Method and device for measuring internal temperature of heap fermentation based on infrared temperature measurement
11326954 · 2022-05-10
Assignee
Inventors
- Jizhang Wang (Zhenjiang, CN)
- Han Mao (Zhenjiang, CN)
- Xu Wang (Zhenjiang, CN)
- Pingping Li (Zhenjiang, CN)
- Jing Zhou (Zhenjiang, CN)
Cpc classification
G06V10/267
PHYSICS
G06V10/44
PHYSICS
G06V10/26
PHYSICS
G01J5/0275
PHYSICS
International classification
C12M1/34
CHEMISTRY; METALLURGY
Abstract
A device for measuring the internal temperature of heap fermentation includes an infrared thermal imaging camera, a distance detection camera, and a controller. The infrared thermal imaging camera obtains a temperature distribution image of a surface of a fermentation heap. The distance detection camera obtains a distance between the surface of the fermentation heap and the distance detection camera. The controller matches the temperature distribution image of the surface of the fermentation heap with the distance between the surface of the fermentation heap and the distance detection camera, performs semantic segmentation on the image after matching is completed, extracts a three-dimensional (3D) contour temperature map of the surface of the fermentation heap, corrects a surface temperature of the fermentation heap, and predicts an estimated internal temperature of the fermentation heap, such that the internal temperature of the fermentation heap is effectively and accurately predicted.
Claims
1. A method for measuring an internal temperature of heap fermentation based on infrared temperature measurement, comprising: matching, by a controller, a temperature distribution image of a surface of a fermentation heap with a distance between the surface of the fermentation heap and a distance detection camera; performing semantic segmentation on the temperature distribution image after the matching is completed; extracting a three-dimensional (3D) contour temperature map of the surface of the fermentation heap; correcting a surface temperature of the fermentation heap; and predicting an estimated internal temperature of the fermentation heap; wherein, the step of predicting the estimated internal temperature of the fermentation heap is based on the following relational model:
2. The method for measuring the internal temperature of the heap fermentation according to claim 1, wherein distance influence correction of the surface temperature of the fermentation heap specifically comprises: establishing a relational model between a corrected temperature and a measured temperature and a measured distance as follows:
3. A measuring device for the method for measuring the internal temperature of the heap fermentation according to claim 1, comprising a display screen, a control box, and a connecting groove, wherein the display screen is arranged on a first side of the control box, the connecting groove is welded to a second side of the control box, and the control box is fixedly connected to a moving support through the connecting groove; the infrared thermal imaging camera, the distance detection camera, and the controller are arranged inside the control box, and the infrared thermal imaging camera and the distance detection camera are connected to the controller; and the controller matches the temperature distribution image obtained by the infrared thermal imaging camera with the distance obtained by the distance detection camera, extracts the 3D contour temperature map of the surface of the fermentation heap, corrects the surface temperature of the fermentation heap, and predicts the estimated internal temperature.
4. The measuring device according to claim 3, wherein the moving support comprises a self-propelled moving support and a suspended moving support.
5. The measuring device according to claim 4, wherein the control box is fixed on a self-propelled mounting support through the connecting groove, the self-propelled mounting support is connected to the self-propelled moving support through a telescopic rod, and a roller is arranged at a bottom of the self-propelled moving support; and a camera lens on the control box faces a top of a stacking-type fermentation heap.
6. The measuring device according to claim 4, wherein the control box is fixed on a suspended mounting support through the connecting groove, the suspended mounting support is connected below the suspended moving support, a grooved pulley arranged on a top of the suspended moving support is matched with a suspension, a motor is further arranged on the top of the suspended moving support, and a gear on an output shaft of the motor is meshed with a gear arranged on a rotating shaft of the grooved pulley; and a camera lens on the control box faces a top of a stacking-type fermentation heap.
7. The measuring device according to claim 3, wherein a battery is further arranged inside the control box, the battery is connected to the controller, and the controller is further connected to a power interface.
8. The measuring device according to claim 3, wherein distance influence correction of the surface temperature of the fermentation heap specifically comprises: establishing a relational model between a corrected temperature and a measured temperature and a measured distance as follows:
Description
BRIEF DESCRIPTION OF THE DRAWINGS
(1)
(2)
(3)
(4)
(5) In the drawings, 1—display screen; 2—control box; 3—infrared thermal imaging camera; 4—distance detection camera; 5—thermometer; 6—controller; 7—power interface; 8—battery; 9—connecting groove; 10—self-propelled mounting support; 11—self-propelled moving support; 12—stacking-type fermentation heap; 13—suspended moving support; 14—suspension; 15—suspended mounting support; 16—trough-stacking-type fermentation heap; 17—video output line; 18—internal power supply line; 19—roller; 20—internal data line; 21—grooved pulley; 22—motor; and 23—gear.
DETAILED DESCRIPTION OF THE EMBODIMENTS
(6) The present invention will be further described in detail below with reference to the drawings and embodiments, but the protection scope of the present invention is not limited thereto.
