1What is the main function of a sensor in a robotic system?
Definitions of sensors and transducers
Easy
A.To generate every control command required by the robot
B.To store mechanical energy
C.To detect a physical quantity
D.To assemble robot components
Correct Answer: To detect a physical quantity
Explanation:
A sensor detects a physical quantity, such as temperature, force, or distance, and produces a corresponding output.
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2What does a transducer do?
Definitions of sensors and transducers
Easy
A.Stores sensor readings permanently
B.Controls only the mechanical joints of a robot
C.Removes all measurement errors
D.Converts one form of energy into another
Correct Answer: Converts one form of energy into another
Explanation:
A transducer converts energy or information from one form into another, such as pressure into an electrical signal.
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3Which device is commonly used to detect the temperature of a robot motor?
Definitions of sensors and transducers
Easy
A.Thermistor
B.Microphone
C.Encoder
D.Accelerometer
Correct Answer: Thermistor
Explanation:
A thermistor changes its resistance with temperature and is commonly used for temperature measurement.
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4What is measurement error?
Errors & Classification
Easy
A.The complete loss of electrical power in the robot
B.The sum of two measured values
C.The difference between measured and true values
D.The smallest sensor dimension
Correct Answer: The difference between measured and true values
Explanation:
Measurement error is the difference between the measured value and the accepted true value.
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5Which type of error causes repeated measurements to be consistently too high or too low?
Errors & Classification
Easy
A.Sampling error
B.Temporary communication failure between all sensors and the controller
C.Random error
D.Systematic error
Correct Answer: Systematic error
Explanation:
A systematic error introduces a consistent bias in repeated measurements.
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6Random errors in sensor measurements usually cause readings to:
Errors & Classification
Easy
A.Match the true value without requiring calibration
B.Remain identical at all times
C.Vary unpredictably around a value
D.Increase at a constant rate
Correct Answer: Vary unpredictably around a value
Explanation:
Random errors produce unpredictable variations among repeated readings.
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7In robotics, what is an internal sensor mainly used to measure?
Other generalities
Easy
A.Every environmental condition outside the robot's workspace
B.A nearby person's voice
C.The robot's own state
D.The room's wall color
Correct Answer: The robot's own state
Explanation:
Internal sensors measure the robot's state, such as joint position, speed, or battery level.
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8Which sensor is commonly used to measure the angular position of a robot joint?
Other generalities
Easy
A.Rotary encoder
B.Temperature sensor
C.Light sensor
D.Gas sensor
Correct Answer: Rotary encoder
Explanation:
A rotary encoder measures shaft or joint rotation and provides angular position information.
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9What distinguishes a smart sensor from a basic sensor?
Definition and architecture of smart sensors
Easy
A.It has no sensing element
B.It directly performs every physical movement of the robot
C.It requires no power source
D.It includes onboard processing
Correct Answer: It includes onboard processing
Explanation:
A smart sensor combines sensing with processing functions such as compensation, filtering, or communication.
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10Which component of a smart sensor converts an analog signal into digital data?
Definition and architecture of smart sensors
Easy
A.Analog-to-digital converter
B.Mechanical actuator
C.Power transmission gear
D.Digital-to-analog converter with an integrated motor controller
Correct Answer: Analog-to-digital converter
Explanation:
An analog-to-digital converter, or ADC, changes an analog sensor signal into digital data.
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11Which smart-sensor component performs calculations on measured data?
Definition and architecture of smart sensors
Easy
A.Mechanical mounting bracket
B.Sensing membrane
C.Microcontroller
D.Power connector
Correct Answer: Microcontroller
Explanation:
The microcontroller processes sensor data and may perform filtering, correction, and communication tasks.
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12What is the purpose of sensor calibration?
Calibration techniques
Easy
A.To improve measurement accuracy
B.To eliminate the need for any future sensor maintenance
C.To change the sensor's color
D.To increase the robot's weight
Correct Answer: To improve measurement accuracy
Explanation:
Calibration compares sensor output with known reference values so that measurement errors can be corrected.
