The disclosure generally relates to signal modulation and to drilling system telemetry techniques that utilize pulse shape modulation.
Drilling and production operations may require large amounts of information transmitted relating to parameters and conditions downhole. Such information may include characteristics of the earth formations traversed by a wellbore, in addition to data relating to the size and configuration of the borehole itself. The collection of information relating to conditions downhole is commonly referred to as logging. Logging while drilling (LWD) and measurement while drilling (MWD) are logging techniques utilized to evaluate downhole physical properties while drilling within wellbores. Measurement and other downhole data may also be collected by wireline following or between drilling intervals. The measurements are performed downhole and the measurement data may be stored in local tool memory and subsequently or concurrently transmitted to surface data processing and storage equipment.
Formation evaluation and drilling dynamics data improve efficiency of drilling and location of target formations. Telemetry systems transmit downhole data from downhole MWD/LWD or wireline tools to the surface to provide surface computation resources with location specific drilling and formation data. Common types of downhole telemetry used for transmitting downhole data include mud pulse, electromagnetic, and others. The telemetry equipment may be configured to implement a variety of data transmission methods that entail data encoding and decoding using some form of modulation of signals carried on electromagnetic (EM) waves and/or pressure waves such as pressure pulses in a fluid telemetry system. Borehole fluid telemetry systems produce fluid pulse telemetry signals comprising transient borehole fluid pressures variations. The fluid pulse telemetry signals often comprise data pulses produced by a valve arrangement (e.g., a rotary shear valve or a poppet valve). The rate of data pulse production, and therefore of transmission bandwidth, may be limited by the mechanics of the particular apparatus used in generating fluid pulses downhole.
Mud pulse telemetry is a common form of fluid telemetry that modulates the flow of drilling fluid (drilling “mud”), encoding downhole measurement data in a pressure pulse stream that propagates through the drillstring and is detected by surface pressure transducers. For mud system pressure pulses, the carrier waves may have various signal characteristics such as polarity (positive/negative) and pulse shape, periodicity, etc. Systems employing mud pulse telemetry face various sources of degradation, including drilling noise, noise from motion of the drilling string within the borehole, attenuation, and noise from the circulation pumps. To address these issues, mud pulse telemetry systems have relied on fixed width pulses selected to be long enough to support long integration times (relative to the time characteristics of the interfering noise sources), yet short enough to minimize the effect of baseline pressure drift. The bandwidth limitations associated with such acoustic interference and as well as with telemetry equipment and the drilling mud signaling medium may result in sub-optimal transmission rates that may substantially lag the data sourcing capacity of downhole data collection systems.
Embodiments of the disclosure may be better understood by referencing the accompanying drawings.
The description that follows includes example systems, methods, techniques, and program flows that embody embodiments of the disclosure. However, it is understood that this disclosure may be practiced without these specific details. In other instances, well-known instruction instances, protocols, structures and techniques have not been shown in detail in order not to obfuscate the description.
Overview
The various embodiments are directed to telemetry that may be utilized for downhole applications such as for transmitting logging data from downhole sensors to surface receiver equipment. The disclosed methods and systems include a variety of coding (encoding/decoding) techniques in which data rate may be increased by leveraging aspects of fluid pressure telemetry. The following description discloses, among other things, various mud pulse telemetry encoding techniques that utilize pulse shape modulation (PSM) telemetry to encode data by leveraging controllable fluid pressure pulse shapes. While some embodiments implement PSM for mud pulse telemetry, alternate embodiments may employ PSM for other types of telemetry such as electromagnetic or optical telemetry.
The disclosed mud pulse telemetry encoding and decoding techniques may comprise a combination of pulse position modulation (PPM) and PSM to increase the telemetry data rate and available bandwidth. The resultant coding techniques transmit data by the position of upward and/or downward pulse transitions in combination with pulse shapes, significantly increasing telemetry channel bandwidth and coding efficiency. In some variations, the available bandwidth may be further increased by providing two or more PSM schemas having different data encoding densities that are selectable based on downhole acoustic telemetry conditions and possibly other factors.