(7) As shown in
(8) A thermometer 5 and the display screen 1 are arranged on a second side of the control box 2. An infrared thermal imaging camera 3, a distance detection camera 4, a controller 6, and a battery 8 are arranged inside the control box 2. Lenses of the infrared thermal imaging camera 3 and the distance detection camera 4 extend out of the control box 2. The controller 6 is connected to the infrared thermal imaging camera 3, the distance detection camera 4, and the thermometer 5 through an internal data line 20. The battery 8 is connected to the controller 6 through an internal power supply line 18. A power interface 7 is connected to the controller 6 and charges the battery 8 through the internal power supply line 18. The controller 6 is connected to the display screen 1 through the video output line 17. The infrared thermal imaging camera 3 obtains an image characterizing temperature distribution of a surface of a fermentation heap through a temperature of each pixel in the taken image of the surface of the fermentation heap. The distance detection camera 4 obtains a distance between the surface of the fermentation heap and the distance detection camera 4 by measuring the image of the surface of the fermentation heap. The thermometer 5 is used to obtain an environment temperature around the measuring device. The controller 6 matches the temperature distribution image obtained by the infrared thermal imaging camera 3 with the distance obtained by the distance detection camera 4, extracts a 3D contour temperature map of the surface of the fermentation heap, corrects a surface temperature of the fermentation heap and predicts an estimated internal temperature based on the temperature of each pixel and the distance on the contour temperature map, and sends processed results and a composite image to the display screen 1.
(9) A working principle of the device for measuring the internal temperature of heap fermentation based on infrared temperature measurement is: the infrared thermal imaging camera 3 uploads the obtained temperature distribution image of the surface of the fermentation heap to the controller 6, and the controller 6 matches the temperature distribution image with the distance uploaded by the distance detection camera 4, performs semantic segmentation on the image after matching is completed, extracts a 3D contour of the surface of the fermentation heap containing pixel information, temperature information, and distance information, then performs distance influence correction on the extracted 3D contour temperature, and predicts the estimated internal temperature of the fermentation heap according to the principle of heat balance in combination with the environment temperature after correction is completed.
(10) The correction of the surface temperature of the fermentation heap and the prediction of the estimated internal temperature of the fermentation heap are specifically as follows.
(11) Step (1), distance influence of the surface temperature of the fermentation heap is corrected.
(12) The infrared thermal imaging camera 3 measures m groups of temperature T. The distance detection camera 4 measures n groups of distance L. The high-precision thermometer measures a true temperature T′ of the surface of m×n group of fermentation heaps. The temperature, distance, and true temperature are combined into a set {T.sub.i, L.sub.j, T′.sub.ij} (i=0, . . . , m, j=0, . . . , n) to construct a matrix A of m rows and n columns with T′ as an element, and singular decomposition is performed:
A=UIV.sup.T.Math.A(v.sub.1, . . . ,v.sub.n)=(u.sub.1, . . . u.sub.m)diag[σ.sub.1, . . . ,σ.sub.b,0, . . . 0] (1)
(13) U and V are both orthogonal matrices, and I is a singular matrix. The first b items in U and V form an m-dimensional vector u.sub.k=((u.sub.k).sub.1, . . . , (u.sub.k).sub.i) and an n-dimensional vector v.sub.k=((v.sub.k).sub.1, . . . , (v.sub.k).sub.j), k=0, . . . , b (b is an integer). Coordinates (T.sub.i,(u.sub.k).sub.i) and (L.sub.j,(v.sub.k).sub.j) are set up, functions u.sub.k(T) and v.sub.k(L) are constructed by interpolating the above coordinates, and the formula (1) is further transformed as follows:
(14)
(15) σ.sub.k is an element of the singular matrix I. Elements in the matrix A are expressed separately, which is:
(16)
(17) Then the functions u.sub.k(T) and v.sub.k(L) are substituted into the formula (3) to obtain:
(18)
(19) At this time, T′(T, L) is a corrected temperature.
(20) Step (2), heat transferred from the inside of heaps to the surface of the heaps is calculated.
(21) A heat balance formula for the surface of the fermentation heap is:
Q.sub.total of the surface=Q.sub.reaction heat+Q.sub.transfer−Q.sub.loss (5), and
Q.sub.transfer=Q.sub.total of the surface−Q.sub.reaction heat+Q.sub.loss (6).
(22) Q.sub.total of the surface is heat of the surface part of the fermentation heap, Q.sub.reaction heat is heat generated by the fermentation heap itself, Q.sub.transfer is the heat transferred from the inside of the fermentation heap to the surface, and Q.sub.loss is heat lost by heat exchange between the surface of the fermentation heap and air. The heat expression of each link is:
Q.sub.total of the surface=m.sub.surfacec∫T′(t)dt
m.sub.surface=ρV.sub.surface
V.sub.surface=DWH.sub.surface (7).
