US20030090306A1 - Thermal noise random pulse generator and random number generator - Google Patents
Thermal noise random pulse generator and random number generator Download PDFInfo
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- US20030090306A1 US20030090306A1 US10/336,465 US33646503A US2003090306A1 US 20030090306 A1 US20030090306 A1 US 20030090306A1 US 33646503 A US33646503 A US 33646503A US 2003090306 A1 US2003090306 A1 US 2003090306A1
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F7/00—Methods or arrangements for processing data by operating upon the order or content of the data handled
- G06F7/58—Random or pseudo-random number generators
- G06F7/588—Random number generators, i.e. based on natural stochastic processes
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- This invention relates to a physical random number generator adapted to generate the true random numbers by taking out thermal noises generated from a thermal noise generating element such as a resistor or a diode when no electric current is supplied to the thermal noise generating element and amplifying it by means of an amplifier.
- a physical random number generator according to the invention can suitably be used for personal identification, coding and other purposes in computer telecommunications and mail-order business because it can perfectly eliminate frauds.
- a physical random number generator according to the invention is also suitable for generating the probability in various game machines.
- Known physical random number generating methods include those for generating random numbers by detecting a random phenomenon of nuclear decay as disclosed in Japanese Patent Applications Laid-Open Nos. 11-161473 and 11-184676 filed by the inventor of the present invention and those for generating random numbers by detecting the light of a light-emitting diode as disclosed in Japanese Patent Application Laid-Open No. 11-145362 also filed by the inventor of the present invention.
- a physical random number generator adapted to generate random numbers by detecting the light from a light emitting diode (LED) by means of a photodiode is advantageous in that it can generate the true random numbers at relatively low cost.
- LED light emitting diode
- a physical random number generator needs new technological developments for integrally forming a LED and a photodiode as a compact unit.
- the present invention is based on the fact that noises generated from a generating thermal noise element such as a resistor or a diode when no electric current is supplying to it are pure thermal noises that do not contain the so-called 1/f noise that is inversely proportional to the frequency f, and that the pure thermal noises represent a perfect random phenomenon.
- a random pulse generator that utilizes the above phenomenon and is adapted to amplify thermal noises by means of an amplifier to produce random analog pulse signals, transform the analog pulses into rectangular pulses and take out the rectangular pulses for use.
- a random pulse generator according to the invention supplies random pulse signals that can be used for generating the natural random numbers.
- random pulses generated from a random pulse generator according to the invention are taken out as pulse signals and the time intervals between the random pulse signals and the succeeding pulse signals that are generated immediately after the respective first random pulse signals are measured and the measured values are supplied as the true physical random numbers.
- this invention uses the measured value of the n bit number (n: integer, e.g., 8 bits: 0-255) as the true physical random numbers.
- the number of random pulses within a predetermined time period generated by a random pulse generator according to the invention are counted and a one-digit number or several-digits number of the counted relative frequency values are supplied as the true physical random numbers.
- random pulses generated by a random pulse generator according to the invention are taken out as pulse signals and the pulse frequencies within a predetermined time period or the time intervals between the random pulse signals and the succeeding pulse signals that are generated immediately after the respective first random pulse signals are measured so that the pulse peak value of one of the measured random pulse signals is selected as threshold value of a pulse peak discriminator in order to generate the true random numbers at a required random number generating speed.
- a thermal noise generating element such as a resistor or a diode and other electronic circuits are contained integrally in an IC card or an IC chip provided with an information processing circuit and the information processing circuit is fed with physical random numbers for the purpose of personal identification, encoding and other purposes in computer telecommunications or mail-order business or for using it as a probability generator in a game machine.
- FIG. 1 is a schematic diagram of an embodiment of a thermal noise physical random number generator according to the invention, showing its overall configuration.
- FIG. 2 is a graph showing the pulse peak distribution between the pulse peak value and the relative frequency obtained in an experiment for various different resistance values of the resistor fitted to the thermal noise generating element of the embodiment of the embodiment of FIG. 1.
- FIG. 3 is a graph showing the pulse peak distribution of the random pulses generated by amplifying the thermal noises from the resistor of a resistance of 560 k in the embodiment of FIG. 1 showing as obtained in an experiment
- FIG. 4 is a graph showing that the observed frequency distribution of the time intervals between the random pulse signals generated by amplifying the thermal noises from the resistor of the embodiment of FIG. 1 and the succeeding pulse signals that are generated immediately after the respective first random pulse signal is expressed as an exponential distribution.
- FIG. 5 is a graph showing the observed frequency distribution of the number of random pulse per 10 seconds generated by amplifying the thermal noises from the resistor of the embodiment of FIG. 1.
- FIG. 6 is a graph showing the observed distribution of 8-bit random numbers in the embodiment of FIG. 1, where the clock frequency for measuring the time intervals of random pulse signals is fixed to 11.25 MHz and the random number generating speed n per second is changed to be equal to 100 bits, 2,000 bits and 8,000 bits.
- FIG. 7 is a schematic circuit diagram of the second embodiment of the invention.
- FIG. 8 is a bar graph, showing the relationship between the decimal random numbers and the relative frequency of appearance in the embodiment of FIG. 7.