In wells employing mud pulse telemetry for logging while drilling (LWD) and/or measuring while drilling (MWD), one or more downhole tools 132 collect data regarding the formation properties, downhole conditions such as pressure and temperature, and/or various drilling parameters. Downhole tools 132 are coupled to a telemetry module 134 that transmits the data to the surface. Telemetry module 134 modulates a resistance to drilling fluid flow to generate pressure pulses that propagate as acoustic signals traveling at the speed of sound through drill string 108 to the surface. Various transducers, such as transducers 136, 138, and 140, convert the pressure signal into electrical signals for a signal digitizer 142 (e.g., an analog to digital converter). While three transducers 136, 138 and 140 are illustrated, a greater number of transducers, or fewer transducers, may be used in particular situations. Digitizer 142 supplies a digital form of the detected analog pressure signals to a data processing system 150 or some other form of a data processing device. Data processing system 150 operates in accordance with program code embodied and stored in computer-readable storage media as microcode, firmware, and software to process and decode the pressure pulse signals received by transducers 136, 138, and 140. The resulting telemetry data may be further analyzed and processed by data processing system 150 to generate a display of useful information. For example, a human or programmed electromechanical driller entity may utilize data processing system 150 to obtain and monitor bottom hole assembly (BHA) position and orientation information, drilling parameters, and formation properties.
Telemetry module 134 generates a traveling pressure signal representative of measured downhole parameters. In an ideal system, each downhole pressure pulse propagates upstream (i.e., against the flow of drilling fluid within drill string 108) and is clearly detected by a transducer at the surface. However, drilling fluid pressure fluctuates significantly and contains noise from several sources (e.g., bit noise, torque noise, and mud pump noise). Bit noise is created by vibration of the drill bit during drilling operations. As drill bit 114 moves and vibrates, the drilling fluid exiting drill bit ports may be partially or temporarily restricted, creating a high frequency noise in the pressure signal. Torque noise is generated downhole by the action of drill bit 114 sticking in a formation, causing drill string 108 to torque up. The subsequent release of drill bit 114 relieves the torque on drilling string 108 and generates a low frequency, high amplitude pressure surge. Finally, mud pump 116 generates cyclic noise as the pistons within the pump force the drilling fluid into the drill string.
Drilling system 100 includes telemetry systems, devices, and components that implement pressure wave/pulse modulation techniques that address the multiple sources of downhole acoustic noise interference while maximizing telemetry data rate and bandwidth. In some embodiments, telemetry module 134 is configured to implement pressure pulse modulation that includes modulating the shapes of individual pressure pulses. For example, telemetry module 134 may include or be operatively coupled to a pulser device including a mud pulse valve. The pulser device may further include a valve controller such as a solenoid or motor and associated pulse controller programming that controls the opening and closing, including the speed of opening and closing, of the mud pulse valve which ultimately generates the pressure pulses within drill string 108. In some embodiments, drilling system 100 implements pulse shape modulation (PSM) in which the shape of individual pressure pulses is encoded/modulated in a manner such that each of two or more pulse shapes corresponds to a respective data symbol such as a logic one (bit 1) or logic zero (bit 0) and/or multi-bit data words. In some embodiments, drilling system 100 implements bi-modulation in which the pressure pulse stream is modulated using pulse position modulation (PPM) in combination with PSM. For embodiments in which drilling system 100 implements PPM, telemetry module 134 is further configured using electronic and program devices and components to modulate the pressure pulse signals by modulating the separations (e.g., temporal spacings) between consecutive pressure pulses. In this manner drilling system 100 is configured to maximize encoding and transmission capacity by utilizing both pulse shape and separations between pulses to substantially increase data transmission bandwidth.