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13During calibration, a sensor reading is normally compared with:
Calibration techniques
Easy
A.The maximum speed specified for the robot's motors
B.A known reference value
C.A random estimated value
D.An unrelated sensor model
Correct Answer: A known reference value
Explanation:
Calibration requires a reliable reference whose value is already known.
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14What does zero-point calibration correct?
Calibration techniques
Easy
A.A broken sensor housing
B.A nonzero output at zero input
C.A missing power cable
D.A gradual increase in the robot's programmed operating speed
Correct Answer: A nonzero output at zero input
Explanation:
Zero-point calibration removes an offset that causes a sensor to produce a nonzero reading when the input is zero.
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15Which sensor characteristic describes how close a measured value is to the true value?
Sensor characteristics
Easy
A.Accuracy
B.Resolution
C.Response time
D.Sensitivity
Correct Answer: Accuracy
Explanation:
Accuracy indicates how closely a sensor measurement agrees with the true or accepted value.
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16What is sensor sensitivity?
Sensor characteristics
Easy
A.Ability to communicate simultaneously with every robot controller
B.Largest physical size of the sensor
C.Change in output per change in input
D.Time required to install the sensor
Correct Answer: Change in output per change in input
Explanation:
Sensitivity is the ratio of the change in sensor output to the corresponding change in input.
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17What does sensor resolution describe?
Sensor characteristics
Easy
A.The smallest detectable input change
B.The total operating lifetime
C.The highest safe supply voltage
D.The ability to correct all systematic and random errors automatically
Correct Answer: The smallest detectable input change
Explanation:
Resolution is the smallest change in input that produces a detectable change in sensor output.
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18Why is an amplifier used in sensor signal conditioning?
Signal conditioning basics
Easy
A.To store measurement history
B.To convert mechanical motion directly into a complete robot program
C.To increase signal amplitude
D.To reduce sensor dimensions
Correct Answer: To increase signal amplitude
Explanation:
An amplifier increases the amplitude of a weak sensor signal so it can be processed more easily.
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19What is noise in a sensor signal?
Noise and filtering
Easy
A.A programmed command sent from the controller to an actuator
B.An unwanted signal variation
C.The desired measured quantity
D.A sensor calibration standard
Correct Answer: An unwanted signal variation
Explanation:
Noise is an unwanted disturbance that affects the quality of a sensor signal.
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20Which filter is commonly used to reduce high-frequency noise while retaining slow signal changes?
Noise and filtering
Easy
A.Low-pass filter
B.High-pass filter
C.All-pass filter with additional amplification and digital communication
D.Band-pass filter
Correct Answer: Low-pass filter
Explanation:
A low-pass filter allows low-frequency signal components to pass while reducing high-frequency noise.
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21A robotic arm uses a device that converts joint angle into an electrical voltage. Which description best identifies this device?
Definitions of sensors and transducers
Medium
A.It is a sensor but not a transducer
B.It is both a sensor and a transducer
C.It is an actuator with feedback control
D.It is a transducer but not a sensor
Correct Answer: It is both a sensor and a transducer
Explanation:
The device detects a physical quantity and converts it into an electrical signal, so it functions as both a sensor and a transducer.
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22A force sensor produces a change in resistance when pressure is applied. In this arrangement, the change in resistance is best described as:
Definitions of sensors and transducers
Medium
A.The sensor's electrical output
B.The mechanical input to the sensor
C.The actuator's control command
D.The measured physical quantity
Correct Answer: The sensor's electrical output
Explanation:
Pressure is the input quantity, while the resulting resistance variation is the electrical output used to represent that pressure.
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23A distance sensor gives readings of 99, 100, 101, and 100 cm when the actual distance is 105 cm. Which statement is most accurate?
Errors & Classification
Medium
A.It has low accuracy and high precision
B.It has high accuracy and high precision
C.It has high accuracy and low precision
D.It has low accuracy and low precision
Correct Answer: It has low accuracy and high precision
Explanation:
The readings are tightly grouped, indicating high precision, but they are far from the true value, indicating low accuracy.