- FIG. 9 is a circuit diagram of a thermal noise element having a resistance value of R s and a non-inverting amplifier connected thereto.
- FIG. 10 is a graph showing the observed relationship between the pulse peak value and the frequency in the case of using the resistance value R s of the thermal noise element and the resistance value R f of the amplifier shown in the figure.
- FIG. 11 is distribution graphs showing the relationship between the values of the 8 bit random numbers and the frequency of appearance thereof obtained when the resistance value R s of the thermal noise element and the resistance value R f of the amplifier are made to vary in the embodiment of FIG. 9.
- FIG. 12 is a distribution graph showing the relationship between the values of the random numbers and the frequency of appearance thereof obtained when a voltage is applied to the diode of the circuit of FIG. 9 from a constant voltage source or a battery.
- noises are generated from a semiconductor, a conductor or a resistor when an electric current is supplied to them.
- These noises include thermal noises generated as a result of thermal motions of carriers and/or conduction electrons, so-called 1/f noises that are considered to be related to the surface condition and the electrical contacts between parts, current noises that are generated when an electric current is supplied to them (1/f noises) and shot noises that are generated due to fluctuations that arise due to the fact that the number of carriers and/or electrons is finite.
- the true random numbers are generated by utilizing the perfectly random phenomenon that are obtained by amplifying the pure thermal noises that arise when no electric current is supplied to a resistor, a semiconductor or a diode.
- FIG. 1 is a schematic diagram of an embodiment of thermal noise physical random number generator according to the invention, showing its overall configuration.
- the thermal noise physical random number generator 1 comprises a thermal noise generating element 2 that is any of a resistor, a conductor, a semiconductor element or a diode, a preamplifier 3 connected to one of the terminals of the thermal noise generating element 2 ., a main amplifier 4 , a pulse peak discriminator 5 for selecting pulse peak of analog pulses amplified by the amplifiers higher than a threshold value, a waveform shaping circuit 6 for shaping the selected pulses into rectangular waveforms, a clock pulse generator 8 for generating clock pulses in order to measure the time between the rectangular pulse to the rising edge of the immediately succeeding rectangular pulse, a clock counter 7 for counting the number of clock pulses fed from the clock pulse generator 8 on the basis of n bits (e.g., 8 bits: 256, 10 bits: 1024, etc., n being an integer), a random number generator 9
- n bits e.
- any type of semiconductor is acceptable. Therefore, an analog switch might be a good selection because it is commercially available and it is incorporated easily into an integrated circuit.
- a resistor is used, a large resistance value which to generate larger thermal noises than the noises generated by the preamplifier 3 should be selected in order to remove the 1/f noises from the amplifier 3 .
- the thermal noise generating element 2 and all the other circuits may be integrally combined and contained in an IC card or an IC chip. The operation of the embodiment will be explained below
- the thermal noises produced from the thermal noise generating element 2 without supplying any electric content are amplified and transformed into analog pulse signals by the preamplifier 3 .
- the analog pulse signals amplified by the preamplifier 3 are boosted into voltage signals of several volts for easy detection by the main amplifier 4 .
- Pulse signals with pulse peak beyond a given pulse peak value are selected by the pulse peak discriminator 5 out of the voltage signals from the main amplifier 4 and then shaped into rectangular pulse signals by the waveform shaping circuit.
- the time intervals between the shaped rectangular pulses are random, and whose frequency distribution is exponential.
- the lime intervals are counted with the time 5 counter 7 that is an n-bit counter (n: integer, e.g., 8-bit counter) by number of clock pulses from the pulse generator 8 with frequency of several MHz and the final count number is used as natural random numbers.
- the random numbers are taken out by the random number generator 9 are stored in the random number storage/controller 10 .
- the storage random number are taken out from the random number storage/controller 10 on external demand.
- FIG. 2 is a graph showing the observed pulse peak distribution obtained by analyzing the analog pulse signals of the thermal noises amplified by the preamplifier 3 and the main amplifier 4 by means of a pulse peak analyzer 20 , using resistors with different resistance values R s , (R s 1 k , 10 k , 20 k , 100 k , 560 k ) or a diode fitted as the thermal noise generating element 2 of the embodiment of the embodiment of FIG. 1. As shown in FIG. 2, in case of resistance value of resistor is less than 1 k Q the thermal noise level from the resistor becomes substantially same as the noise level of the preamplifier 3 .
- the pulse peak value distribution of the thermal noises of the resistor is found to be sufficiently larger than that of the noises of the preamplifier 3 when a resistance value of more than 100 k 20 is selected for the resistor as seen from FIG. 2.
- Any desired number of pulses per second can be produced by selecting an appropriate threshold value of the pulse peak discriminator 5 as indicated by arrows of threshold value A, threshold value B and threshold value C in FIG. 3 as so many examples. If, for instance, pulse signals of about 7,650 per second are generated when the value of arrow A is selected as threshold. Similarly, about 2,800 pulse signals per second are generated when the value of arrow B is selected as threshold, and about 160 pulse signals per second are generated when the value of arrow C is selected as threshold.
- the time interval “t” between a pulse signal output from the wave shaping circuit 6 and the pulse signal immediately succeeding the preceding pulse signal is measured by using clock pulses generated by the clock pulse generator 8 and the clock counter 7 .