Drilling system 100 includes receiver components configured to detect and decode/demodulate PSM encoded and bi-modulation encoded pressure pulse streams. In the depicted embodiment, the receiver components include transducers 136, 138, and 140, digitizer 142, and decoder components within data processing system 150. Transducers 136, 138, and 140 are disposed at various positions along the drilling fluid circulation system such as on standpipe 120 and flow line 118 to optimally detect pressure pulse acoustics signals transmitted along drill string 108 and convert the acoustic signals to electrical signals. Digitizer 142 is an analog-to-digital converter configured to generate digital signals corresponding to the electrical signals from the transducers.
The digital signals from digitizer 142 are transmitted to data processing system 150, which is configured to decode the signals and store and/or further process the decoded measurement data such as for formation analysis. As shown, data processing system 150 may operate at or above a terrain surface 103 within or proximate to other surface equipment. Data processing system 150 includes processing and storage components configured to receive, decode, and otherwise process downhole measurement information transmitted by telemetry module 134. Data processing system 150 comprises, in part, a computer processor 152 and memory device 154 configured to execute program instructions for decoding mud pulse signals generated by telemetry module 134. A decoder 156 and a properties analysis program 158 are stored and executed from memory 154. Decoder 156 comprises program instructions and data including a PPM demodulator 160 and a PSM demodulator 162 for decoding a bi-modulated signal stream. PPM demodulator 160 is configured to detect and decode the separations/spacings between consecutive pressure pulses to determine corresponding data symbols such as bits or data words. PSM demodulator 162 is configured to detect and decode the shapes, such as the amplitude contours, of each of the pulses to determine corresponding bits or data words. The decoded data from decoder 156 may be processed such as by properties analysis program 158 to determine formation properties or other downhole information.
Processor 206 operates in accordance with program code within a memory 208 to represent the sensor data 205 in the form of a digital transmit signal. In particular, the program code contained in memory 208 comprises multiple coded modules including a compression module 210, a forward error correction (FEC) module 212, a multiplexing and framing module 214, and a channel coding module 216. Compression module 210 processes the incoming sensor data using compression techniques to reduce the amount of transmitted data by eliminating some data points or by taking representative samples. In some cases, the data stream may be differentially encoded, so that differences between successive values rather than the values themselves are sent enabling a data stream to be represented with fewer bits. Other compression techniques may be equivalently used Multiplexing and framing module 214 selects sensor data from the various downhole tools to construct a single transmit data stream. The transmit data stream is divided into data blocks that may be accompanied by framing information in some embodiments. The framing information may include synchronization information and/or error correction information provided by forward error FEC module 212.
Channel coding module 216 includes a PPM modulator 218 configured to implement PPM encoding by converting at least a portion of the digitized sensor data 206 into sets of pulse separations (e.g., time offsets). In some embodiments, the pulse separations are defined by PPM modulator 218 encoding n bits by transmitting a pulse in one of 2n possible time shifts between consecutive pulses. The precise nature of each of the sets of pulse separations depends on the particular pulse encoding system. Channel coding module 216 further includes a PSM modulator 220 configured to performed PSM encoding by converting at least a portion of the sensor data 206 into pulse shapes. PSM modulator 220 may implement one or more PSM schemas that may vary in terms of the number and types of available pulse shapes in each schema. The number of available pulse shapes available determines the per pulse encoding data density.
For example, a first PSM encoding schema may represent a single binary bit such that two pulse shapes are included, one representing logic one and the other representing logic zero.
Differing downhole conditions such as determined by drill pipe distance, true vertical depth, and downhole and surface acoustic interference may enable a greater per-pulse PSM data density. Therefore, additional and/or alternative PSM encoding schema representing multi-bit data symbols (e.g., words) may be selectable by PSM modulator 220 based on such conditions. For example,
Some embodiments may use different pulse shaping encoding schemes based on different operating conditions and different transmission media (e.g., mud pulse versus electromagnetic (EM) telemetry). For example, a drilling system may employ an EM telemetry system in which Manchester encoding is used.