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24A temperature sensor has an output error that increases by for every increase in input. This error is most closely classified as:
Errors & Classification
Medium
A.A transient switching error
B.A random error
C.A systematic error
D.A quantization error
Correct Answer: A systematic error
Explanation:
An error that follows a predictable relationship with the input is systematic and may often be reduced through calibration.
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25Which sensor classification is most appropriate for a camera that measures reflected light without physically contacting the object?
Errors & Classification
Medium
A.Passive non-contact sensor
B.Active contact sensor
C.Active non-contact sensor
D.Passive contact sensor
Correct Answer: Passive non-contact sensor
Explanation:
The camera does not touch the object and detects externally available reflected light, so it is a passive non-contact sensor.
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26A mobile robot must detect obstacles at different distances while moving quickly. Which sensor property is most important for reducing delayed reactions?
Other generalities
Medium
A.High hysteresis
B.Low response time
C.Large physical size
D.High response time
Correct Answer: Low response time
Explanation:
A low response time allows the sensor to provide updated measurements quickly, which is important for fast obstacle avoidance.
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27Two sensors are used to measure the same variable. Sensor A consumes no external power, while Sensor B requires an excitation voltage. How are they generally classified?
Other generalities
Medium
A.Both are active sensors
B.A is passive and B is active
C.A is active and B is passive
D.Both are passive sensors
Correct Answer: A is passive and B is active
Explanation:
A passive sensor does not require an external power source for its sensing operation, whereas an active sensor requires excitation.
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28A robot uses several sensors whose outputs are sampled by one controller. What is the main advantage of sensor fusion in this situation?
Other generalities
Medium
A.It combines complementary information
B.It guarantees zero measurement error
C.It removes the need for calibration
D.It makes every sensor identical
Correct Answer: It combines complementary information
Explanation:
Sensor fusion combines measurements from different sources to obtain a more reliable or complete estimate of the robot's state.
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29Which component allows a smart sensor to compensate for a known nonlinear response before sending data to the robot controller?
Definition and architecture of smart sensors
Medium
A.An embedded processing unit
B.A mechanical mounting bracket
C.A passive protective cover
D.An external power switch
Correct Answer: An embedded processing unit
Explanation:
Smart sensors include embedded processing that can apply correction equations, calibration data, and other signal-processing operations.
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30A smart accelerometer contains a sensing element, an ADC, a processor, and a communication interface. What is the primary role of the ADC?
Definition and architecture of smart sensors
Medium
A.Convert digital data into acceleration
B.Amplify mechanical vibration directly
C.Store the robot's motion program
D.Convert analog voltage into digital data
Correct Answer: Convert analog voltage into digital data
Explanation:
The analog-to-digital converter samples the sensor's analog output and represents it as numerical data for processing.
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31Why can local processing in a smart sensor reduce communication requirements in a robotic system?
Definition and architecture of smart sensors
Medium
A.It eliminates the sensing element
B.It increases the sensor's mechanical range
C.It transmits processed results instead of raw samples
D.It prevents all environmental interference
Correct Answer: It transmits processed results instead of raw samples
Explanation:
Local filtering, feature extraction, or decision-making can reduce the amount of data that must be transmitted to the main controller.
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32A pressure sensor produces at and at . Assuming a linear response, what pressure corresponds to an output of ?
Calibration techniques
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The output span is for . An output of is halfway between the endpoints, so the pressure is .
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33During calibration, a robot sensor is compared with a reference instrument at several known input values. What is the main purpose of using several points?
Calibration techniques
Medium
A.To estimate the complete response curve
B.To remove the need for a reference
C.To identify offset only
D.To increase the sensor's supply voltage
Correct Answer: To estimate the complete response curve
Explanation:
Multiple calibration points help determine offset, sensitivity, and possible nonlinear behavior across the operating range.
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34A calibrated sensor consistently reads higher than the reference over its entire useful range. Which correction is most appropriate?
Calibration techniques
Medium
A.Increase the sampling frequency
B.Apply a scale-factor correction
C.Apply a constant offset correction
D.Use a lower-resolution ADC
Correct Answer: Apply a scale-factor correction
Explanation:
A proportional error that remains approximately across the range is corrected by adjusting the sensor's scale factor or gain.