- the time interval “t” is expressed in terms of number of clock pulses.
- FIG. 4 shows the observed frequency distribution of time interval “t” in the case of generation speed of 1,000 pulse signals per second that are outputs from the wave shaping circuit 6 .
- An arrow in FIG. 4 indicates the average value of 1 millisecond.
- the unit of time measurement is (1/F) seconds.
- the time interval “t” is expressed in terms of number of unit time of (1/F).
- 256 8-bit
- a counting starting from 1 and ending at 256 is repeated and the residue is used as count value.
- FIG. 5 is a graph of the observed frequency distribution of the number of pulse signals when the threshold value in the pulse peak distribution graph of FIG. 3 is fixed so as to make the generation rate of pulse signals to be equal to 237 per second.
- the frequency distribution graph of FIG. 5 is obtained by counting the number of pulse signals per 10 seconds for 2,000 times.
- a Gaussian distribution curve having a ⁇ value of 49 is also shown by the broken line curve in FIG. 5. The fact that the frequency distribution of generation rate of thermal noises from a resistor is a Gaussian distribution certifies that thermal noises from the resistor represent a random phenomenon and hence the thermal noises can be used as random numbers.
- FIG. 6 is a graph of the observed frequency distribution of the 8-bit random numbers obtained by measuring the tune interval “t” by means of a clock having a clock frequency of 11.25 MHz.
- the generation rate of pulse signals is varied from 100 bits per second (12.5 counts per second) to 8,000 bits per second (1,000 counts per second) by using different threshold values for the pulse peak discriminator 5 , while fixing the clock frequency to 11.25 MHz.
- the frequency distribution of random numbers remains substantially uniform even if the generation of pulse signals is varied remarkably (to a ratio of 80:1).
- the voltage produced by the thermal noises from a resistor is proportional to the root of the temperature T of the resistor ( T) as indicated by formula 1 above. In other words, even if the ambient temperature changes from ⁇ 60° C. (213K) to +40° C. (313K), the voltage value changes only by about 20%. Thus, as shown in FIG. 6, the influence of the temperature change can be ignored.
- a portable physical random number generator that can generate the true random numbers at a desired generation speed is fitted to an IC card or a circuit board of a computer or some other device for encoding in computer telecommunications and for the purpose of personal identification in mail-order business and other commercial transactions.
- Such a physical random number generator is also used as probability generator that can eliminate frauds.
- FIG. 7 is a schematic circuit diagram of the second embodiment of the invention that is adapted to generate random numbers by counting the number of pulses in a predetermined time period. It comprises a thermal noise generating element 2 , a preamplifier 3 , a main amplifier 4 , a pulse peak discriminator 5 and a waveform shaping circuit 6 , which are same as their counterparts of the embodiment of FIG. 1 and hence will not be described any further.
- This embodiment additionally comprises a pulse counter 11 for counting the number of pulses in a fixed time interval ⁇ a decimal random number generator 12 adapted to take out the one-digit number or the several-digits number as random number of the count value of the pulse counter 11 and a random number storage/controller 10 for storing the random numbers generated by the random number generator 12 .
- the one-digit number or the several-digits number of the number of pulses per unit time counted by the pulse counter 11 is used as random number.
- the following description concerns the case of one-digit number as random number.
- FIG. 8 is a graph of the frequency distribution of the decimal random number of 0 through 9 obtained by using the embodiment of FIG. 7 that is adapted to take out the one-digit number as random number.
- the FIG. 7 shows a uniform distribution pattern where 78,000 random numbers are distributed.
- mark I denotes the one standard deviation.
- non-uniformity of FIG. 8 represents the statistical fluctuations.
- FIG. 9 is a schematic circuit diagram of a thermal noise generating element 2 showing a resistance value of R s , and a non-inverting amplifier circuit connected to the element 2 .
- the amplifier circuit has resistors with resistance values of R0 and R f the gain A of the amplifier circuit is expressed by formula 2 below:
- random pulse signals are produced by amplifying the electromotive force from the thermal noise generating element having a resistance of R 1 by A (gain) times.
- R f of the thermal noise generating element 2 and the resistance R f of the amplifier circuit are mutually dependent.
- the noise generated from the amplifier contains the 1/f noises and other noises, because an electric current is supplied to the amplifier. Therefore, it is necessary to adjust the relationship between the resistance R s of the thermal noise generating element and the resistance R f of the amplifier circuit so that the noises of the amplifier circuit is negligible.
- the noises from the amplifying circuit become remarkable and make it difficult to obtain uniform tine random numbers if a large value is selected for the resistance R s in order to get a high potential from the thermal noise generating element 2 and/or for the resistance R f in order to get a large gain A, disregarding the necessary condition in the adjustment.
- the pulse peak distributions of these three different combinations were obviously different from each other.
- FIG. 11 is distribution graphs showing the frequency distribution of the 8-bit random numbers each of the combinations of the resistance values described above.
- the frequency distribution of 8-bit random numbers is uniform for the combination of (1) with one standard deviation of ⁇ 34.5 to the average value of 1,088 which shows evidence of statistical fluctuations.