In some embodiments, PSM modulator 220 functions simultaneously with PPM modulator 218 to increase transmission data rate by encoding the data stream containing sensor data 205 using both PSM and PPM. For instance, the incoming data stream from processor 206 may be divided in an interleaved manner such as via demultiplexing performed by multiplexing and framing module 214 so that two data sub-streams are generated. One of the sub-streams is encoded by PSM modulator 220 and the other sub-stream encoded by PPM modulator 218. For instance,
Processor 206 communicates the sets of pulse separations for PPM encoded transmit data and the sets of pulse shapes for PSM encoded transmit data to pulse control unit 204. Pulse control unit 204 receives the encoded pulse separations and pulse shapes and based thereon induces pressure pulses in the drilling fluid within a drill string such as drill string 108. Pulse control unit 204 in accordance with at least some embodiments comprises a processor 230, a memory 232, a valve control motor 242, and a power source 238. In some embodiments, processor 230 and memory 232 may be incorporated in a microcontroller configured to send open and close signals to valve control motor 242.
Processor 220 operates in accordance with program code within memory 232, in particular a pulse control module 234, to control pulse generation in the drilling fluid. Processor 230 receives the set of pulse separation and pulse shape information from communication unit 202 across a communication link 235 that may be either a serial or parallel communication link. Pulse control unit 204 may, in bursts, receive sets of pulse separations and pulse shapes from communication unit 202 at a rate that exceeds the maximum data transmission rate. Therefore, memory 232 further includes a buffer 236 in which processor 230 may buffer queue sets of pulse separations and pulse shapes.
Pulse control unit 204 generates pressure pulses in the drilling fluid by controlling the open/close position of a valve 244 that controls flow of some drilling fluid. In the depicted embodiment, valve 244 is opened and closed by operation of valve control motor 242 that receives electrical power from a power source 238 such as a battery or downhole electric power generator such as a fluid-driven turbine generator. Given the high current requirements of some motors, power source 238 may further include a capacitor bank to provide sufficient surge current to valve control motor 242. Based on the stream of interleaved or otherwise combined PSM and PPM encoded instructions, processor 230 executes instruction in pulse control module 234 to generate and provide instructions to valve control motor 242 to open and close valve 244 at relative timings corresponding to pulse separations and with open/close speed determined by the respective PSM and PPM encoding instructions. For example,
Time Interval Between Consecutive Pulses=MPT+(DV)(BW),
wherein MPT=minimum pulse time, DV=data value to be sent, and BW=bit width. For the example in
Compared to conventional PPM transmission data rate, the depicted systems that combine PPM and PSM may substantially increase telemetry transmission rate. In the example shown in
The valve that physically creates the pressure pulses in the drilling fluid may take many forms. In some cases, the valve may create pressure pulses by temporarily restricting or blocking flow of the drilling fluid in the drill string. In situations in which the drilling fluid is restricted or blocked, an increase in drilling fluid pressure is created (i.e., a positive-pulse system). In yet still other embodiments, the valve may be configured to divert a portion of the drilling fluid out of the drill string into the borehole annulus, thus bypassing the drill bit. In situations where the drilling fluid is diverted, a decrease in drilling fluid pressure occurs (i.e., a negative-pulse system). Either positive-pulse systems or negative-pulse systems may be used in the various embodiments, so long as the transmit telemetry module 134 in combination with the valve generates sufficient pressure transitions.
For example,
Returning to
Returning to
Disclosed embodiments include several different PSM demodulation procedures that may be performed by PSM demodulator 812. Instructions and data for each of the demodulation procedures is includes in a set of demodulation modules, MODE_0 through MODE_N, that are maintained within a demodulation library 814. Each of the demodulation modules may correspond to a respective one of the modulation schemas such as PS_SET1 through PS_SETN in
In some embodiments, PSM demodulator 812 implements derivative based demodulation such as by selecting and executing instructions of one of the demodulation modules. During derivative based demodulation, PSM demodulator 812 continuously monitors the pressure pulse data such as in
For the simulated standpipe pressure data shown in
In some embodiments, PSM demodulator 812 implements cross-correlation demodulation such as by selecting and executing instructions of one of the demodulation modules to decode amplitude contours of each of the detected pressure pulses. Cross-correlation demodulation comprises cross-correlating the amplitude contours of each of the detected pressure pulses with stored pulse contours corresponding to data symbols.
