# Detection of Soot Using a Resistivity Sensor Device Employing Thermophoretic Particle Deposition

Authors: Doina Lutic; Joakim Pagels; Robert Bjorklund; Peter Josza; Jacobus H. Visser; Ann W. Grant; Mats L. Johansson; Jaska Paaso; Per-Erik Fägerman; Mehri Sanati; Anita Lloyd Spetz
Journal: Journal of Sensors
 (2010)

---

## Abstract

Results are reported for thermophoretic deposition of soot particles on resistivity sensors as a monitoring technique for diesel exhaust particles with the potential of improved detection limit and sensitivity. Soot with similar characteristics as from diesel exhausts was generated by a propane flame and diluted in stages. The soot in a gas flow at 240–270C∘ was collected on an interdigitated electrode structure held at a considerably lower temperature, 105–125C∘. The time delay for reaching measurable resistance values, the subsequent rate, and magnitude of resistance decrease were a function of the distance between the fingers in the electrodes and the degree of dilution of the soot containing flow. Soot deposition and subsequent removal by heating the sensor support was also performed in a real diesel exhaust. Good similarities between the behavior in our laboratory system and the real diesel exhaust were noticed.


---

## Body

## 1. Introduction

The soot generated by diesel engines mainly contains elemental carbon and heavy hydrocarbons, physically associated in a liquid fraction made of unburned fuel and oil, together with sulfuric acid [1]. The harmful consequences of soot on human health include respiratory and cardiovascular effects and the particles may be carcinogenic [2, 3]. Beside these health issues, soot deposition on buildings and vegetation contributes to their long-term degradation. Finally, soot influences global climate mainly by its strong absorption of solar radiation in the atmosphere.Soot detection and measurement is an important target today for car manufacturers since the regulations concerning particle mass emission limits have been substantially lowered in recent years [4]. Detection of particle number per unit volume was recently implemented in the European emission standard, indirectly making particle size an important parameter. Chemical composition and particle size may become even more important in future legislations [5].Modern diesel automotives are equipped with ceramic soot filters which are periodically regenerated by burn off when the accumulated soot exceeds a certain concentration, with the help of additional injected fuel and air. It is important for car manufacturers to optimize filter performance. Furthermore, requirements of on board diagnostics, OBD, of a failed filter are anticipated.Soot particle detection and measurement on board using sensors can be achieved by several methods. Several patents [6, 7] indicate that the soot collection on filters, followed by the subsequent heating in an oxygen-rich environment to oxidize carbon particulates to carbon dioxide, in a closed measurement loop, correlated with the amount of filtered gas volume, allows the determination of the particulate concentration. The measurement of the pressure drop (0–15 psi range) between the two faces of a particle filter for soot containing gas flow [8] has also been used to measure the soot concentration. A photoacoustic device [9] analyzing in a differential mode the voltage issued by two identical resonators exposed in two cells, one with exhaust gas with soot and another without soot, has been used by Beck and co. to measure the soot. A potentiometric sensor [10] was used by Vogel and coworkers to detect the soot by burning of soot particulates at the working electrode (zirconia) and measuring the resulting electromagnetic force (e.m.f) in the sensor material. Optical detection [11] is another alternative patented by Schittenhelm, by measuring the decrease of the reflective capacity of a solid surface. The measurement of the electrical resistance of a soot layer deposited between two electrical contacts as a measure of the deposited amount of soot has been used in several patents [12, 13].None of these papers or patents refers to the thermophoresis phenomenon as a basis for the soot deposition between the electrodes. The resistivity technique has been illustrated for both collection and regenerative burn-off for a sensor exposed to an open diesel flame [14]. Collection on the sensor’s surface (interdigitated platinum electrodes on an alumina substrate) was done at 350°C, a temperature high enough to avoid water vapor condensation but low enough to prevent significant soot combustion on the platinum electrodes. The authors did not actively create a temperature gradient between the soot in the gas-phase and the sensor surface, nor did they mention the influence of thermophoresis. No information about the soot deposition mechanism was given.Temperature is an important parameter for collection of aerosol particles. Thermophoresis is a force resulting from a temperature gradient being established in the gas phase [15]. Since gas molecules coming from the warmer area have a higher velocity than those coming from the cooler area, aerosol particles receive a net momentum toward the cooler zone. A solid surface at lower temperature than the ambient thus can serve as a precipitator for aerosols. Thermophoresis has been used for size independent deposition of Ag particles from polydisperse aerosols [16] and removal of particles from diesel exhaust [17]. Such high collection efficiencies are not necessary for sensor purposes but the temperature gradient must be sufficient to obtain reasonable response times. Soot sensors may potentially be used to control the regeneration of the particle filter in diesel engine vehicles in order to avoid overheating due to an overload of soot. Quantitative measurements would make On Board Diagnostics, OBD, possible. For the OBD application with a sensor position after the particulate filter, a very high sensitivity to soot particles is required. Here we present the first results for the development of a thermophoretic soot sensor and show results from soot collection on resistivity sensor surfaces, both in laboratory conditions and in real diesel engine exhaust. We think that the method has potential for a soot detector employing high-sensitivity and low-detection limit.