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Abstract
A random number generator has a simple configuration using known inexpensive electronic parts and can generate the tine physical random numbers at a required generator speed. Such a random number generator can provide the true physical random numbers to any sectors of society at dramatically low cost A random pulse generator comprises a thermal noise generating element (2) having a resistor, a conductor or a semiconductor such as a diode adapted to generate thermal noises when no electric current is supplied to them, an analog-amplifier circuit for amplifying the irregular potential generated from the thermal noise generating element and a waveform shaping circuit (6) adapted to take out the output of the amplifier circuit as random rectangular pulse signals. A thermal noise random number generator comprises, in addition to the above components, an n-bit counter (n being an integer) for measuring the dine interval between a random pulse signal output from the waveform shaping circuit (6) and the immediately succeeding random pulse signal and is adapted to output the count of the n-bit counter as natural random number.
Description
- This patent application is a continuation of U.S. patent application Ser. No. 09/830,927 filed May 2, 2001 entitled Thermal Noise Random Pulse Generator And Random Number Generator which application is incorporated herein by this reference thereto.
- 1. Field of the Invention
- This invention relates to a physical random number generator adapted to generate the true random numbers by taking out thermal noises generated from a thermal noise generating element such as a resistor or a diode when no electric current is supplied to the thermal noise generating element and amplifying it by means of an amplifier. A physical random number generator according to the invention can suitably be used for personal identification, coding and other purposes in computer telecommunications and mail-order business because it can perfectly eliminate frauds. A physical random number generator according to the invention is also suitable for generating the probability in various game machines.
- 2. Description of the Related Art
- Known physical random number generating methods include those for generating random numbers by detecting a random phenomenon of nuclear decay as disclosed in Japanese Patent Applications Laid-Open Nos. 11-161473 and 11-184676 filed by the inventor of the present invention and those for generating random numbers by detecting the light of a light-emitting diode as disclosed in Japanese Patent Application Laid-Open No. 11-145362 also filed by the inventor of the present invention.
- A number of random number generators designed to supply an electric current to a resistor and utilize thermal noises from the resistor have been invented and are described in text books on recording mediums.
- While a physical random number generator that utilizes the decay products of a radioactive source provides the advantage that it can easily generate the true random numbers, it is accompanied by a number of disadvantages including that it involves a complex manufacturing process and high manufacturing cost because of the use of a radioactive source and that a device with radioactive source has difficulty to be socially accepted because of the regulation of radioactivity and environmental assessment in the use of radioactive substances.
- A physical random number generator adapted to generate random numbers by detecting the light from a light emitting diode (LED) by means of a photodiode is advantageous in that it can generate the true random numbers at relatively low cost. However, such a physical random number generator needs new technological developments for integrally forming a LED and a photodiode as a compact unit.
- It is impossible to enclose a known random number generators designed to supply an electric current to a resistor in order to utilize it as thermal noise source in a portable card or an integrated circuit (IC) because it requires the use of specifically designed devices including a piece of hardware for generating random numbers and a processing circuit for removing the 1/f noise that are generated as a result of supplying an electric current to the noise source.
- Therefore, it is the object in the present invention to provide a random number generator that has a simple configuration with known inexpensive electronic parts and can generate the true physical random numbers at a required generation speed. Such a random number generator can provide the true physical random numbers to any industrial fields at dramatically low cost.
- The present invention is based on the fact that noises generated from a generating thermal noise element such as a resistor or a diode when no electric current is supplying to it are pure thermal noises that do not contain the so-called 1/f noise that is inversely proportional to the frequency f, and that the pure thermal noises represent a perfect random phenomenon. According to the invention, there is provided a random pulse generator that utilizes the above phenomenon and is adapted to amplify thermal noises by means of an amplifier to produce random analog pulse signals, transform the analog pulses into rectangular pulses and take out the rectangular pulses for use. Thus, a random pulse generator according to the invention supplies random pulse signals that can be used for generating the natural random numbers.
- In the second aspect of the invention, random pulses generated from a random pulse generator according to the invention are taken out as pulse signals and the time intervals between the random pulse signals and the succeeding pulse signals that are generated immediately after the respective first random pulse signals are measured and the measured values are supplied as the true physical random numbers. In case of time measurement with a n-bit counter, this invention uses the measured value of the n bit number (n: integer, e.g., 8 bits: 0-255) as the true physical random numbers.
- In the third aspect of the invention, the number of random pulses within a predetermined time period generated by a random pulse generator according to the invention are counted and a one-digit number or several-digits number of the counted relative frequency values are supplied as the true physical random numbers.
- In the fourth aspect of the invention, random pulses generated by a random pulse generator according to the invention are taken out as pulse signals and the pulse frequencies within a predetermined time period or the time intervals between the random pulse signals and the succeeding pulse signals that are generated immediately after the respective first random pulse signals are measured so that the pulse peak value of one of the measured random pulse signals is selected as threshold value of a pulse peak discriminator in order to generate the true random numbers at a required random number generating speed.
- In the fifth aspect of the invention, a thermal noise generating element such as a resistor or a diode and other electronic circuits are contained integrally in an IC card or an IC chip provided with an information processing circuit and the information processing circuit is fed with physical random numbers for the purpose of personal identification, encoding and other purposes in computer telecommunications or mail-order business or for using it as a probability generator in a game machine.