Cross-correlating the amplitude contours of each of the detected pressure pulses with the stored pulse contours includes generating and executing a matching function to determine correlation curves for each of the stored pulse contours across a set of the detected pressure pulses. Cross-correlating the amplitude contour further includes determining peak values for each of the correlation curves and determining data symbols for each of the detected pressure pulses based on comparing the peak values for each of the correlation curves.
For example, cross-correlation demodulation may comprise building matching functions by using known data sequences (e.g., sequences of known bit 1 and bit 0 pulses) to build a bit profile template for each shape used for a PSM set. In this manner, PSM demodulator 812 cross-correlates each runtime pulse profile with one or more of the bit profile templates until a close enough match is determined and the data symbol decoded accordingly. During cross-correlation demodulation, PSM demodulator 812 implements a cross-correlation comparison of the input data such as maxima/peak comparison. For single bit binary PSM, PSM demodulator 812 cross-correlates the input data with each stored profile template to generate xcorr1 data corresponding to bit 1 and xcorr0 data corresponding to bit 0. PSM demodulator 812 then determines the maxima (peaks) of the xcorr1 and xcorr0 data, xcorr1max and xcorr0max. For each peak, PSM demodulator 812 determines whether the corresponding xcorr1max value is greater than or less than the corresponding xcorr0max value. If greater than one, PSM demodulator 812 identifies the corresponding bit pulse as a bit 1, or if not as a bit 0. For the simulated standpipe pressure data shown in
In some embodiments, PSM demodulator 812 implements demodulation using peak-to-peak over trailing peak ratio such as by selecting and executing instructions of one of the demodulation modules.
Values of k tend to cluster around two distinct values that correspond to the two distinct pulse shapes for single bit PSM. Peak-to-peak over trailing peak demodulation begins with demodulator 812 using a peak finder or other tool to identify the major maxima P1, minima P2, and minor maxima P3 for each pulse. For each pulse, PSM demodulator 812 calculates a k value based on the P1, P2, and P3 values and compares each of the k values with a threshold k value to determine whether each pulse is a bit 1 or bit 0. For example, in response to determining that a k value for a given pulse exceeds the threshold, PSM demodulator 812 may determine that the corresponding bit is bit 1, and otherwise bit 0.
In some embodiments, PSM demodulator 812 implements phase detection demodulation such as by selecting and executing instructions of one of the demodulation modules. When operating in this mode, PSM demodulator 812 generates a frequency domain representation of the detected pressure pulses for each of the frequency domain representations of the detected pressure pulses and calculates a phase value at a specified frequency value or frequency bin. PSM demodulator 812 uses the variation in phase from a frequency bin that is identified to exhibit distinct phase difference between a bit 1 pulse and a bit 0 pulse as shown in
Once the frequency bin or single frequency that exhibits the largest phase difference is identified, PSM demodulator may execute a detection mechanism to decode bit 0 and bit 1 from the corresponding pulse. The depicted simulation in
Following PSM demodulation by one or more of the disclosed methods and PPM demodulation, data merge unit 816 merges a first sub-stream of PPM decoded data with the second sub-stream of PSM decoded data such as via multiplexing. The merged data may then be transmitted and stored in a sensor data repository 818.
At block 2306, the transmitter telemetry module receives an input data stream comprising binary measurement data such as may be collected by downhole measurement tools. The telemetry module divides the input data stream, such as by demultiplexing, into two data sub-streams that are mutually interleaved (block 2308). The telemetry module encodes the first sub-steam using PPM (block 2310) and encodes the second sub-stream using PSM (block 2312). At block 2314, the telemetry module merges, such as via multiplexing, the PPM encoded first sub-stream and the PSM encoded second sub-stream to regenerate the original data sequence. The merged, bi-modulated data stream is then transmitted to a pulser motion controller such as a valve position controller to determine the timing and separation of pressure pulses and the shapes of the pressure pulses as shown at block 2316.