## 2. Experimental

The substrate for the soot detection (1) consisted of a finger electrode structure of Ti and Au sputter deposited on a thermally oxidized Si substrate, Si/SiO2(100 nm)/Ti (5 nm)/Au (200 nm). The finger electrode structure on the wafer was obtained using lift-off technology. The width of the electrodes was 80 μm and the two gap distances tested were 80 and 300 μm.The substrate was then cut into small pieces, each containing a single pair of interdigitated electrodes. These were mounted on a heater (Pt wire in an Al2O3 substrate from Heraeus) substrate (2) positioned in a 16-pin holder (3) where a Pt 100 sensor (Pt resistor with the resistance 100 Ohm at 0°C) (4) allowed temperature measurement; see Figure 1. The holder was placed in a sealed cell and exposed to soot containing gas flows.Figure 1
The sensor mounted on a heater with a Pt 100 temperature sensor.Soot was generated by a diffusion flame using propane as fuel. An air-to-fuel ratio of about 3.5 (in moles oxygen per mole propane) was used. This flow was diluted with compressed air directly after the flame in order to quench the soot and stabilize the degree of agglomeration (through coagulation). A second dilution step with air using an ejector diluter (Dekati, Finland) was subsequently applied in order to decrease the soot concentration further. Final dilution levels, expressed as ratio of flame air volume to dilution air volume, are given in the results section. The soot particle size distribution after the dilution was measured by aScanning Mobility Particles Sizer, SMPS (model 3934, TSI, Inc).  The geometric mean particle diameters were on the order of 100 nm. Dependent on dilution, the average number concentration varied between 5×105 and 5×106 cm−3.A simple deposition cell, where a thermal gradient was established between the sensor surface and the gas stream, was constructed. Since thermophoretic deposition of the soot particles was favored by the contact of the gas flow with a cooler surface, the diluted soot flow was heated to 240–270°C before deposition by passing it through a steel tube heated by an electrical heater. The sensor was heated somewhat by the gas stream and the temperature during the measurements, as measured by the Pt 100 sensor, was in the range of 105–125°C. The soot containing flow went through the soot deposition cell at a flowrate of 1 liter/minute. These temperatures were sufficiently high to prevent water condensation at the dilution levels used.  Soot layer morphology was investigated by SEM using a Leo 1550 VP emission field scanning electron microscope.The resistance measurements were performed using a multimeter device (TTI 1604) capable of measuring in the resistance range from 1 kOhm to 20 MOhms.Sensors for measurements in diesel exhaust were prepared by screen printing PtPdAu conductor (DuPont) on alumina substrates (90×5×1 mm). After firing at 850°C, the ink had a resistivity of 100 MOhm/sq (this processing was performed by Selmic Oy, Finland). The interdigitated electrode area was 2×2 mm and width/gap of the fingers 150/100 μm. A ceramic heater (Heraeus, Germany) was glued with Resbond GF907 (Cotronics Corporation, USA) on the backside of the substrate under the sensor fingers. A Pt100 thermoelement was positioned beside the fingers. The substrate was placed inside a 75 mm stainless steel tube (10 mm o.d.) having half of the tube cut out of a 5 mm section at one end to allow exposure of the finger structure to exhaust gas and the assembly was sealed with Resbond. Electrical connections for the sensor, heater, and thermoelement were made at the other end of the substrate.Diesel exhaust was produced by an engine mounted in a standard test cell, able to generate steady-state conditions or standard driving cycles. The sensor was mounted in a bushing welded to the exhaust pipe by Swagelok coupling (the Swagelok Company, USA) with the finger structure positioned in the center of the 7 cm o.d. pipe, located about a half meter downstream of a closely coupled diesel oxidation catalyst. A fan simulated wind conditions during the test. Reference soot concentrations were measured using aDifferential Mobility Spectrometer DMS500 Transient Engine Particulate Analyser (Cambustion Ltd., UK).


