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    切纸机双丝杆平台

    1101897080A1
    发明人
    林国强, 林友国
    受让人
    温州欧利特机械设备有限公司
    申请人
    Pranav Anand Kuber, Kannepalli Venkata Sreekanth
    申请号
    617497
    申请日
    2001-07-20
    公开(公告)号
    1101897080A1
    公开(公告)日
    2022-01-05
    IPC分类号
    B21H003/04
    CPC分类号
    -
    优先权号
    3835851
    优先权日
    1988-10-20
    摘要

    NOVELTY - A cylinder lubricating oil composition comprises mineral oil and/or synthetic oil, and phenate-type metallic detergent (a) having alkylphenol sulfide metal salt having five or more alkylphenol structures in the same molecule.

    USE - Cylinder lubricating oil composition is used for cross-delivery-head-type diesel engine (claimed) for ship.

    ADVANTAGE - The cylinder lubricating oil composition has excellent heat resistance, fluidity and anti-seizing property.

    权利要求
    1.一种软件系统性能故障预测方法,其特征在于,包括: 获取待测系统运行时的监控指标数据,并进行相应预处理; 基于预处理后的监控指标数据,获得各单一指标数据的纵向序列和横向序列; 基于交叉注意力机制获取所述纵向序列和横向序列的交叉注意力向量,基于所述交叉注意力向量及预先训练的LSTM模型,获得各单一指标的预测值; 计算所述预测值与实际监测值的差值,若存在单一指标预测值与实际监测值的差值超过预设阈值,则判定存在异常发生,输出故障预警; 将各单一指标数据序列结合,获得多维监控指标序列数据;并将所述多维监控指标序列数据输入预先训练的Transformer模型中进行故障分类,获得故障类型分类结果,其中,所述Transformer模型采用基于相似性分解的注意力机制。
    2.如权利要求1所述的一种软件系统性能故障预测方法,其特征在于,所述基于交叉注意力机制获取所述纵向序列和横向序列的交叉注意力向量,具体为: 将获得的单一指标数据的纵向序列和横向序列分别输入交叉注意力模块中,分别获得第一交叉注意力向量和第二交叉注意力向量; 将所述第一交叉注意力向量和单一指标数据的纵向序列交叉相乘,并与所述第二交叉注意力向量和单一指标数据的横向序列交叉相乘的结果进行拼接,获得交叉注意力向量。
    3.如权利要求1所述的一种软件系统性能故障预测方法,其特征在于,所述基于相似性分解的注意力机制,其处理过程具体为: 基于获得的多维监控指标序列数据,获取其键向量、值向量以及查询向量; 基于获得的键向量和查询向量,计算入流和出流; 基于出流以及值向量,计算竞争;并基于键向量、查询向量、入流以及竞争,计算汇聚; 基于所述汇聚和入流,计算得到分配结果。
    4.如权利要求1所述的一种软件系统性能故障预测方法,其特征在于,所述将所述多维监控指标序列数据输入预先训练的Transformer模型中进行故障分类,获得故障类型分类结果,具体为: 将计算得到的分配结果,输入至Transformer模型中的Add&Norm网络层进行残差连接计算,并将输出的结果输入至Feed Forward层,并经归一化层处理后,获得分类结果。
    5.如权利要求1所述的一种软件系统性能故障预测方法,其特征在于,所述获得各单一指标数据的纵向序列和横向序列,具体为:所述纵向序列为单一指标过去几个周期内同时间阶段数据形成的时间序列;横向序列为单一指标在当前时间临近的若干个时间步长中形成的时间序列。
    6.如权利要求1所述的一种软件系统性能故障预测方法,其特征在于,所述监控指标数据包括CPU使用率、内存使用率、网络传输速率、网络接收速率、每秒文件写入字节、每秒文件读取字节及活动线程数。
    7.如权利要求1所述的一种软件系统性能故障预测方法,其特征在于,所述预处理包括数据清洗、缺失数据补全、数据定义以及规范化处理。
    8.一种软件系统性能故障预测系统,其特征在于,包括: 数据获取单元,其用于获取待测系统运行时的监控指标数据,并进行相应预处理; 交叉注意力预测单元,其用于基于预处理后的监控指标数据,获得各单一指标数据的纵向序列和横向序列;基于交叉注意力机制获取所述纵向序列和横向序列的交叉注意力向量,基于所述交叉注意力向量及预先训练的LSTM模型,获得各单一指标的预测值; 预测值分析单元,其用于计算所述预测值与实际监测值的差值,若存在单一指标预测值与实际监测值的差值超过预设阈值,则判定存在异常发生,输出故障预警; 故障分类单元,其用于将各单一指标数据序列结合,获得多维监控指标序列数据;并将所述多维监控指标序列数据输入预先训练的Transformer模型中进行故障分类,获得故障类型分类结果,其中,所述Transformer模型采用基于相似性分解的注意力机制。
    9.一种电子设备,包括存储器、处理器及存储在存储器上运行的计算机程序,其特征在于,所述处理器执行所述程序时实现如权利要求1-7任一项所述的一种软件系统性能故障预测方法。
    10.一种非暂态计算机可读存储介质,其上存储有计算机程序,其特征在于,该程序被处理器执行时实现如权利要求1-7任一项所述的一种软件系统性能故障预测方法。
    说明书
    [0001]TECHNICAL FIELD
    [0002]Aspects of the disclosure relate to thermally compensating a measured ambient temperature by an electronic thermostat for internally generated heat dissipation.
    [0003]BACKGROUND OF THE INVENTION
    [0004]A Heating Ventilation and Air Conditioning (HVAC) system typically comprises one or more thermostats, a heating unit, a cooling unit, and a distribution system. The heating unit heats a medium (for example, air or water); a cooling unit cools the medium; the distribution system distributes the medium throughout an affected entity (for example, a house or building); a control unit controls the heating unit, the cooling unit, and the flow of the medium through the distribution system; and one or more thermostats providing the control unit one or more temperature values throughout the affected entity.
    [0005]The thermostat may be considered as the important component of the HVAC system because that's what triggers the entire system to start cooling or heating. The performance of the HVAC system is consequently highly dependent on the accuracy of the thermostat.
    [0006]SUMMARY OF THE INVENTION
    [0007]An electronic thermostat typically has an ambient temperature sensor for measuring the ambient temperature of the proximate region around the electronic thermostat. However, the electronic may have electrical components (for example, a microprocessor unit (MPU), power supply unit, display, display backlight, relays, and so forth) that generate internal heat, thus degrading the accuracy of the ambient temperature sensor.
    [0008]The ambient temperature sensor is typically mounted on the thermostat's printed circuit (PCB), and thus the ambient temperature sensor is often affected by the heat dissipation generated by the thermostat's components. As a result, the sensed temperature due to the component's heat dissipation needs to be compensated in order to obtain the accurate room temperature.
    [0009]With another aspect, a compensation process is based on one or more temperature compensation sensors. A narrow thermal pathway is established between the ambient temperature sensor and the one or more temperature compensation sensors. Based on the compensation temperature measured by the one or more temperature compensation sensors, the measured ambient temperature is compensated for the internally generated heat.