While the methods in
Example Computer
The system also includes a bi-modulation decoder 2511, which may comprise hardware, software, firmware, or a combination thereof. Bi-modulation decoder 2511 may be configured similarly to DPS 150 in
Variations
While the aspects of the disclosure are described with reference to various implementations and exploitations, it will be understood that these aspects are illustrative and that the scope of the claims is not limited to them. In general, techniques for implementing data encoding and decoding as described herein may be performed with facilities consistent with any hardware system or systems. Plural instances may be provided for components, operations or structures described herein as a single instance. Finally, boundaries between various components, operations and data stores are somewhat arbitrary, and particular operations are illustrated in the context of specific illustrative configurations. Other allocations of functionality are envisioned and may fall within the scope of the disclosure. In general, structures and functionality presented as separate components in the example configurations may be implemented as a combined structure or component. Similarly, structures and functionality presented as a single component may be implemented as separate components.
The flowcharts are provided to aid in understanding the illustrations and are not to be used to limit scope of the claims. The flowcharts depict example operations that can vary within the scope of the claims. Additional operations may be performed; fewer operations may be performed; the operations may be performed in parallel; and the operations may be performed in a different order. It will be understood that each block of the flowchart illustrations and/or block diagrams, and combinations of blocks in the flowchart illustrations and/or block diagrams, can be implemented by program code. The program code may be provided to a processor of a general-purpose computer, special purpose computer, or other programmable machine or apparatus.
As will be appreciated, aspects of the disclosure may be embodied as a system, method or program code/instructions stored in one or more machine-readable media. Accordingly, aspects may take the form of hardware, software (including firmware, resident software, micro-code, etc.), or a combination of software and hardware aspects that may all generally be referred to herein as a “circuit,” “module” or “system.” The machine-readable medium may be a machine-readable signal medium or a machine-readable storage medium. A machine-readable storage medium may be, for example, but not limited to, a system, apparatus, or device, that employs any one of or combination of electronic, magnetic, optical, electromagnetic, infrared, or semiconductor technology to store program code. Use of the phrase “at least one of” preceding a list with the conjunction “and” should not be treated as an exclusive list and should not be construed as a list of categories with one item from each category, unless specifically stated otherwise.
Embodiment 1: A downhole telemetry method comprising driving a pulser device based on an input data stream, wherein driving the pulser device includes generating modulated pressure pulses including modulated pulse shapes within a fluid telemetry medium. The pulser device may comprise a valve and a valve controller configured to open and close the valve, and wherein said driving the pulser device may comprise generating a valve control signal that encodes one or more pulses shapes corresponding to valve open or close signals; and applying the valve control signal to the valve controller. The modulated pulse shapes may correspond to two or more amplitude contours, and said method may further comprise detecting pressure pulses transmitted across the fluid telemetry medium; and demodulating the modulated pressure pulses by decoding amplitude contours of each of the detected pressure pulses. The decoding amplitude contours of each of the detected pressure pulses may comprise computing time derivatives of the amplitude contours; and for each time derivative, determining at least one of a maxima differential or a minima differential; and decoding a corresponding data symbol based on the at least one of a maxima differential or minima differential. Decoding amplitude contours of each of the detected pressure pulses may comprise cross-correlating the amplitude contours of each of the detected pressure pulses with stored pulse contours corresponding to data symbols. Said cross-correlating the amplitude contours of each of the detected pressure pulses with the stored pulse contours may include executing a matching function to determine correlation curves for each of the stored pulse contours across a set of the detected pressure pulses; determining peak values for each of the correlation curves; and determining data symbols for each of the detected pressure pulses based on comparing the peak values for each of the correlation curves. Decoding amplitude contours of each of the detected pressure pulses may comprises, for each of the detected pressure pulses, determining