## 3. Results and Discussions

### 3.1. Tests in Laboratory Generated Soot

Soot mainly consists of carbon-rich particles with portions similar to fullerenes and/or graphite-like [5]. The significant number of double bonds and high number of mobile electrons provide graphite-like conducting properties. The morphology of soot deposited on a surface consists of aggregates of spherules having a strong tendency to associate and form curly disordered filaments as shown in Figure 2.Figure 2
Typical SEM image of soot (white) deposited onto SiO2 (dark grey, to the left) and the gold electrode (grey, to the right).For sensing purposes, the deposition of soot leads to the formation of multiple disordered bridges between the metallic fingers creating a conductive layer as stipulated by the percolation theory [18]. The soot is built up in patches of bridge-like structures over the surface between the finger electrodes, and at a certain point in the soot concentration, there is contact through the whole film, and electrons start to flow from one finger electrode to the other. As the soot deposited amount continues to increase, the conductivity increases by the thickness of the film in a linear way. However, in this kind of film, higher conductivity probably first occurs in some isolated spots. These are first hidden due to higher resistance in the film surrounding these spots but suddenly there is a contact path of spots with higher conductivity all the way from one finger electrode to the other.It is important to mention here that we did not get any measurable soot deposition if the soot containing flow was cooled down to room temperature prior to passing the exposure cell held at room temperature, even after more than one hour. Quenching (dilution and reduction of the temperature to ambient conditions) of the soot stream was necessary for the SMPS, used as a reference of soot size distribution and concentration. In order to further confirm the importance of the thermophoretic effect on the soot deposition, we heated the sensor surface to 200–400°C while subjecting it with a soot containing gas flow of approximately the same temperature. The nonheated 16-pin sensor holder, see Figure 1, was covered with a rich velvet-like soot layer, while the heater with sensor remained totally clean.Since initial soot deposits are insulated from one another, a delay is expected before a resistance decrease is registered. Figure3 shows the electrical resistance over time during soot deposition on a substrate with 80 μm spacing between the electrodes, using a dilution ratio of the soot flow of 1/10 and at a gas flow temperature of 270°C. The sensor surface was only heated by the gas stream as described in the experimental section. At the moment when the electrical resistance of the soot layer reached a measurable value, the surface temperature was 105°C and continued to increase slightly up to 125°C during the subsequent soot deposition. Before a continuous layer of soot was deposited on the substrate surface, the resistance value between the finger structures was out of the measurable range (i.e., larger than 20 MOhm). Therefore, a short delay (around 5 minutes) was observed before the resistance decreased rapidly and could be measured by the multimeter. After the rapid decrease corresponding to an increased density of soot particles between the electrodes, the resistance began to level off 10 minutes after the exposure was started and a final resistance of a few kOhm was reached after 50 minutes.Figure 3
Resistance values upon soot deposition on soot sensor with 80μm between the finger electrodes (total dilution ratio 1/10, gas flow 1 L/min and gas temperature 270°C, sensor temperature: 105–125°C).The time delay for the initial resistance decrease was observed to be strongly dependent on the distance between the metal finger electrodes as shown in Figure4.Figure 4
Resistance values evolution in time for different distances between electrodes-logarithmic scale (dilution ratio: 1/100; gas flow 1 L/min and gas temperature:240°C, sensor temperature: 105–125°C).The development of a conducting soot layer between the electrodes required a significantly longer time for the larger electrode spacing. In addition, the observed resistance decrease was considerably lower. It should also be noted that the reason why the resistance change was slower for the 80μm sensor at the Figure 4 conditions as compared to Figure 3 is because of the higher particle stream dilution (1 : 100 as compared to 1 : 10, gas flow is kept constant at 1 L/min) and slightly lower temperature gradient (gas stream at 240°C).The effect of soot concentration in the gas flow on the resistance change is further illustrated in Figure5. A comparison between the deposition of soot at dilution ratios of 1/10 (high-soot concentration) and 1/100 (low-soot concentration) are shown. The observed difference between the two concentrations was similar to what was observed for the two electrode distances shown in Figure 4 with the lower concentration exhibiting a significantly slower resistance change. Then the time resolution of the multimeter also allowed the resistance measurements to start at a much higher absolute value. The curves shown in Figures 4 and 5 also contain occasional stepwise changes in the resistance similar to what has been previously observed for undiluted diesel soot [13]. It should also be pointed out with regard to the large difference in resistance between the devices in Figures 4 and 5 that resistance is a parameter that often shows large variations. The stepwise changes in Figures 4 and 5 may be explained in terms of percolation theory [15] as in connection to Figure 2. Normalized response is therefore mostly used but was not practical in the demonstration of the new method here. We would also like to emphasize that the soot deposition was very slow when using a nonheated gas flow of soot particles; we could not enter the measurable resistance range of the instrument after one hour of soot flow through the sensor cell.Figure 5
Resistance values evolution by time for two different total dilution ratios (1/10 and 1/100); gas flow 1 L/min and gas temperature:240°C, soot sensor temperature: 105–125°C, 80 μm distance between electrodes.The preliminary results in this paper show the potential of the thermophoresis coupled with resistivity detection for a soot sensor concept. It is also important to establish the dependence of the temperature gradient between the gas stream and sensor surface on the soot deposition. This parameter will affect the detection limit and the sensitivity of the device. Regeneration of the sensor surface from soot by heating must also be developed, for example, through cyclical measurements by the sensor. Further research work is now in progress to develop a calibration method for soot sensors using aerosol technology for controlled particle generation and optimized thermophoretic deposition for soot collection [19].