    [0010]With another aspect, an electronic thermostat comprises a main compartment and a sensor chamber that thermally isolates the two temperature sensors. The first sensor measures an ambient temperature and the second temperature sensor measures a compensation temperature. The measured ambient temperature is compensated by an compensation amount based on the compensation temperature and a thermal parameter that characterizes the thermal properties of the electronic thermostat.
    [0011]With another aspect, a thermal pathway is formed between a temperature compensation sensor and in an ambient temperature sensor that are located in a sensor chamber. The thermal pathway thermally connects to a main compartment of the electronic thermostat to the sensor chamber and restricts heat flow to the temperature compensation sensor and the ambient temperature sensor from the main compartment.
    [0012]With another aspect, a perimeter of a sensor chamber is formed by an internal partition separating a main compartment of an electronic thermostat from the sensor chamber and by one or more sides of the thermostat's housing.
    [0013]With another aspect, the sensor chamber is properly shielded from the main compartment and allows the heat flowing from the main compartment to the ambient temperature sensor through the narrow pathway(s) and the temperature compensation sensor only. There are at least two ventilation openings through a side (wall) of the sensor chamber that is provided by the thermostat housing. The ventilation holes allow air flow from the ambient environment into the sensor chamber for ambient temperature measurement.
    [0014]With another aspect, the electronic thermostat includes a processing device that compensates a measured ambient temperature for internally generated heat. In order to do so, the processing device obtains a thermal parameter (for example, a thermal resistance ratio) that characterizes thermal characteristics of the electronic thermostat. The processing device receives the measured ambient temperature (T s ) and the measured compensation temperature (T c1 ) from the ambient temperature sensor and the compensation temperature sensor, respectively. The processing device then determines a compensated ambient temperature (T ambient ) from the measured ambient temperature, the measured compensation temperature, and the thermal parameter. The processing device may determine the amount of compensation by multiplying the thermal resistance ratio by a temperature difference between the measured compensation temperature and the measured ambient temperature.
    [0015]BRIEF DESCRIPTION OF THE DRAWINGS The foregoing summary of the invention, as well as the following detailed description of exemplary embodiments of the invention, is better understood when read in conjunction with the accompanying drawings, which are included by way of example, and not by way of limitation with regard to the claimed invention. FIG. 1 shows a component placement topology of an exemplary electronic thermostat in accordance with an embodiment. FIG. 2 shows a sensor chamber to restrict convection of air flow in an electronic thermostat in accordance with an embodiment. FIGS. 3A-C shows different ways for isolating an ambient temperature sensor from other printed circuit board (PCB) components of an electronic thermostat in accordance with an embodiment. FIG. 4 shows a physical model to estimate an impact of internally generated heat on an ambient temperature sensor of an electronic thermostat in accordance with an embodiment. FIG. 5 shows an equivalent thermal circuit for an individual component of an electronic thermostat in accordance with an embodiment. FIG. 6 shows an equivalent thermal circuit for multiple components of an electronic thermostat in accordance with an embodiment. FIG. 7 shows processor circuitry of an electronic thermostat in accordance with an embodiment. FIG. 8 shows a flowchart that compensates the ambient temperature for internally generated heat of an electronic thermostat in accordance with an embodiment. FIG. 9 shows analog circuitry for compensating a measured temperature from an ambient temperature sensor to obtain a compensated ambient temperature.
    [0016]DETAILED DESCRIPTION
    [0017]Accurate temperature measurement is often essential for an electronic thermostat. For example, if the temperature measurement obtained from the electronic thermostat is not sufficiently accurate, then operation of an associated environmental system (for example, a heating, ventilation, and air conditioning (HVAC) system) may be degraded. However, the electronic components on a printed circuit board (PCB) of the thermostat may internally generate heat on the PCB. The amount of dissipated heat typically varies with the processing capability of the incorporated processor, typically increasing from a low-end microcontroller unit (MCU) to a high-end process unit.