- FIG. 1 is a schematic diagram of an embodiment of a thermal noise physical random number generator according to the invention, showing its overall configuration.
- FIG. 2 is a graph showing the pulse peak distribution between the pulse peak value and the relative frequency obtained in an experiment for various different resistance values of the resistor fitted to the thermal noise generating element of the embodiment of the embodiment of FIG. 1.
-
- FIG. 4 is a graph showing that the observed frequency distribution of the time intervals between the random pulse signals generated by amplifying the thermal noises from the resistor of the embodiment of FIG. 1 and the succeeding pulse signals that are generated immediately after the respective first random pulse signal is expressed as an exponential distribution.
- FIG. 5 is a graph showing the observed frequency distribution of the number of random pulse per 10 seconds generated by amplifying the thermal noises from the resistor of the embodiment of FIG. 1.
- FIG. 6 is a graph showing the observed distribution of 8-bit random numbers in the embodiment of FIG. 1, where the clock frequency for measuring the time intervals of random pulse signals is fixed to 11.25 MHz and the random number generating speed n per second is changed to be equal to 100 bits, 2,000 bits and 8,000 bits.
- FIG. 7 is a schematic circuit diagram of the second embodiment of the invention.
- FIG. 8 is a bar graph, showing the relationship between the decimal random numbers and the relative frequency of appearance in the embodiment of FIG. 7.
- FIG. 9 is a circuit diagram of a thermal noise element having a resistance value of Rs and a non-inverting amplifier connected thereto.
- FIG. 10 is a graph showing the observed relationship between the pulse peak value and the frequency in the case of using the resistance value Rs of the thermal noise element and the resistance value Rf of the amplifier shown in the figure.
- FIG. 11 is distribution graphs showing the relationship between the values of the 8 bit random numbers and the frequency of appearance thereof obtained when the resistance value Rs of the thermal noise element and the resistance value Rf of the amplifier are made to vary in the embodiment of FIG. 9.
- FIG. 12 is a distribution graph showing the relationship between the values of the random numbers and the frequency of appearance thereof obtained when a voltage is applied to the diode of the circuit of FIG. 9 from a constant voltage source or a battery.
- The detailed description set forth below in connection with the appended drawings is intended as a description of presently-preferred embodiments of the invention and is not intended to represent the only forms in which the present invention may be constructed and/or utilized. The description sets forth the functions and the sequence of steps for constructing and operating the invention in connection with the illustrated embodiments. However, it is to be understood that the same or equivalent functions and sequences may be accomplished by different embodiments that are also intended to be encompassed within the spirit and scope of the invention.
- It is well known that a variety of noises are generated from a semiconductor, a conductor or a resistor when an electric current is supplied to them. These noises include thermal noises generated as a result of thermal motions of carriers and/or conduction electrons, so-called 1/f noises that are considered to be related to the surface condition and the electrical contacts between parts, current noises that are generated when an electric current is supplied to them (1/f noises) and shot noises that are generated due to fluctuations that arise due to the fact that the number of carriers and/or electrons is finite. According to the invention, the true random numbers are generated by utilizing the perfectly random phenomenon that are obtained by amplifying the pure thermal noises that arise when no electric current is supplied to a resistor, a semiconductor or a diode.
- The square means value <V2> of the voltages produced by thermal noises is given by the formula below:
- <V 2>=4kRTB (formula 1),
- where “R” is the resistance value, “k” is the Boltzmann's constant, “T” is the absolute temperature of the resistor and “B” is the frequency bandwidth.
- According to the invention, no electric current is supplied to resistor and the thermal noises from the resistor as expressed by
formula 1 bove are amplified and used as random pulse signals, which are then utilized to generate the true random numbers. - Now, the present invention will be described in detail by referring to the accompanying drawings that illustrate preferred embodiments of the invention.
