statistical processor 801 is removing the d.c. bias by determining the sequence's mean value f according to the following expression:
  • the correlation test comprising the steps of determining the variance ⁇ 2 from the expression: and determining the parameter p from the expression:
  • the t-test is well known in the literature, and is described for example in A. Held, Statistical Theory with Engineering Applications, p. 609, Wiley Inter-Science (1952) which disclosure is expressly incorporated here by reference.
  • the statistical processor 901 carries out a Kurtosis test by determining a parameter ⁇ 2 from the expression:
  • Thresholds for the Kurtosis test are selected in the usual way, and a check is made to determine whether the parameter ⁇ 2 is acceptable. If the Kurtosis test fails, the sequence r is discarded.
  • Different thresholds can be set for different values of N, of the probability of exceeding, etc., as described for example in E.S. Pearson, "A Further Development of Tests for Normality", Biometrika vol. XXII, pp. 239-249 (July 1930). These different thresholds affect the performance of the CDMA system in the following way. For large values of ⁇ , the system will ensure good sequence generation and thus many users can simultaneously access the channel with limited mutual interference. However, the system will incur more delay for larger values of ⁇ , because the randonmess test may reject many sequences before arriving at a sequence which exceeds the threshold. For smaller values of ⁇ , fewer users can be accommodated, but sequence establishment is faster.
  • Fig. 9A illustrates both time slot and frequency hopping in an exemplary communication system.
  • each traffic channel consists of one time slot on one carrier in each frame.
  • a particular channel i.e., the combination of time slot and carrier frequency
  • both the time slot and carrier frequency change from frame to frame.
  • the sequence of slots/carriers used for a particular channel is called the hop sequence, and a hop sequence used in a given cell can be orthogonal to other hop sequences used in that cell but not orthogonal to hop sequences used in other cells as described previously.
  • Fig. 9 A a matrix of time slots/carriers for two such TDMA frames is shown.
  • a certain channel consists of one burst on carrier frequency N in time slot 6, as shown by the square marked 'X' in the matrix.
  • the same channel uses another carrier frequency and time slot as denoted by the square marked 'X' according to the pseudo-random hop sequence.
  • An exemplary system for determining this hop sequence will now be described with reference to Fig. 9B.
  • a hop rate clock 901 provides a clock pulse which is selectively timed for each desired change in time slot and carrier frequency. This clock pulse is used to trigger latch 903 so that the pseudorandom sequence r stored therein is output.
  • a new pseudorandom quantity which has been determined as described above with respect to sequence establishment and evaluated as described above with respect to Fig. 8 to ensure that it has suitable randomness, is latched into device 903.
  • the output pseudorandom sequence is input to modulo-M adder 905, which can optionally be provided to orthogonalize the pseudorandom quantity received from latch 903.
  • Adder 905 operates modulo the number of frequencies M in the frequency memory 907.
  • the pseudorandom quantity and the orthogonal offsets can also be constrained to the range zero to M - 1 so that the output of the modulo M adder 905 does not exceed the range of addresses provided in frequency memory 907.
  • a corresponding frequency stored therein will be output as the selected frequency for either the mobile station or the base station to tune its respective receiver or transmitter.
  • a pseudorandom number generator which typically would be found instead of latch 903 has been replaced with a much less complicated element.
  • Fig. 10 illustrates an exemplary transmitter 1000 and receiver 1100 which can be used to provide CDMA transmissions and receptions according to the present invention.
