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Chapter 8
Future Works




In this book the design of a CMOS image sensor inspired by the compound eye
of insects, as well as several applications of such image sensor are presented. The
sensor is able to detect polarization information using a micro-polarizer oriented
at various angles and created using the metal layers in a standard CMOS process.
The detected polarization information is shown to be useful in classifying materials
as well as detecting incoming light ray directions for use in autonomous agent
navigations. Different algorithms used by the eyes of insects to detect motion were
also studied and a model for collision detection has been proposed.
   In this final book chapter an overview of possible future works are presented
based on the previous chapters.


8.1     Future Works
The field of view of an imaging polarimeter is usually limited by the imaging optics.
Commercially available photographic and video cameras have a field of view of
about 30° − 50°(horizontal) by 20°-40° (vertical) depending on the focal length
and aperture. Ideally 180° field of view imaging polarimetry is desired to study
the polarization patterns.
   A 124° field of view camera with less than 1° angular resolution has been discussed
in chapter 2 and 3. Such a camera would help to increase the sensitivity of the
polarization measurements while allowing to gather wide field of view information.


8.1.1     Wide Field of View Imaging System with Polarization
          Sensitivity
Wide field of view imaging systems can potentially improve applications such as
security surveillance, robot navigation or endoscopy. Such a system can collect
image data points from a relatively larger area than the rectilinear lenses and thus can
be employed in both contact and contactless endoscopy. The fish eye lenses which

M. Sarkar and A. Theuwissen: A Biologically Inspired CMOS Image Sensor, SCI 461, pp. 247–252.
DOI: 10.1007/ 978-3-642-34901-0 8                      © Springer-Verlag Berlin Heidelberg 2013
248                                                                     8   Future Works


are generally used in endoscopy for images produce a significant distortion in the
visual content. Contactless endoscopy is becoming the standard in the endoscopy
world. The image sensor with wide field of view, high angular sensitivity and
polarization sensitivity would enhance the application areas of the endoscopes.
   The common requirements for a wireless capsule endoscope are high resolution,
very low power, high dynamic range and high sensitivity. Resolution is needed to be
able to see things clearly inside the digestive tract or the intestines. The state-of-the-
art commercial wireless capsule endoscope product, the PillCam capsule, developed
by Given Imaging Ltd transmits 256x256x8 bit data at a frame rate of 2 frames per
second [1]. The sensor described in chapter 3 is able to transmit 128x128x12 bits
of data at a frame rate of 15fps. Besides resolution, endoscopy applications demand
a dynamic range of 60-80dB which is easily achievable. The dynamic range can be
varied using the partial charge transfer as seen in chapter 7. The ability to do in-pixel
processing of the data helps in data compression, which naturally helps to lower the
output data rate and lower the power consumption of the system.
   The ability of the designed sensor to detect polarization of the reflected light
adds value to medical imaging. It is known that when light interacts with tissue,
the reflectance, absorption and polarization of light is affected. The polarization
parameters of light scattered from biological tissues contains rich morphological
and functional information useful for medical purposes. Potential applications of
such electro-optical system include imaging of superficial cancers and other skin
lesions, early detection of diseased cells and microscopic analysis of tissues [2].
   A potential application of linear polarization imaging techniques in dermatology
has been proposed by [3]. This technique records a series of images corresponding
to different combinations of illumination and polarization and calculates the
intensity difference between orthogonal direction polarizations pixel by pixel.
The degree of polarization information obtained from the surrounding muscles
or blood can also be evaluated. In chapter 4, it was shown that it is possible to
detect polarization information using metallic wire grids and it is also possible to
compute the orthogonal polarization intensity difference and degree of polarization
of polarization pixel by pixel. For the current version, these calculations are done
off-chip but they can be easily incorporated onto the chip, which will further help in
miniaturization of the endoscopes.
   Besides endoscopy, wide field of view optical systems can also be used in
imaging fluorescence microscopy. Fluorescence microcopy is used to investigate
dynamic phenomenon in cells and living tissues and have seen dramatic increase
in life science application in the last decade. Conventional CCD/CMOS cameras
are not able to image the time-critical cellular events which change dynamically in
less than a few seconds. To be able to capture these fast changes, multiple channel
imaging optics are required to simultaneously track changes in the fluorescence
signals. Besides fluorescence microscopy, fluorescence polarization imaging is also
becoming popular in investigating the biochemical properties of samples, such
as protein denaturation, protein-ligand interactions, protein-protein interactions,
protein-DNA interactions, and the rotational rates of proteins [4], [5]. A wide
field of view optical system with polarization sensitivity is ideal for biological
8.1   Future Works                                                                249

investigations because it provides the ability to image simultaneously both the
parallel and perpendicular polarization components of a fluorescence emission.