- FIG. 1 is a schematic diagram of an embodiment of thermal noise physical random number generator according to the invention, showing its overall configuration. Referring to FIG. 1, the thermal noise physical
random number generator 1 comprises a thermalnoise generating element 2 that is any of a resistor, a conductor, a semiconductor element or a diode, apreamplifier 3 connected to one of the terminals of the thermal noise generating element 2., amain amplifier 4, apulse peak discriminator 5 for selecting pulse peak of analog pulses amplified by the amplifiers higher than a threshold value, awaveform shaping circuit 6 for shaping the selected pulses into rectangular waveforms, aclock pulse generator 8 for generating clock pulses in order to measure the time between the rectangular pulse to the rising edge of the immediately succeeding rectangular pulse, aclock counter 7 for counting the number of clock pulses fed from theclock pulse generator 8 on the basis of n bits (e.g., 8 bits: 256, 10 bits: 1024, etc., n being an integer), arandom number generator 9 adapted to read the count value of theclock counter 7, a random number storage/controller 10 for storing the random numbers of therandom number generator 9. - When a diode is selected as the thermal
noise generating element 2, any type of semiconductor is acceptable. Therefore, an analog switch might be a good selection because it is commercially available and it is incorporated easily into an integrated circuit. When, on the other hand, a resistor is used, a large resistance value which to generate larger thermal noises than the noises generated by thepreamplifier 3 should be selected in order to remove the 1/f noises from theamplifier 3. - The thermal
noise generating element 2 and all the other circuits may be integrally combined and contained in an IC card or an IC chip. The operation of the embodiment will be explained below - The thermal noises produced from the thermal
noise generating element 2 without supplying any electric content are amplified and transformed into analog pulse signals by thepreamplifier 3. The analog pulse signals amplified by thepreamplifier 3 are boosted into voltage signals of several volts for easy detection by themain amplifier 4. Pulse signals with pulse peak beyond a given pulse peak value are selected by thepulse peak discriminator 5 out of the voltage signals from themain amplifier 4 and then shaped into rectangular pulse signals by the waveform shaping circuit. - As the time intervals between the shaped rectangular pulses are random, and whose frequency distribution is exponential. Thus the lime intervals are counted with the
time 5counter 7 that is an n-bit counter (n: integer, e.g., 8-bit counter) by number of clock pulses from thepulse generator 8 with frequency of several MHz and the final count number is used as natural random numbers. Then, the random numbers are taken out by therandom number generator 9 are stored in the random number storage/controller 10. The storage random number are taken out from the random number storage/controller 10 on external demand. - FIG. 2 is a graph showing the observed pulse peak distribution obtained by analyzing the analog pulse signals of the thermal noises amplified by the
preamplifier 3 and themain amplifier 4 by means of apulse peak analyzer 20, using resistors with different resistance values Rs, (R noise generating element 2 of the embodiment of the embodiment of FIG. 1. As shown in FIG. 2, in case of resistance value of resistor is less than 1 k Q the thermal noise level from the resistor becomes substantially same as the noise level of thepreamplifier 3. Since the voltage due to thermal noise is proportional to the square root (R) of the resistance value R of the resistor, the pulse peak value distribution of the thermal noises of the resistor is found to be sufficiently larger than that of the noises of thepreamplifier 3 when a resistance value of more than 100k 20 is selected for the resistor as seen from FIG. 2. - FIG. 3 is a graph showing the pulse peak value distribution of the thermal noises obtained when a resistor with a resistance value Ris used as the thermals=0 or 560 k
noise generating element 2. Any desired number of pulses per second can be produced by selecting an appropriate threshold value of thepulse peak discriminator 5 as indicated by arrows of threshold value A, threshold value B and threshold value C in FIG. 3 as so many examples. If, for instance, pulse signals of about 7,650 per second are generated when the value of arrow A is selected as threshold. Similarly, about 2,800 pulse signals per second are generated when the value of arrow B is selected as threshold, and about 160 pulse signals per second are generated when the value of arrow C is selected as threshold. - The time interval “t” between a pulse signal output from the
wave shaping circuit 6 and the pulse signal immediately succeeding the preceding pulse signal is measured by using clock pulses generated by theclock pulse generator 8 and theclock counter 7. The time interval “t” is expressed in terms of number of clock pulses. FIG. 4 shows the observed frequency distribution of time interval “t” in the case of generation speed of 1,000 pulse signals per second that are outputs from thewave shaping circuit 6. - As shown in the FIG. 4, the experimental values indicated by the black dots is expressed by an exponential distribution formula exp. (−t/T0) shown by the solid line, where T0 is the average value of the time intervals “t” and T0=(1/n) (1/1,000) 1 millisecond. An arrow in FIG. 4 indicates the average value of 1 millisecond. The fact that the frequency distribution of time intervals of the pulse signals obtained by amplifying the thermal noises from a resistor is expressed by an exponential distribution indicates that the observed noises represent a random phenomenon that shows a Poisson distribution. This fact guarantees that it is justifiable to use the measured value of the time interval of the thermal noise.
- When the clock frequency of the
clock pulse generator 8 used for measuring the time interval “t” is F Hz, the unit of time measurement is (1/F) seconds. In other words, the time interval “t” is expressed in terms of number of unit time of (1/F). In the measurement of the time interval “t” by means of an 8-bit (256) counter, and when the count value exceeds 256, that is the time interval is “t”>(256/F), a counting starting from 1 and ending at 256 is repeated and the residue is used as count value. Thus, if the count of the time interval “t” is 2,000, for example, the count value and the random number is 208 because formula “2,000=256×7+208”. - FIG. 5 is a graph of the observed frequency distribution of the number of pulse signals when the threshold value in the pulse peak distribution graph of FIG. 3 is fixed so as to make the generation rate of pulse signals to be equal to 237 per second.
- More specifically, the frequency distribution graph of FIG. 5 is obtained by counting the number of pulse signals per 10 seconds for 2,000 times.
- The average count value (the peak count) of FIG. 5 is 2,370 (or 237 per second). Then, the standard deviation σ is given by σ(2370)=49. A Gaussian distribution curve having a σ value of 49 is also shown by the broken line curve in FIG. 5. The fact that the frequency distribution of generation rate of thermal noises from a resistor is a Gaussian distribution certifies that thermal noises from the resistor represent a random phenomenon and hence the thermal noises can be used as random numbers.