  • an input data signal would be provided at channel coding block 1001 where the data is coded with an error correcting code.
  • the resulting sequence of symbols is interleaved and, at block 1005, the signal is spread using the pseudorandom sequence provided by the randomness tester of Fig. 8 and which is identified in Fig. 10 as unique code r.
  • the spreading code in this exemplary embodiment is determined by testing the radio channel characteristics as described above.
  • the resulting signal is then used to modulate an RF carrier at block 1007 and transmitted via antenna 1009.
  • the receiver demodulates the signal at block 1101 and despreads the signal at block 1103 using the same unique spreading code as that which was used in block 1005 to spread the transmitted signal. Again, the receiver will determine the unique spreading code by testing the radio channel in the aforedescribed manner. The sequence determined thusly will then be provided to a randomness tester such as that illustrated in Fig. 8, before being provided as unique spreading code r.
  • the channel estimator and rate combiner which are represented by block 1105 combine the resulting signal with echos or pre-echos of the same signal.
  • the reverse functions of blocks 1003 and 1001 are performed in the deinterleaver 1107 and channel decoding block 1109, respectively.
  • A is a weight enumerator function of the code.
  • P B The probability P B that the sequence established by the eavesdropper agrees is given by a similar equation substituting p t for p g .
  • the use of a decoder is desirable for the first and second users, although not strictly required as described above, but use of a decoder does not help the eavesdropper.
  • Applicants' sequence agreement methods and apparatus based on the reversibility of a radio channel provide superior computational secrecy as well as probabilistic secrecy.
  • long arbitrary key sequences can be shared, and a key sequence can be changed even during a communication "session".
  • a secure communication system could employ combs of 2M orthogonal tones transmitted by each user.
  • Such a comb system has the same performance as a block-code system, but the comb system requires a much larger bandwidth, as required by orthogonal signaling, and a more complex frequency synthesizer for generating the tones.
  • the performance measure for security is taken to be probabilistic, and different from the Shannon measure of perfect secrecy.
  • the probability of two users' establishing the same secret key sequence is close to one and the probability of an eavesdropper's establishing the same sequence is substantially zero. This is probabilistic secrecy.
  • the number of possible key sequences is large enough that finding the correct sequence by exhaustive search is impractical. This is computational secrecy.
  • sequence establishment is used to determine a pseudorandom quantity rather than a key sequence.
  • a randomness tester can be provided to screen out those sequences which are insufficiently random for this purpose.
  • Two exemplary applications in which such pseudorandom quantities can be used were provided, specifically spreading sequence determination and hop sequence determination.
  • pseudorandom quantities which are generated in accordance with the present invention can be used as part of any function which requires a pseudorandom quantity as an input.
  • any function implemented in a base station or a mobile station wherein a pseudorandom quantity is needed which is known to both the mobile station and the base station that are connected via a radio channel can be implemented according to the present invention. While particular embodiments of Applicants' invention have been described and illustrated, it should be understood that the invention is not limited thereto. This application contemplates any and all modifications that fall within the spirit and scope of Applicant's invention as defined by the following claims.