8.1.2     High Angular Resolution Imaging System with Polarization
          Sensitivity
In chapter 4, it was elaborated that the performance parameters of a wire grid
micro-polarizer depend on the pitch used. To obtain a high transmission efficiency
and extinction ratio (ER) in the visible region, the pitch has to be smaller than
the incident wavelength. The 0.18μm CMOS technology used to fabricate the
designed image sensor provides a minimum metal spacing of 0.24μm. Nevertheless,
as CMOS technologies keep scaling and smaller feature sizes become available, it
is possible to fabricate the suggested structures with smaller spacings.
   The polarization sensitivity also depends on the wavelength of the incident
electromagnetic wave and the angle of incidence. As wavelength and grating
spacing becomes nearly equal, the angle of incidence of the light ray has more
pronounced effects on the polarization detection sensitivity. In the case of a wide
field of view lens with 1°angular resolution, it offers two advantages. Firstly, the
polarization ratio for a specific angle of incidence is known and secondly, it is
possible to spatially sum the polarization response over a wide field of view. For
the current version of the sensor, the polarization profile was measured for only a
single angle of incidence; however after the integration of the lens the polarization
measurement for the entire field of view can be obtained which will increase the
resolution and sensitivity of the polarization measurement.

8.1.2.1   Real Time Material Classification

In chapter 5, it was shown that it is possible to classify materials based on the
polarization information from the reflected surface. To keep the system simple, the
degree of polarization and PFR calculations were done off-chip. These calculations
can be easily implemented on-chip, allowing for real time material classification.
Further the transmitted intensities of the reflected light were measured for a single
angle of incidence of the light ray. The measurement of the polarization Fresnel ratio
(PFR) at each pixel is not very accurate when the diffuse component of the reflection
dominates over the specular component. In such an scenario the measurement of the
reflected transmitted intensities for varying angle of incidence of the light ray would
serve to increase the resolution and the sensitivity of the PFR measurement.
   The multichannel imaging system with an angular resolution of 1°would provide
the polarization information of the reflected light over a wide field of view, thus
serving as a more reliable measurement and classification system. The increased
angular resolution with corresponding increase in the number of Fresnel reflection
coefficients can provide a more intuitive way of investigating the specular and
diffuse reflection changes as a function of physical parameters of the reflecting
surface.
250                                                                      8    Future Works


   Furthermore, in this work only the differential changes in the intensities of the
parallel and perpendicular component of the specular and diffuse reflections were
explored and not the phase difference. Metals alter the phase of polarization of
the incident light upon specular reflection while dielectrics do not [6]. This is
important in the scenario of highly diffuse dielectric materials, which would often
be misclassified as metals when using PFR. Ways to determine the change in phase
of the incident and the reflected light by the reflecting surface need to be explored.

8.1.2.2   Real Time Navigation

In chapter 6, it was stated that insects use the egocentric form of navigation which
computes the home vector from the direction of travel and the distance travelled.
The possibility of using polarized light as a compass to determine the direction of
travel was shown. The distance of travel computation were not discussed, however
they are not very difficult to compute. One such method is proposed here which can
be easily implemented on chip for distance of travel calculations.
   Assuming the initial position of the object to be (x,y,t) then if the point has travelled
to a new location after a time Δt the new location X and Y can be described as

                      X(t + Δt) = x(t) + cos θ(t) × v(t) × Δt                         (8.1)


                      Y (t + Δt) = y(t) + sin θ(t) × v(t) × Δt                        (8.2)

where θ is the angle of travel and v(t) is the velocity of travel. Δt is the integration
time to obtain the next frame information. The velocity can be computed from
the optic flow as discussed in chapter 7. However the computation of the velocity
from the optic flow would be computationally demanding. The velocity of travel
is proportional to the change in the intensity of the image over time [7] and is
expressed as
                                  Δi ≈ Δv × Δt                                     (8.3)

where Δi is the change in intensity over the time interval Δt. Substituting
equation (8.3) in equations (8.1) and (8.2) we get