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35A displacement sensor has a sensitivity of . What output change should result from a displacement change of ?
Sensor characteristics
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The output change is sensitivity multiplied by input change: .
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36A sensor gives different outputs at the same position depending on whether the position is approached from increasing or decreasing direction. This behavior is called:
Sensor characteristics
Medium
A.Resolution
B.Repeatability
C.Threshold
D.Hysteresis
Correct Answer: Hysteresis
Explanation:
Hysteresis is the dependence of sensor output on the direction or history of the input change.
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37A robot's joint encoder can distinguish angular changes as small as . Which characteristic does this value primarily describe?
Sensor characteristics
Medium
A.Sensitivity
B.Drift
C.Linearity
D.Resolution
Correct Answer: Resolution
Explanation:
Resolution is the smallest change in input that the sensor can distinguish or report.
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38A strain gauge forms one arm of a Wheatstone bridge and produces a very small differential voltage. Which signal-conditioning stage is most suitable first?
Signal conditioning basics
Medium
A.A digital oscillator
B.A mechanical damper
C.An instrumentation amplifier
D.A power inverter
Correct Answer: An instrumentation amplifier
Explanation:
An instrumentation amplifier provides accurate differential amplification with high input impedance and good common-mode rejection.
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39A sensor output ranges from to , but an ADC accepts to . Which conditioning operation uses the ADC range more effectively?
Signal conditioning basics
Medium
A.Attenuate the sensor signal by four
B.Remove the sensor's ground connection
C.Amplify the sensor signal by four
D.Invert the sensor signal only
Correct Answer: Amplify the sensor signal by four
Explanation:
A gain of four maps the sensor range of to onto the ADC range of to .
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40A robot's force measurement contains rapid fluctuations, while the actual force changes slowly. Which filter is generally most appropriate?
Noise and filtering
Medium
A.A high-pass filter
B.A band-stop filter centered at zero
C.A differentiator without filtering
D.A low-pass filter
Correct Answer: A low-pass filter
Explanation:
A low-pass filter preserves slowly varying force information while attenuating high-frequency noise.
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41A robotic joint uses a magnetoresistive device whose electrical resistance changes with shaft angle. A signal-processing circuit converts this resistance into a digital position value. Which statement most accurately identifies the sensing chain?
Definitions of sensors and transducers
Hard
A.The circuit is unrelated to transduction because only mechanical devices can be transducers
B.The magnetoresistive element is a sensor, and the complete resistance-to-position assembly is a transducer
C.The digital position value is the primary sensing element, and resistance is the measurand
D.The magnetoresistive element is an actuator, and the circuit is the sensor
Correct Answer: The magnetoresistive element is a sensor, and the complete resistance-to-position assembly is a transducer
Explanation:
A sensor detects a physical quantity, while a transducer converts energy or information from one domain to another. The element responds to angle through resistance, and the full assembly produces a usable electrical representation of position.
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42A force sensor is mounted between a robot wrist and its tool. Its output changes when the tool accelerates, even though the external contact force is constant. Which interpretation is most appropriate?
Definitions of sensors and transducers
Hard
A.The device is an inverse transducer because acceleration changes the output independently
B.The sensor is measuring force perfectly because acceleration is always part of force
C.The measurement includes inertial force, so the sensor output represents the net internal load
D.The output is invalid because a transducer must respond to only one physical variable
Correct Answer: The measurement includes inertial force, so the sensor output represents the net internal load
Explanation:
A force-torque sensor measures the load transmitted through its structure. During acceleration, inertial effects contribute to that load, so constant external contact force does not imply constant measured internal force.
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43A range sensor has a constant offset, a gain error proportional to distance, and a slowly varying temperature-dependent drift. Which classification is correct?
Errors & Classification
Hard
A.Offset is gross, gain error is random, and drift is hysteresis
B.Offset is quantization, gain error is dynamic, and drift is random noise
C.Offset is random, gain error is gross, and drift is quantization error
D.Offset is systematic, gain error is systematic, and drift is systematic but time-varying
Correct Answer: Offset is systematic, gain error is systematic, and drift is systematic but time-varying
Explanation:
Offset and gain errors produce repeatable bias patterns. Drift is also systematic in origin, but its value changes with time or environmental conditions, making it time-varying.