- FIG. 6 is a graph of the observed frequency distribution of the 8-bit random numbers obtained by measuring the tune interval “t” by means of a clock having a clock frequency of 11.25 MHz. In the case of FIG. 6, the generation rate of pulse signals is varied from 100 bits per second (12.5 counts per second) to 8,000 bits per second (1,000 counts per second) by using different threshold values for the
pulse peak discriminator 5, while fixing the clock frequency to 11.25 MHz. As clearly seen in FIG. 6, the frequency distribution of random numbers remains substantially uniform even if the generation of pulse signals is varied remarkably (to a ratio of 80:1). - The voltage produced by the thermal noises from a resistor is proportional to the root of the temperature T of the resistor (T) as indicated by
formula 1 above. In other words, even if the ambient temperature changes from −60° C. (213K) to +40° C. (313K), the voltage value changes only by about 20%. Thus, as shown in FIG. 6, the influence of the temperature change can be ignored. - A portable physical random number generator that can generate the true random numbers at a desired generation speed is fitted to an IC card or a circuit board of a computer or some other device for encoding in computer telecommunications and for the purpose of personal identification in mail-order business and other commercial transactions. Such a physical random number generator is also used as probability generator that can eliminate frauds.
- FIG. 7 is a schematic circuit diagram of the second embodiment of the invention that is adapted to generate random numbers by counting the number of pulses in a predetermined time period. It comprises a thermal
noise generating element 2, apreamplifier 3, amain amplifier 4, apulse peak discriminator 5 and awaveform shaping circuit 6, which are same as their counterparts of the embodiment of FIG. 1 and hence will not be described any further. This embodiment additionally comprises apulse counter 11 for counting the number of pulses in a fixed time interval˜a decimalrandom number generator 12 adapted to take out the one-digit number or the several-digits number as random number of the count value of thepulse counter 11 and a random number storage/controller 10 for storing the random numbers generated by therandom number generator 12. - The one-digit number or the several-digits number of the number of pulses per unit time counted by the
pulse counter 11 is used as random number. The following description concerns the case of one-digit number as random number. - FIG. 8 is a graph of the frequency distribution of the decimal random number of 0 through 9 obtained by using the embodiment of FIG. 7 that is adapted to take out the one-digit number as random number. The FIG. 7 shows a uniform distribution pattern where 78,000 random numbers are distributed. In FIG. 8, mark I denotes the one standard deviation. Thus, non-uniformity of FIG. 8 represents the statistical fluctuations.
- FIG. 9 is a schematic circuit diagram of a thermal
noise generating element 2 showing a resistance value of Rs, and a non-inverting amplifier circuit connected to theelement 2. When the amplifier circuit has resistors with resistance values of R0 and Rf the gain A of the amplifier circuit is expressed byformula 2 below: - Gain: A=R f /R o (formula 2)
- Theoretically, random pulse signals are produced by amplifying the electromotive force from the thermal noise generating element having a resistance of R1 by A (gain) times. However, it is not easy to obtain the theoretical value because the resistance Rf of the thermal
noise generating element 2 and the resistance Rf of the amplifier circuit are mutually dependent. - Particularly, the noise generated from the amplifier contains the 1/f noises and other noises, because an electric current is supplied to the amplifier. Therefore, it is necessary to adjust the relationship between the resistance Rs of the thermal noise generating element and the resistance Rf of the amplifier circuit so that the noises of the amplifier circuit is negligible. The noises from the amplifying circuit become remarkable and make it difficult to obtain uniform tine random numbers if a large value is selected for the resistance Rs in order to get a high potential from the thermal
noise generating element 2 and/or for the resistance Rf in order to get a large gain A, disregarding the necessary condition in the adjustment. - In view of this fact, Ror 560 kwas selected for the resistance of the thermal1=100 k
noise generating element 2 while Rf=100 kor 560 kwas selected for the resistance of the amplifier circuit and the pulse peak distribution was compared for the combination of the resistance values. In FIG. 10, (1) is the graph obtained for the combination of Rs, 100 kand Rf=560 kand (2) is the graph obtained for the combination of Rs=560 kand Rf=560 k, whereas (3) is the graph obtained for the combination ofR s 560 kand Rf=100 k. The pulse peak distributions of these three different combinations were obviously different from each other. The pulse peak distribution of thermal noises due to random thermal motions is a pseudo-Boltzmann distribution like (1), whereas (2) and (3) show pulse peak distributions that are totally different from the pseudo-Boltzmann distribution. From the above result, it is concluded that the primary requirement is Rs Rf in order to make negligible the contamination of the noises of the amplifier circuit - FIG. 11 is distribution graphs showing the frequency distribution of the 8-bit random numbers each of the combinations of the resistance values described above. The frequency distribution of 8-bit random numbers is uniform for the combination of (1) with one standard deviation of ±34.5 to the average value of 1,088 which shows evidence of statistical fluctuations.