(23) m.sub.surface is a total mass of the surface of the fermentation heap, c is a specific heat capacity of the fermentation heap, T′(t) is a surface temperature of the fermentation heap corrected at a time t, t is the time, ρ is a density of the heaps of the fermentation heap, V.sub.surface is a total volume of the surface part of the fermentation heap, D is a length of a fermentation heap tank, W is a width of the fermentation heap tank, and H.sub.surface is a thickness of the surface part of the fermentation heap.
(24) According to a biodegradation kinetic equation, the heat generated by the fermentation heap itself may be expressed as:
Q.sub.reaction heat=H∫w.sub.BVS(t)dt (8).
(25) w.sub.BVS(t) is a content of organic matters in the surface of the fermentation heap, H is biochemical reaction heat, and the content of the organic matters in the surface of the fermentation heap decreases with the fermentation process, and may be expressed by a logistic equation as:
(26)
(27) w.sub.end is a content of the organic matters in the surface part after fermentation, w.sub.0 is a content of the organic matters in the surface before fermentation, and k.sub.0 and k.sub.1 are fixed parameters, and are obtained by substituting the remaining parameters (w.sub.BVS(t), w.sub.end, w.sub.0, and t) into the formula (9).
(28) According to a heat transfer equation, the lost heat may be expressed as:
Q.sub.loss=KA.sub.1∫(T′(t)−T.sub.environment(t))dt (10).
(29) K is a thermal conductivity of air, A.sub.1 is a heat transfer area, T.sub.environment(t) is an environment temperature at the time t.
(30) According to the formulas (6) to (10), the heat Q.sub.transfer transferred from the inside of heaps to the surface of the heaps can be calculated.
(31) Step (3), an internal temperature of the heaps is estimated.
(32) An internal heat balance formula of the fermentation heap is:
Q.sub.total of the inside=Q.sub.internal reaction heat−Q.sub.transfer (11).
(33) Q.sub.total of the inside is total heat inside the fermentation heap, and Q.sub.internal reaction heat is heat generated by the inside of the fermentation heap itself.
(34) The total heat inside the fermentation heap may be expressed as:
Q.sub.total of the inside=m.sub.internalc∫T.sub.internal(t)dt
m.sub.internal=ρV.sub.internal
V.sub.internal=DWH.sub.internal (12).
(35) m.sub.internal is a total mass inside the fermentation heap, T.sub.internal(t) is an internal temperature of the fermentation heap at the time t, V.sub.internal is a total volume inside the fermentation heap, and H.sub.internal is a thickness inside the fermentation heap.
(36) The heat generated by the inside of the fermentation heap itself may be expressed as:
(37)
(38) w.sub.internal BVS(t) is a content of the organic matters inside the fermentation heap, w.sub.internal end is a content of the organic matters inside the fermentation heap after fermentation, w.sub.internal 0 is a content of the organic matters inside the fermentation heap before fermentation, and k.sub.2 and k.sub.3 are fixed parameters, and are obtained by substituting the remaining parameters (w.sub.internal end, w.sub.internal 0, w.sub.internal BVS(t), and t) into the formula (14).
(39) The formula (6) is substituted into the formula (11) to obtain:
Q.sub.total of the inside=Q.sub.internal reaction heat−(Q.sub.total of the surface−Q.sub.reaction heat+Q.sub.loss) (15).
(40) The heat expression of each link is substituted into the formula (14) to obtain:
m.sub.internalc∫T.sub.internal(t)dt=H∫w.sub.internal BVS(t)dt−(m.sub.surfacec∫T.sub.surface(t)dt−H∫w.sub.BVS(t)dt+KA.sub.1∫(T.sub.surface(t)−T.sub.environment(t)dt) (16).
(41) The formula (16) is discretized to obtain:
m.sub.internalcΣT.sub.internal(s)=HΣ.sub.internal BVS(s)−(m.sub.surfacecΣT′(s)−HΣw.sub.BVS(s)+KA.sub.1Σ(T′(s)−T.sub.environment(s))) (17).
(42) The formula (17) is deformed to obtain:
(43)
(44) s is an integer from 0 to infinity, and T.sub.internal(s) is an estimated internal temperature of the fermentation heap during an s-th sampling of the infrared thermal imaging camera 3.
Embodiment 1
(45) The present embodiment is a self-propelled detection method for a stacking-type fermentation heap 12 of a device for measuring an internal temperature of heap fermentation based on infrared temperature measurement according to the present invention. As shown in
Embodiment 2
(46) The present embodiment is a suspended detection method for a trough-stacking-type fermentation heap 16 of a device for measuring an internal temperature of heap fermentation based on infrared temperature measurement according to the present invention. As shown in
(47) The above embodiments are preferred implementations of the present invention, but the present invention is not limited to the above implementations. Any obvious improvement, substitution or modification made by those skilled in the art without departing from the essence of the present invention should fall within the protection scope of the present invention.