### 3.2. Diesel Exhaust Measurements

On the basis of the initial results, we performed soot detection in real diesel exhaust systems. Screen-printed sensors were tested in the exhaust system of the stationary motor, in a cycle with and without Exhaust Gas Recirculation (EGR). EGR is a way to reduce the amount of nitrogen oxides formed from the direct reaction between oxygen and nitrogen, occurring at the high temperatures in the engine. Some of the exhaust gas is shunted back into the engine, after previous cooling, instead of a part of fresh air. EGR decreases the temperature in the combustion chamber, thus limiting the NOx formation.On another hand, the complete combustion of the heavy hydrocarbons from the diesel fuel needs an excess air. There is thus a contradiction between the tendency of soot and NOx formation and a compromise is needed in order to diminish both hazardous exhaust components. In the measurements we performed, the soot concentration in the exhaust gas increased from 1 to 19 mg/m3, as estimated from the DMS measurements, with EGR. A comparison between the soot particle number size distribution, with and without EGR, is displayed in Figure 6 below. The diesel engine was running at 2500 rpm, 200 Nm och 40% EGR.Figure 6
Particle size distribution of soot during the high load conditions with EGR and without EGR.As expected, the soot concentration was significantly higher during the high-load conditions with the EGR activated as compared to EGR disconnected.The sensor was exposed to the higher soot concentration shown in Figure6, from t=0 to 600 s, and the corresponding soot deposition and measurement is displayed in Figure 7. below. The exposure cycle to soot consists of 600 s of emission with EGR activated, followed by 300 s of EGR off at a gas temperature of 210°C, then by the heating of the sensor at 750°C to remove the deposited soot.Figure 7
Resistance of screen printed sensor during steady-state driving for the stationary motor, exhaust gas temperature210°C (t=0: start of EGR, sensor temperature 180°C; t=600 s—EGR disconnected, sensor temperature 180°C; t=900 s, sensor temperature increases to 750°C).As shown in Figure7, there was an accumulation time of about 300 s before a resistance decrease was registered. This time was needed for the deposition of a continuous soot conductive layer, similar to what is described for the lab work above. A lower soot concentration at 600 s, as read from the DMS500, caused a slight increase in resistance, possibly due to low mechanical stability of the soot layer. The heating started at 900 s and caused an initial decrease in resistance, followed by an increase, as the deposited soot was burned off. The increase of the resistance could be due to the evaporation of the volatile compounds from the soot, less conductive than the “pure solid” deposited carbonaceous material. The return to the original high-resistance level was rapid as compared to the decrease from soot deposition, because of the quick disappearance of the conductive soot layer by burning.