                          X(t + Δt) = x(t) + cos θ(t) × Δi                            (8.4)


                          Y (t + Δt) = y(t) + sin θ(t) × Δi                           (8.5)

The new position is depended on the angular travel and the change in intensity
during the time Δt. The change in intensity can be computed from the difference
in two frames separated by Δt using partial charge transfer as discussed in chapter
7, while the angular information can be obtained from the compass discussed in
8.1   Future Works                                                                 251

chapter 6. Thus it would indeed be possible to have both the direction and distance
information which would simplify the algorithms currently used for autonomous
agent navigation.

8.1.2.3     Real Time Sun Position Detection

The proposed design will make it possible for an alternate method of angular position
determination of the sun besides the slit sun digital sensors. The celestial compass
based on skylight polarization is described in chapter 6. Depending on the angle
the light from the sun hits the atmosphere; the light is polarized in a special way.
These patterns maintain an interesting characteristic all over the day: they are always
perpendicular to the solar meridian. Thus the degree of polarization has a maximum
when the sun is at 90°angular position (with respect to solar meridian it is at 0°). It
was shown that it is indeed possible to determine the elliptical and azimuthal position
of an object based on the polarization patterns of the incoming light ray.
   Due to the measurement setup constraints, it was not possible for the first version
of the designed image sensor to test for the variability of the degree of polarization
with respect to the angular position of the sun under open sky. The measurement
setup can be simplified and an open sky measurement should be a valuable extension
of the project. The study of the change of the degree of polarization with the position
of the sun would immensely help in the navigation of autonomous agents which
usually depend on heavy computations to determine the angle of travel. Further it
is known that sun moves at a constant angular velocity. The change from the solar

                    Table 8.1 Comparison of sun position detection sensors

                           GPS       Magnetometer       SSC [8]       proposed
             Mass         ∼20gm        ∼50gm            ∼20gm       same as SSC
                                                       including
                                                       processor
            Power     ∼0.5W            ∼0.3-0.5W        ∼0.2W         ∼0.1W
          Acquisition 1 min              1 sec          10 min       10ms-1sec
             time
           Accuracy 0.15°-0.5°           0.5°if           0.1°        Minimum
                                       position is                     of 1°
                                        known
          Operation on  Yes               Yes     No          Yes
            moving
            vehicles
          Operational   GPS    Initial position Needs to High extinction
           constraint coverage must be known. see the sun   ratio for
                                   Will not                increased
                                 operate in               polarization
                                polar regions              sensitivity
252                                                                     8   Future Works


meridian (the point of highest degree of polarization) and the calculated orientation
would also be able to predict the time elapsed.
   A comparison between different sensors to determine the sun position is shown
in the table 8.1 [8].


References
[1] Metzger, Y., Adler, S.N., Shitrit, A.B., Koslowsky, B., Bjarnason, I.: Comparison of a
    new pillcam sb2 video capsule versus the standard pillcam sb for detection of small
    bowel diseases. Reports in Medical Imaging 2, 7–11 (2009)
[2] Ghosh, N., Soni, J., Wood, M., Wallenberg, M., Vitkin, I.: Mueller matrix polarimetry
    for the characterization of complex random medium like biological tissues. Pramana -
    Journal of Physics 75, 1071–1086 (2010)
[3] Nan, Z., Xiaoyu, J., Qiang, G., Yonghong, H., Hui, M.: Linear polarization difference
    imaging and its potential applications. Applied Optics 48(35), 6734–6739 (2009)
[4] Elgass, K., Caesar, K., Schleifenbaum, F., Stierhof, Y., Meixer, A., Harter, K.: Novel
    application of fluorescence lifetime and fluorescence microscopy enables quantitative
    access to subcellular dynamics in plant cells. PLoS ONE 4(5), e5716-1–e5716-13 (2009)
[5] Mashanov, G., Nenasheva, T., Peckham, M., Molloy, J.: Cell biochemistry studied by
    single molecule imaging. Biochemical Society Transactions 34(5), 983–988 (2006)
[6] Chen, H., Wolff, L.: Polarization phase-based method for material classification in
    computer vision. International Journal of Computer Vision 28(1), 73–83 (1998)
[7] Lopez, L.: Neural processing for control of artificial compound eye. In: IEEE
    International Conference on Computational Intelligence, vol. 5, pp. 2749–2753 (1994)
[8] Liebe, C.C.: Solar compass chip. IEEE Sensors Journal 4(6), 779–786 (2004)