- While the combination (2) satisfies the requirement of RRf, one standard deviation of ±120, exceeds far from the level of statistical fluctuations. The combination (3) of FIG. 10 deviate from the uniform distribution. Obviously, this is because the case of (3) shows a large influence of the noises from the resistance of Rf of the amplifier circuit.s
- Generally, it is believed to be difficult to use white noises for random numbers because of the noises that enters from the power source. FIG. 12 is a distribution graph of the random numbers in which a photodiode is used as the thermal
noise generating element 2 and an inverse voltage is supplied to the diode from a constant voltage supply or a battery in the circuit of FIG. 9 (Rf=100 k). - It is obvious from the graph that the uniformity of random numbers is greatly disturbed by ripples of a constant voltage supply. On the other hand, the uniformity is retained in the case of a battery for supplying a voltage.
- While the present invention has been described with regards to particular embodiments, it is recognized that additional variations of the present invention may be devised without departing from the inventive concept.
Claims (6)
1. A random pulse generator comprising:
a thermal noise generating element having a resistor, a conductor or a semiconductor such as a diode adapted to generate thermal noises without applying any voltage thereto (or without supplying electric current thereto);
an analog-amplifier circuit for amplifying the irregular electrical potential generated from the thermal noise generating element, the analog-amplifier circuit coupled to and receiving thermal noise generating element; and
a waveform shaping circuit adapted to take out the output of the amplifier circuit as random pulse signals.
2. A random pulse generator according to claim 1 , wherein
the resistance value Rs of resistor of the thermal noise generating element is selected less than the resistance value Rf of resistor of the said amplifier circuit.
3. A thermal noise random number generator comprising:
a thermal noise generating element having a resistor, a conductor or a semiconductor such as a diode adapted to generate thermal noises without applying any voltage thereto (or without supplying electric current thereto);
an analog-amplifier circuit for amplifying the irregular electrical potential generated from the thermal noise generating element, the analog-amplifier circuit coupled to and receiving thermal noise generating element;
a waveform shaping circuit adapted to take out the output of the amplifier circuit as random pulse signals; and
an n-bit counter (n being an integer) for measuring the time interval between a random pulse signal output from the waveform shaping circuit and the immediately succeeding random pulse signal;
said thermal noise random number generator being adapted to output the count of the n-bit counter as natural random number.
4. A thermal noise random number generator comprising:
a thermal noise generating element having a resistor, a conductor or a semiconductor such as a diode adapted to generate thermal noises without applying any voltage thereto (or without supplying electric current thereto);
an analog-amplifier circuit for amplifying the irregular potential generated from the thermal noise generating element the analog-amplifier circuit coupled to and receiving thermal noise generating element; and
a waveform shaping circuit adapted to take out the output of the amplifier circuit as random pulse signals;
the said thermal noise random number generator being adapted to count the number of pulses output from said waveform shaping circuit in a predetermined time period and output the one-digit number or the several-digit number as random number.
5. A thermal noise random number generator according to claim 3 or 4, wherein
the resistance value Rs of resistor of the thermal noise generating element is selected less than the resistance value Rf of the resistor of the said amplifier circuit.
6. A thermal noise physical random number generator according to any of claims 3 through 5, wherein:
the thermal noise generator that is a resistor or a diode is contained integrally with other circuits in an IC card or an IC chip provided with an information processing circuit and the information processing circuit are fed with physical random numbers for the purpose of personal identification, coding and other purposes in computer telecommunications or internet sales or for using it as probability generator in a game machine.
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US10/336,465 US20030090306A1 (en) | 1999-11-02 | 2003-01-02 | Thermal noise random pulse generator and random number generator |
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JPHEI11-311785 | 1999-11-02 | ||
JP31178599A JP3480822B2 (en) | 1999-11-02 | 1999-11-02 | Thermal noise random pulse generator and random number generator |
US09/830,927 US6542014B1 (en) | 1999-11-02 | 1999-11-26 | Thermal noise random pulse generator and random number generator |
US10/336,465 US20030090306A1 (en) | 1999-11-02 | 2003-01-02 | Thermal noise random pulse generator and random number generator |
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PCT/JP1999/006608 Continuation WO2001033333A1 (en) | 1999-11-02 | 1999-11-26 | Thermal noise random pulse generator and random number generator |
US09/830,927 Continuation US6542014B1 (en) | 1999-11-02 | 1999-11-26 | Thermal noise random pulse generator and random number generator |
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US09/830,927 Expired - Lifetime US6542014B1 (en) | 1999-11-02 | 1999-11-26 | Thermal noise random pulse generator and random number generator |
US10/336,465 Abandoned US20030090306A1 (en) | 1999-11-02 | 2003-01-02 | Thermal noise random pulse generator and random number generator |
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US09/830,927 Expired - Lifetime US6542014B1 (en) | 1999-11-02 | 1999-11-26 | Thermal noise random pulse generator and random number generator |
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US (2) | US6542014B1 (en) |
EP (1) | EP1241565A4 (en) |
JP (1) | JP3480822B2 (en) |
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WO (1) | WO2001033333A1 (en) |
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Also Published As
Publication number | Publication date |
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AU1410300A (en) | 2001-05-14 |
JP2001134422A (en) | 2001-05-18 |
US6542014B1 (en) | 2003-04-01 |
EP1241565A1 (en) | 2002-09-18 |
WO2001033333A1 (en) | 2001-05-10 |
JP3480822B2 (en) | 2003-12-22 |
EP1241565A4 (en) | 2006-04-26 |
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