## 3.1. Tests in Laboratory Generated Soot

Soot mainly consists of carbon-rich particles with portions similar to fullerenes and/or graphite-like [5]. The significant number of double bonds and high number of mobile electrons provide graphite-like conducting properties. The morphology of soot deposited on a surface consists of aggregates of spherules having a strong tendency to associate and form curly disordered filaments as shown in Figure 2.Figure 2
Typical SEM image of soot (white) deposited onto SiO2 (dark grey, to the left) and the gold electrode (grey, to the right).For sensing purposes, the deposition of soot leads to the formation of multiple disordered bridges between the metallic fingers creating a conductive layer as stipulated by the percolation theory [18]. The soot is built up in patches of bridge-like structures over the surface between the finger electrodes, and at a certain point in the soot concentration, there is contact through the whole film, and electrons start to flow from one finger electrode to the other. As the soot deposited amount continues to increase, the conductivity increases by the thickness of the film in a linear way. However, in this kind of film, higher conductivity probably first occurs in some isolated spots. These are first hidden due to higher resistance in the film surrounding these spots but suddenly there is a contact path of spots with higher conductivity all the way from one finger electrode to the other.It is important to mention here that we did not get any measurable soot deposition if the soot containing flow was cooled down to room temperature prior to passing the exposure cell held at room temperature, even after more than one hour. Quenching (dilution and reduction of the temperature to ambient conditions) of the soot stream was necessary for the SMPS, used as a reference of soot size distribution and concentration. In order to further confirm the importance of the thermophoretic effect on the soot deposition, we heated the sensor surface to 200–400°C while subjecting it with a soot containing gas flow of approximately the same temperature. The nonheated 16-pin sensor holder, see Figure 1, was covered with a rich velvet-like soot layer, while the heater with sensor remained totally clean.Since initial soot deposits are insulated from one another, a delay is expected before a resistance decrease is registered. Figure3 shows the electrical resistance over time during soot deposition on a substrate with 80 μm spacing between the electrodes, using a dilution ratio of the soot flow of 1/10 and at a gas flow temperature of 270°C. The sensor surface was only heated by the gas stream as described in the experimental section. At the moment when the electrical resistance of the soot layer reached a measurable value, the surface temperature was 105°C and continued to increase slightly up to 125°C during the subsequent soot deposition. Before a continuous layer of soot was deposited on the substrate surface, the resistance value between the finger structures was out of the measurable range (i.e., larger than 20 MOhm). Therefore, a short delay (around 5 minutes) was observed before the resistance decreased rapidly and could be measured by the multimeter. After the rapid decrease corresponding to an increased density of soot particles between the electrodes, the resistance began to level off 10 minutes after the exposure was started and a final resistance of a few kOhm was reached after 50 minutes.Figure 3
Resistance values upon soot deposition on soot sensor with 80μm between the finger electrodes (total dilution ratio 1/10, gas flow 1 L/min and gas temperature 270°C, sensor temperature: 105–125°C).The time delay for the initial resistance decrease was observed to be strongly dependent on the distance between the metal finger electrodes as shown in Figure4.Figure 4
Resistance values evolution in time for different distances between electrodes-logarithmic scale (dilution ratio: 1/100; gas flow 1 L/min and gas temperature:240°C, sensor temperature: 105–125°C).The development of a conducting soot layer between the electrodes required a significantly longer time for the larger electrode spacing. In addition, the observed resistance decrease was considerably lower. It should also be noted that the reason why the resistance change was slower for the 80μm sensor at the Figure 4 conditions as compared to Figure 3 is because of the higher particle stream dilution (1 : 100 as compared to 1 : 10, gas flow is kept constant at 1 L/min) and slightly lower temperature gradient (gas stream at 240°C).The effect of soot concentration in the gas flow on the resistance change is further illustrated in Figure5. A comparison between the deposition of soot at dilution ratios of 1/10 (high-soot concentration) and 1/100 (low-soot concentration) are shown. The observed difference between the two concentrations was similar to what was observed for the two electrode distances shown in Figure 4 with the lower concentration exhibiting a significantly slower resistance change. Then the time resolution of the multimeter also allowed the resistance measurements to start at a much higher absolute value. The curves shown in Figures 4 and 5 also contain occasional stepwise changes in the resistance similar to what has been previously observed for undiluted diesel soot [13]. It should also be pointed out with regard to the large difference in resistance between the devices in Figures 4 and 5 that resistance is a parameter that often shows large variations. The stepwise changes in Figures 4 and 5 may be explained in terms of percolation theory [15] as in connection to Figure 2. Normalized response is therefore mostly used but was not practical in the demonstration of the new method here. We would also like to emphasize that the soot deposition was very slow when using a nonheated gas flow of soot particles; we could not enter the measurable resistance range of the instrument after one hour of soot flow through the sensor cell.Figure 5
Resistance values evolution by time for two different total dilution ratios (1/10 and 1/100); gas flow 1 L/min and gas temperature:240°C, soot sensor temperature: 105–125°C, 80 μm distance between electrodes.The preliminary results in this paper show the potential of the thermophoresis coupled with resistivity detection for a soot sensor concept. It is also important to establish the dependence of the temperature gradient between the gas stream and sensor surface on the soot deposition. This parameter will affect the detection limit and the sensitivity of the device. Regeneration of the sensor surface from soot by heating must also be developed, for example, through cyclical measurements by the sensor. Further research work is now in progress to develop a calibration method for soot sensors using aerosol technology for controlled particle generation and optimized thermophoretic deposition for soot collection [19].