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A biologically inspired cmos image sensor

  • 1. Chapter 8 Future Works In this book the design of a CMOS image sensor inspired by the compound eye of insects, as well as several applications of such image sensor are presented. The sensor is able to detect polarization information using a micro-polarizer oriented at various angles and created using the metal layers in a standard CMOS process. The detected polarization information is shown to be useful in classifying materials as well as detecting incoming light ray directions for use in autonomous agent navigations. Different algorithms used by the eyes of insects to detect motion were also studied and a model for collision detection has been proposed. In this final book chapter an overview of possible future works are presented based on the previous chapters. 8.1 Future Works The field of view of an imaging polarimeter is usually limited by the imaging optics. Commercially available photographic and video cameras have a field of view of about 30° − 50°(horizontal) by 20°-40° (vertical) depending on the focal length and aperture. Ideally 180° field of view imaging polarimetry is desired to study the polarization patterns. A 124° field of view camera with less than 1° angular resolution has been discussed in chapter 2 and 3. Such a camera would help to increase the sensitivity of the polarization measurements while allowing to gather wide field of view information. 8.1.1 Wide Field of View Imaging System with Polarization Sensitivity Wide field of view imaging systems can potentially improve applications such as security surveillance, robot navigation or endoscopy. Such a system can collect image data points from a relatively larger area than the rectilinear lenses and thus can be employed in both contact and contactless endoscopy. The fish eye lenses which M. Sarkar and A. Theuwissen: A Biologically Inspired CMOS Image Sensor, SCI 461, pp. 247–252. DOI: 10.1007/ 978-3-642-34901-0 8 © Springer-Verlag Berlin Heidelberg 2013
  • 2. 248 8 Future Works are generally used in endoscopy for images produce a significant distortion in the visual content. Contactless endoscopy is becoming the standard in the endoscopy world. The image sensor with wide field of view, high angular sensitivity and polarization sensitivity would enhance the application areas of the endoscopes. The common requirements for a wireless capsule endoscope are high resolution, very low power, high dynamic range and high sensitivity. Resolution is needed to be able to see things clearly inside the digestive tract or the intestines. The state-of-the- art commercial wireless capsule endoscope product, the PillCam capsule, developed by Given Imaging Ltd transmits 256x256x8 bit data at a frame rate of 2 frames per second [1]. The sensor described in chapter 3 is able to transmit 128x128x12 bits of data at a frame rate of 15fps. Besides resolution, endoscopy applications demand a dynamic range of 60-80dB which is easily achievable. The dynamic range can be varied using the partial charge transfer as seen in chapter 7. The ability to do in-pixel processing of the data helps in data compression, which naturally helps to lower the output data rate and lower the power consumption of the system. The ability of the designed sensor to detect polarization of the reflected light adds value to medical imaging. It is known that when light interacts with tissue, the reflectance, absorption and polarization of light is affected. The polarization parameters of light scattered from biological tissues contains rich morphological and functional information useful for medical purposes. Potential applications of such electro-optical system include imaging of superficial cancers and other skin lesions, early detection of diseased cells and microscopic analysis of tissues [2]. A potential application of linear polarization imaging techniques in dermatology has been proposed by [3]. This technique records a series of images corresponding to different combinations of illumination and polarization and calculates the intensity difference between orthogonal direction polarizations pixel by pixel. The degree of polarization information obtained from the surrounding muscles or blood can also be evaluated. In chapter 4, it was shown that it is possible to detect polarization information using metallic wire grids and it is also possible to compute the orthogonal polarization intensity difference and degree of polarization of polarization pixel by pixel. For the current version, these calculations are done off-chip but they can be easily incorporated onto the chip, which will further help in miniaturization of the endoscopes. Besides endoscopy, wide field of view optical systems can also be used in imaging fluorescence microscopy. Fluorescence microcopy is used to investigate dynamic phenomenon in cells and living tissues and have seen dramatic increase in life science application in the last decade. Conventional CCD/CMOS cameras are not able to image the time-critical cellular events which change dynamically in less than a few seconds. To be able to capture these fast changes, multiple channel imaging optics are required to simultaneously track changes in the fluorescence signals. Besides fluorescence microscopy, fluorescence polarization imaging is also becoming popular in investigating the biochemical properties of samples, such as protein denaturation, protein-ligand interactions, protein-protein interactions, protein-DNA interactions, and the rotational rates of proteins [4], [5]. A wide field of view optical system with polarization sensitivity is ideal for biological