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  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Physics & Mathematics (AREA)
  • Electromagnetism (AREA)
  • Computer Security & Cryptography (AREA)
  • Mobile Radio Communication Systems (AREA)
  • Monitoring And Testing Of Transmission In General (AREA)
EP96911184A 1995-01-20 1996-01-19 Einrichtung und verfahren zue erzeugung von pseudozufallsgrössen unter verwendung der eigenschaften eines funkkanals Withdrawn EP0804840A2 (de)

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US08/376,144 US5604806A (en) 1995-01-20 1995-01-20 Apparatus and method for secure radio communication
US376144 1995-01-20
US08/555,968 US5995533A (en) 1995-01-20 1995-11-13 Apparatus and method for generating pseudorandom quantities based upon radio channel characteristics
US555968 1995-11-13
PCT/US1996/000868 WO1996023376A2 (en) 1995-01-20 1996-01-19 Apparatus and method for generating pseudorandom quantities based upon radio channel characteristics

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Families Citing this family (25)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
DE19756386A1 (de) * 1997-12-18 1999-06-24 Secunet Security Networks Gmbh Verfahren zur Erzeugung von Zufallszahlen
US6430170B1 (en) * 1999-05-27 2002-08-06 Qualcomm Inc. Method and apparatus for generating random numbers from a communication signal
US7170996B1 (en) * 1999-10-18 2007-01-30 Qualcomm Incorporated Random number generation for encrypting cellular communications
JP2007502566A (ja) * 2003-08-13 2007-02-08 コーニンクレッカ フィリップス エレクトロニクス エヌ ヴィ 伝送システムにおいてデジタルデータストリームを暗号化する方法及び装置
WO2007124054A2 (en) * 2006-04-18 2007-11-01 Interdigital Technology Corporation Method and system for securing wireless communications
CN101227270B (zh) * 2007-01-16 2014-11-26 王旭 一种新型密钥建立的方法
CN101933285B (zh) * 2007-11-06 2013-01-02 交互数字专利控股公司 用于实现物理层密钥生成的方法和装置
CN102027706B (zh) * 2008-05-12 2014-01-22 交互数字专利控股公司 理论上信息安全的安全性生成
WO2010006035A2 (en) * 2008-07-08 2010-01-14 Interdigital Patent Holdings, Inc. Support of physical layer security in wireless local area networks
WO2010020834A1 (en) * 2008-08-21 2010-02-25 Freescale Semiconductor, Inc. Security key generator
US9025776B2 (en) * 2010-02-01 2015-05-05 Rensselaer Polytechnic Institute Decorrelating audio signals for stereophonic and surround sound using coded and maximum-length-class sequences
DE102014208964A1 (de) 2014-05-13 2015-11-19 Robert Bosch Gmbh Verfahren zur Generierung eines Schlüssels in einem Netzwerk sowie dazu eingerichtete Teilnehmer des Netzwerkes
DE102014209046A1 (de) 2014-05-13 2015-11-19 Robert Bosch Gmbh Verfahren zur Generierung eines geheimen, kryptographischen Schlüssels in einem mobilen Endgerät
DE102014208975A1 (de) 2014-05-13 2015-11-19 Robert Bosch Gmbh Verfahren zur Generierung eines Schlüssels in einem Netzwerk sowie Teilnehmer an einem Netzwerk und Netzwerk
DE102014208965A1 (de) 2014-05-13 2015-11-19 Robert Bosch Gmbh Verfahren zur Authentifizierung eines Netzwerkteilnehmers sowie Netzwerkteilnehmer, Netzwerk und Computerprogramm hierzu
DE102014208974A1 (de) 2014-05-13 2015-11-19 Robert Bosch Gmbh Verfahren zur Ermittlung einer Information über die Entfernung zwischen zwei Geräten sowie hierzu eingerichtete Geräte und Computerprogramme
DE102014217320A1 (de) 2014-08-29 2016-03-03 Robert Bosch Gmbh Verfahren zur Generierung eines kryptographischen Schlüssels in einem Gerät sowie hierzu eingerichtetes Gerät
DE102014217330A1 (de) 2014-08-29 2016-03-03 Robert Bosch Gmbh Verfahren zum Informationsabgleich zwischen Geräten sowie hierzu eingerichtetes Gerät
DE102015215569A1 (de) 2015-08-14 2017-02-16 Robert Bosch Gmbh Verfahren zur Generierung eines Geheimnisses zwischen Teilnehmern eines Netzwerkes sowie dazu eingerichtete Teilnehmer des Netzwerks
DE102015225222A1 (de) 2015-12-15 2017-06-22 Robert Bosch Gmbh Verfahren zur Erzeugung einer geheimen Wertefolge in einem Gerät abhängig von gemessenen physikalischen Eigenschaften eines Übertragungskanals
DE102015225220A1 (de) 2015-12-15 2017-06-22 Robert Bosch Gmbh Verfahren zur Erzeugung einer geheimen Wertefolge in einem Gerät abhängig von gemessenen physikalischen Eigenschaften eines Übertragungskanals
US10447338B2 (en) 2016-09-23 2019-10-15 Microsoft Technology Licensing, Llc Orthogonal spreading sequence creation using radio frequency parameters
US10020838B2 (en) 2016-09-23 2018-07-10 Microsoft Technology Licensing, Llc Sequence generation for spread spectrum from signal sampling
WO2019245771A1 (en) * 2018-06-19 2019-12-26 Microsoft Technology Licensing, Llc Orthogonal spreading sequence creation using radio frequency parameters
CN113315540B (zh) * 2021-03-16 2023-03-17 上海磐启微电子有限公司 一种基于伪随机相位序列扩频信号的调制及解调方法

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2761281B2 (ja) * 1990-05-17 1998-06-04 富士通株式会社 マルチキャリア通信システムの暗号化通信方式
US5243649A (en) * 1992-09-29 1993-09-07 The Johns Hopkins University Apparatus and method for quantum mechanical encryption for the transmission of secure communications
US5345469A (en) * 1993-02-01 1994-09-06 Motorola, Inc. Communication device with code sequence selection system
US5307410A (en) * 1993-05-25 1994-04-26 International Business Machines Corporation Interferometric quantum cryptographic key distribution system

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
See references of WO9623376A3 *

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CA2210714A1 (en) 1996-08-01
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