## 3.2. Diesel Exhaust Measurements

On the basis of the initial results, we performed soot detection in real diesel exhaust systems. Screen-printed sensors were tested in the exhaust system of the stationary motor, in a cycle with and without Exhaust Gas Recirculation (EGR). EGR is a way to reduce the amount of nitrogen oxides formed from the direct reaction between oxygen and nitrogen, occurring at the high temperatures in the engine. Some of the exhaust gas is shunted back into the engine, after previous cooling, instead of a part of fresh air. EGR decreases the temperature in the combustion chamber, thus limiting the NOx formation.On another hand, the complete combustion of the heavy hydrocarbons from the diesel fuel needs an excess air. There is thus a contradiction between the tendency of soot and NOx formation and a compromise is needed in order to diminish both hazardous exhaust components. In the measurements we performed, the soot concentration in the exhaust gas increased from 1 to 19 mg/m3, as estimated from the DMS measurements, with EGR. A comparison between the soot particle number size distribution, with and without EGR, is displayed in Figure 6 below. The diesel engine was running at 2500 rpm, 200 Nm och 40% EGR.Figure 6
Particle size distribution of soot during the high load conditions with EGR and without EGR.As expected, the soot concentration was significantly higher during the high-load conditions with the EGR activated as compared to EGR disconnected.The sensor was exposed to the higher soot concentration shown in Figure6, from t=0 to 600 s, and the corresponding soot deposition and measurement is displayed in Figure 7. below. The exposure cycle to soot consists of 600 s of emission with EGR activated, followed by 300 s of EGR off at a gas temperature of 210°C, then by the heating of the sensor at 750°C to remove the deposited soot.Figure 7
Resistance of screen printed sensor during steady-state driving for the stationary motor, exhaust gas temperature210°C (t=0: start of EGR, sensor temperature 180°C; t=600 s—EGR disconnected, sensor temperature 180°C; t=900 s, sensor temperature increases to 750°C).As shown in Figure7, there was an accumulation time of about 300 s before a resistance decrease was registered. This time was needed for the deposition of a continuous soot conductive layer, similar to what is described for the lab work above. A lower soot concentration at 600 s, as read from the DMS500, caused a slight increase in resistance, possibly due to low mechanical stability of the soot layer. The heating started at 900 s and caused an initial decrease in resistance, followed by an increase, as the deposited soot was burned off. The increase of the resistance could be due to the evaporation of the volatile compounds from the soot, less conductive than the “pure solid” deposited carbonaceous material. The return to the original high-resistance level was rapid as compared to the decrease from soot deposition, because of the quick disappearance of the conductive soot layer by burning.


## 4. Conclusions

Soot particles were generated in the laboratory using aerosol technology (a laminar diffusion flame) or generated by a diesel engine. The soot particles were detected by resistivity sensors employing thermophoresis as the particle deposition mechanism. Resistance changes were observed after a certain accumulation of the soot on the surface in accordance with percolation theory. The resistance changes of the collected layers strongly depended on the electrode spacing and the soot particle concentration. The sensors could possibly be used for detection of cracks in the particle filter, monitoring of filter regeneration, and, with proper calibration, quantitative determination of particle emissions after the filter for OBD.



---

*Source: 421072-2010-06-16.xml*