  • 3. 8.1 Future Works 249 investigations because it provides the ability to image simultaneously both the parallel and perpendicular polarization components of a fluorescence emission. 8.1.2 High Angular Resolution Imaging System with Polarization Sensitivity In chapter 4, it was elaborated that the performance parameters of a wire grid micro-polarizer depend on the pitch used. To obtain a high transmission efficiency and extinction ratio (ER) in the visible region, the pitch has to be smaller than the incident wavelength. The 0.18μm CMOS technology used to fabricate the designed image sensor provides a minimum metal spacing of 0.24μm. Nevertheless, as CMOS technologies keep scaling and smaller feature sizes become available, it is possible to fabricate the suggested structures with smaller spacings. The polarization sensitivity also depends on the wavelength of the incident electromagnetic wave and the angle of incidence. As wavelength and grating spacing becomes nearly equal, the angle of incidence of the light ray has more pronounced effects on the polarization detection sensitivity. In the case of a wide field of view lens with 1°angular resolution, it offers two advantages. Firstly, the polarization ratio for a specific angle of incidence is known and secondly, it is possible to spatially sum the polarization response over a wide field of view. For the current version of the sensor, the polarization profile was measured for only a single angle of incidence; however after the integration of the lens the polarization measurement for the entire field of view can be obtained which will increase the resolution and sensitivity of the polarization measurement. 8.1.2.1 Real Time Material Classification In chapter 5, it was shown that it is possible to classify materials based on the polarization information from the reflected surface. To keep the system simple, the degree of polarization and PFR calculations were done off-chip. These calculations can be easily implemented on-chip, allowing for real time material classification. Further the transmitted intensities of the reflected light were measured for a single angle of incidence of the light ray. The measurement of the polarization Fresnel ratio (PFR) at each pixel is not very accurate when the diffuse component of the reflection dominates over the specular component. In such an scenario the measurement of the reflected transmitted intensities for varying angle of incidence of the light ray would serve to increase the resolution and the sensitivity of the PFR measurement. The multichannel imaging system with an angular resolution of 1°would provide the polarization information of the reflected light over a wide field of view, thus serving as a more reliable measurement and classification system. The increased angular resolution with corresponding increase in the number of Fresnel reflection coefficients can provide a more intuitive way of investigating the specular and diffuse reflection changes as a function of physical parameters of the reflecting surface.
  • 4. 250 8 Future Works Furthermore, in this work only the differential changes in the intensities of the parallel and perpendicular component of the specular and diffuse reflections were explored and not the phase difference. Metals alter the phase of polarization of the incident light upon specular reflection while dielectrics do not [6]. This is important in the scenario of highly diffuse dielectric materials, which would often be misclassified as metals when using PFR. Ways to determine the change in phase of the incident and the reflected light by the reflecting surface need to be explored. 