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44A position sensor has independent Gaussian noise with standard deviation and a calibration bias of . If the bias is uncorrected, what is the root-mean-square error?
Errors & Classification
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
For independent bias and zero-mean random error, .
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45A robot's proximity sensor reports valid values during normal operation but occasionally produces a large impossible reading after an electromagnetic discharge. How should this error primarily be classified?
Errors & Classification
Hard
A.A gross error caused by an abnormal transient event
B.A hysteresis error caused by reversing the input
C.A random error caused by ordinary measurement noise
D.A systematic error caused by sensor sensitivity
Correct Answer: A gross error caused by an abnormal transient event
Explanation:
An isolated, unusually large and physically implausible deviation caused by an abnormal event is a gross error. It should be detected through plausibility checks, fault monitoring, or transient rejection.
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46A robot must detect a rapidly closing obstacle using a sensor with a response time and a controller sampling period of . Which conclusion is most defensible?
Other generalities
Hard
A.The sampling rate alone guarantees detection before contact
B.The sensor response time is irrelevant once digital sampling is used
C.The controller must sample exactly at the sensor response frequency
D.The sensor response time can dominate latency despite the sampling interval
Correct Answer: The sensor response time can dominate latency despite the sampling interval
Explanation:
Sampling every does not make the sensor instantaneous. The sensor may require approximately to respond, so total detection latency includes sensing, conditioning, conversion, and computation delays.
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47Two range sensors observe the same target. Sensor A has lower noise but a narrow field of view; Sensor B has higher noise but a wide field of view. For collision avoidance near corners, which design choice is most justified?
Other generalities
Hard
A.Use Sensor B exclusively because field of view determines accuracy
B.Use Sensor A exclusively because lower noise always improves safety
C.Average their raw voltages without considering geometry or calibration
D.Fuse both sensors while modeling their complementary uncertainty and coverage
Correct Answer: Fuse both sensors while modeling their complementary uncertainty and coverage
Explanation:
Collision avoidance requires both reliable spatial coverage and adequate precision. Sensor fusion can exploit Sensor A's precision and Sensor B's coverage, provided geometry, calibration, and uncertainty are represented correctly.
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48Which architecture best distinguishes a smart sensor from a conventional sensor followed only by an external ADC?
Definition and architecture of smart sensors
Hard
A.A sensing element connected directly to a larger mechanical actuator
B.A sensing element, local conditioning, conversion, processing, and communication interface
C.A sensor with a higher nominal range and a physically larger enclosure
D.A passive sensing element whose analog output is routed through a longer cable
Correct Answer: A sensing element, local conditioning, conversion, processing, and communication interface
Explanation:
A smart sensor integrates sensing with local signal conditioning, data conversion, computation, diagnostics, and often communication. An external ADC alone does not provide this complete architecture.
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49A smart inertial sensor performs temperature compensation using an internal model, timestamps each sample, and reports a confidence estimate over a bus. Which function most directly improves interoperability rather than measurement accuracy?
Definition and architecture of smart sensors
Hard
A.Confidence estimation
B.Temperature compensation
C.Timestamp generation
D.Internal bias estimation
Correct Answer: Timestamp generation
Explanation:
Accurate timestamps allow multiple devices and controllers to align measurements in time, directly supporting system interoperability and sensor fusion. The other functions primarily improve measurement quality or uncertainty characterization.
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50A nonlinear displacement sensor is calibrated at five reference positions. The residuals change sign several times across the range, and a straight-line fit has small endpoint errors but large midrange errors. Which calibration model is most appropriate?
Calibration techniques
Hard
A.A two-point endpoint gain correction
B.A monotonic piecewise or polynomial mapping
C.A single offset correction
D.A moving-average filter applied to the output
Correct Answer: A monotonic piecewise or polynomial mapping
Explanation:
Multiple sign-changing residuals and midrange deviations indicate nonlinearity rather than only offset or gain error. A calibrated nonlinear mapping can reduce these residuals; monotonicity helps preserve physically meaningful ordering.