maxima, minima, and trailing peaks; calculating a peak-to-peak over trailing peak ratio based on the determined maxima, minima, and trailing peaks; and determining a data symbol based on comparison of the determined peak-to-peak over trailing peak ratio with a threshold value. Decoding amplitude contours of each of the detected pressure pulses may comprise generating a frequency domain representation of the detected pressure pulses; and for each of the frequency domain representations of the detected pressure pulses, calculating a phase value at a specified frequency value or frequency bin; and determining a data symbol based on comparison of the calculated phase value with a threshold value. Driving the pulser device may further comprise modulating pressure pulses including pulse position modulating pressure pulses. Said pulse position modulating may comprise modulating separations between pressure pulses. The method may further comprise receiving a data stream; dividing the data stream into a first sub-stream and a second sub-stream; and wherein said generating modulated pressure pulses may comprise, modulating the first sub-stream using pulse shape modulation; and modulating the second sub-stream using pulse position modulation. Said dividing the data stream may comprise demultiplexing the data stream in an interleaved manner based on relative data density capacity of the pulse shape modulation and the pulse position modulation.
Embodiment 2: A fluid telemetry system comprising: a pulser device; and a control system for driving the pulser device based on an input data stream, wherein driving the pulser device includes generating modulated pressure pulses including modulated pulse shapes within a fluid telemetry medium. The pulser device may comprise a valve and a valve controller configured to open and close the valve, and said driving the pulser device may comprise generating a valve control signal that encodes one or more pulses shapes corresponding to valve open or close signals; and applying the valve control signal to the valve controller. The modulated pulse shapes may correspond to two or more amplitude contours, and said fluid telemetry system may further comprise a receiver configured to detect pressure pulses transmitted across the fluid telemetry medium; and a decoder configured to demodulate the modulated pressure pulses by decoding amplitude contours of each of the detected pressure pulses. Decoding amplitude contours of each of the detected pressure pulses may comprise computing time derivatives of the amplitude contours; and for each time derivative, determining at least one of a maxima differential or a minima differential; and decoding a corresponding data symbol based on the at least one of a maxima differential or minima differential. Decoding amplitude contours of each of the detected pressure pulses may comprise cross-correlating the amplitude contours of each of the detected pressure pulses with stored pulse contours corresponding to data symbols. Said cross-correlating the amplitude contours of each of the detected pressure pulses with the stored pulse contours may include executing a matching function to determine correlation curves for each of the stored pulse contours across a set of the detected pressure pulses; determining peak values for each of the correlation curves; and determining data symbols for each of the detected pressure pulses based on comparing the peak values for each of the correlation curves. Decoding amplitude contours of each of the detected pressure pulses may comprise for each of the detected pressure pulses, determining maxima, minima, and trailing peaks; calculating a peak-to-peak over trailing peak ratio based on the determined maxima, minima, and trailing peaks; and determining a data symbol based on comparison of the determined peak-to-peak over trailing peak ratio with a threshold value. Decoding amplitude contours of each of the detected pressure pulses may comprise generating a frequency domain representation of the detected pressure pulses; and for each of the frequency domain representations of the detected pressure pulses, calculating a phase value at a specified frequency value or frequency bin; and determining a data symbol based on comparison of the calculated phase value with a threshold value. Driving the pulser device may further comprise modulating pressure pulses including pulse position modulating pressure pulses. Said pulse position modulating may comprise modulating separations between pressure pulses. The fluid telemetry system may further comprise a receiver telemetry module configured to receive a data stream; and divide the data stream into a first sub-stream and a second sub-stream. Generating modulated pressure pulses may comprise modulating the first sub-stream using pulse shape modulation; and modulating the second sub-stream using pulse position modulation. Said dividing the data stream may comprise demultiplexing the data stream in an interleaved manner based on relative data density capacity of the pulse shape modulation and the pulse position modulation.
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