8.1.2.2 Real Time Navigation In chapter 6, it was stated that insects use the egocentric form of navigation which computes the home vector from the direction of travel and the distance travelled. The possibility of using polarized light as a compass to determine the direction of travel was shown. The distance of travel computation were not discussed, however they are not very difficult to compute. One such method is proposed here which can be easily implemented on chip for distance of travel calculations. Assuming the initial position of the object to be (x,y,t) then if the point has travelled to a new location after a time Δt the new location X and Y can be described as X(t + Δt) = x(t) + cos θ(t) × v(t) × Δt (8.1) Y (t + Δt) = y(t) + sin θ(t) × v(t) × Δt (8.2) where θ is the angle of travel and v(t) is the velocity of travel. Δt is the integration time to obtain the next frame information. The velocity can be computed from the optic flow as discussed in chapter 7. However the computation of the velocity from the optic flow would be computationally demanding. The velocity of travel is proportional to the change in the intensity of the image over time [7] and is expressed as Δi ≈ Δv × Δt (8.3) where Δi is the change in intensity over the time interval Δt. Substituting equation (8.3) in equations (8.1) and (8.2) we get X(t + Δt) = x(t) + cos θ(t) × Δi (8.4) Y (t + Δt) = y(t) + sin θ(t) × Δi (8.5) The new position is depended on the angular travel and the change in intensity during the time Δt. The change in intensity can be computed from the difference in two frames separated by Δt using partial charge transfer as discussed in chapter 7, while the angular information can be obtained from the compass discussed in
  • 5. 8.1 Future Works 251 chapter 6. Thus it would indeed be possible to have both the direction and distance information which would simplify the algorithms currently used for autonomous agent navigation. 8.1.2.3 Real Time Sun Position Detection The proposed design will make it possible for an alternate method of angular position determination of the sun besides the slit sun digital sensors. The celestial compass based on skylight polarization is described in chapter 6. Depending on the angle the light from the sun hits the atmosphere; the light is polarized in a special way. These patterns maintain an interesting characteristic all over the day: they are always perpendicular to the solar meridian. Thus the degree of polarization has a maximum when the sun is at 90°angular position (with respect to solar meridian it is at 0°). It was shown that it is indeed possible to determine the elliptical and azimuthal position of an object based on the polarization patterns of the incoming light ray. Due to the measurement setup constraints, it was not possible for the first version of the designed image sensor to test for the variability of the degree of polarization with respect to the angular position of the sun under open sky. The measurement setup can be simplified and an open sky measurement should be a valuable extension of the project. The study of the change of the degree of polarization with the position of the sun would immensely help in the navigation of autonomous agents which usually depend on heavy computations to determine the angle of travel. Further it is known that sun moves at a constant angular velocity. The change from the solar Table 8.1 Comparison of sun position detection sensors GPS Magnetometer SSC [8] proposed Mass ∼20gm ∼50gm ∼20gm same as SSC including processor Power ∼0.5W ∼0.3-0.5W ∼0.2W ∼0.1W Acquisition 1 min 1 sec 10 min 10ms-1sec time Accuracy 0.15°-0.5° 0.5°if 0.1° Minimum position is of 1° known Operation on Yes Yes No Yes moving vehicles Operational GPS Initial position Needs to High extinction constraint coverage must be known. see the sun ratio for Will not increased operate in polarization polar regions sensitivity
  • 6. 252 8 Future Works meridian (the point of highest degree of polarization) and the calculated orientation would also be able to predict the time elapsed. A comparison between different sensors to determine the sun position is shown in the table 8.1 [8]. References [1] Metzger, Y., Adler, S.N., Shitrit, A.B., Koslowsky, B., Bjarnason, I.: Comparison of a new pillcam sb2 video capsule versus the standard pillcam sb for detection of small bowel diseases. Reports in Medical Imaging 2, 7–11 (2009) [2] Ghosh, N., Soni, J., Wood, M., Wallenberg, M., Vitkin, I.: Mueller matrix polarimetry for the characterization of complex random medium like biological tissues. Pramana - Journal of Physics 75, 1071–1086 (2010) [3] Nan, Z., Xiaoyu, J., Qiang, G., Yonghong, H., Hui, M.: Linear polarization difference imaging and its potential applications. Applied Optics 48(35), 6734–6739 (2009) [4] Elgass, K., Caesar, K., Schleifenbaum, F., Stierhof, Y., Meixer, A., Harter, K.: Novel application of fluorescence lifetime and fluorescence microscopy enables quantitative access to subcellular dynamics in plant cells. PLoS ONE 4(5), e5716-1–e5716-13 (2009) [5] Mashanov, G., Nenasheva, T., Peckham, M., Molloy, J.: Cell biochemistry studied by single molecule imaging. Biochemical Society Transactions 34(5), 983–988 (2006) [6] Chen, H., Wolff, L.: Polarization phase-based method for material classification in computer vision. International Journal of Computer Vision 28(1), 73–83 (1998) [7] Lopez, L.: Neural processing for control of artificial compound eye. In: IEEE International Conference on Computational Intelligence, vol. 5, pp. 2749–2753 (1994) [8] Liebe, C.C.: Solar compass chip. IEEE Sensors Journal 4(6), 779–786 (2004)