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51A temperature-sensitive force sensor is calibrated at three temperatures and four loads per temperature. The calibration data show both temperature-dependent offset and temperature-dependent sensitivity. Which model captures both effects?
Calibration techniques
Hard
A. using only the highest-temperature data
B. with fixed coefficients
C.
D. with no temperature term
Correct Answer:
Explanation:
The term models temperature-dependent offset, while models temperature-dependent sensitivity. Both must vary with temperature to represent the observed behavior.
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52A calibrated sensor is highly repeatable, but its readings differ depending on whether the input approaches a reference value from above or below. Which procedure is required to characterize the dominant effect?
Calibration techniques
Hard
A.A single decreasing sweep
B.Matched increasing and decreasing sweeps
C.Repeated measurements at only the zero reference
D.A single increasing sweep
Correct Answer: Matched increasing and decreasing sweeps
Explanation:
Different outputs for the same input depending on input direction indicate hysteresis. Matched upward and downward calibration sweeps quantify the hysteresis loop and its maximum separation.
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53A sensor output changes from to when the measurand changes from to units. Around the operating point, a -unit change produces a detectable change. What are the average sensitivity and approximate resolution?
Sensor characteristics
Hard
A. and units
B. and units
C. and units
D. and units
Correct Answer: and units
Explanation:
Average sensitivity is . A -unit change causing a detectable output change implies an approximate resolution of units.
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54A first-order sensor has time constant . Approximately how long after a step input does its output reach of the final value?
Sensor characteristics
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
For a first-order response, reaching approximately requires about . Therefore, .
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55A robot uses a sensor whose sensitivity decreases by per degree Celsius. Its nominal sensitivity is at . What sensitivity should be expected at , assuming a linear temperature coefficient?
Sensor characteristics
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The temperature increase is , producing a decrease of . Thus, sensitivity is .
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56A bridge sensor produces a differential signal of riding on a common-mode voltage of . The ADC accepts to . Which conditioning stage is most suitable before conversion?
Signal conditioning basics
Hard
A.An instrumentation amplifier with high common-mode rejection and suitable gain
B.A unity-gain buffer connected to only one bridge output
C.A comparator configured with a fixed threshold near
D.A low-pass filter connected directly across the power supply
Correct Answer: An instrumentation amplifier with high common-mode rejection and suitable gain
Explanation:
The desired differential signal is much smaller than the common-mode voltage. An instrumentation amplifier rejects the common-mode component while providing controlled gain that uses the ADC range without saturation.
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57A sensor has output impedance and is connected to an ADC input with . Ignoring other effects, what fraction of the sensor voltage reaches the ADC?
Signal conditioning basics
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The sensor and input form a voltage divider: . A high-impedance buffer would prevent this loading error.
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58An ADC has a to input range and 12-bit resolution. A conditioned sensor output spans to . Approximately how many ADC codes represent the sensor's full physical range?
Signal conditioning basics
Hard
A.1638 codes
B.819 codes
C.4095 codes
D.1229 codes
Correct Answer: 1638 codes
Explanation:
The sensor uses of the ADC range. Thus, the number of codes is approximately .
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59A white-noise voltage source has noise density . If an ideal low-pass filter limits the equivalent noise bandwidth to , what is the RMS noise voltage?
Noise and filtering
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
For white noise, .
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60A robot estimates velocity by differentiating a noisy position signal. Which change is most likely to reduce noise amplification while preserving useful motion information?
Noise and filtering
Hard
A.Replace the position sensor with a lower-bandwidth display
B.Reduce the ADC resolution before differentiation
C.Apply a low-pass filter before or within a filtered differentiator
D.Increase the differentiation gain at all frequencies
Correct Answer: Apply a low-pass filter before or within a filtered differentiator
Explanation:
Differentiation increases the magnitude of high-frequency components, including noise. A filtered differentiator limits high-frequency gain and provides a practical compromise between velocity bandwidth and noise.
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