    [0018]Moreover, the market is moving toward increased functionality of an electronic thermostat in a home Internet of Things (IoT) system. This trend generally requires more powerful processing devices with more elaborate peripheral devices (for example, a LCD display with a backlight) to support more complicated IoT control functions. Such devices often consume more electrical power resulting in increased heat dissipation with the electronic thermostat.
    [0019]A temperature sensor unit is usually mounted on the thermostat's PCB, and therefore the temperature sensor is easily affected by the heat dissipation from the thermostat's components. As a result, the sensed temperature due to the component's heat dissipation needs to be compensated in order to obtain a more accurate room temperature. Embodiments may support an approach for temperature compensation that is advantageous with respect to traditional electronic thermostats, resulting in improved temperature measurement accuracy.
    [0020]With some embodiments, a compensation process is based on at least two or more temperature sensing units. One sensor is associated with ambient temperature sensing and another sensor is associated with measuring the temperature of PCB board at a location (point) where dissipated heat flows from that point to the sensor component via a narrow thermal passageway. The ambient temperature sensor may be located on a stand-alone PCB board with a special PCB layout structure, where the stand-alone PCB board connects to the main PCB by a narrow passageway or a narrow connecting bridge.
    [0021]Embodiments may include an isolated sensor chamber containing an ambient temperature sensor. The sensor chamber isolates air flow by convention between the main PCB board and the ambient sensor.
    [0022]FIG. 1 shows a component placement topology of exemplary electronic thermostat 100 in accordance with an embodiment. Electronic components include microprocessor unit (MPU) 104 , power supply unit 103 , display 105 , display backlight 106 , relays 107 , temperature compensation sensor S c1 101 , and ambient temperature sensor S a 102 .
    [0023]Each component is typically an internal heat source that may impact the temperature measurement accuracy of ambient temperature sensor S a 102 . Components include, but are not limited to:
    [0024]Power supply circuit 103 may provide 6 Vdc, 12 Vdc, 24 Vdc, 24 Vac, 110 Vac, or 230 Vac.
    [0025]MPU 104 may include 8051, MIPS, ARM9, ARM11, ARM Cortex M3, M4, ARM Cortex A9, or A7 integrated circuits.
    [0026]Display backlight circuit 106 may comprise light emitting diodes (LED's), twisted nematic (TN) displays, and/or thin-film transistor (TFT) displays.
    [0027]Relays 107 may include normal relays, latch relays, and/or solid state relays.
    [0028]Other electronic components including memory (not explicitly shown), display 105 , input keys, indication LED's, connectivity modules, sensors, and so forth.
    [0029]FIG. 2 shows sensor chamber 201 that controls air flow convection in electronic thermostat 200 in accordance with an embodiment.
    [0030]In order to control the heat transferred by convection of air flow inside the thermostat, sensor chamber 201 (denoted by the shaded area in FIG. 2 ) restricts the air flow between the circuit components, which may be located in a main compartment of electronic thermostat 200 , and sensor chamber 201 (sensor compartment), where ambient temperature sensor 202 is located.
    [0031]The internal sides of sensor chamber 201 may be formed by partitions (walls) that span between the PCB and a parallel side of the housing of electronics thermostat 200 while one or more other sides of the thermostat housing (not explicitly shown) serve as external sides of sensor chamber 201 . The internal sides provide a thermal shield between the main compartment of thermostat 200 and sensor chamber 201 .
    [0032]There are two thermal mechanisms for transferring heat from the main compartment to temperature sensors 201 and 202 : a) air flow within thermostat 200 and b) the PCB trace. With some embodiments, the impact of air flow is minimized by the sensor chamber 201 that includes a thermal shield between the main compartment and sensor chamber 201 . The impact of heat transfer via the PCB trace may be ameliorated by notches in the PCB (for example, notches 252 and 253 ). Vent holes in the housing (more readily shown as vent holes 452 a - e in FIG. 4 ) ensure that air from the ambient environment flows through sensor chamber 201 for measuring the ambient temperature.
    [0033]One objective of the embodiments is to reduce transferred heat into the sensor chamber 201 . The heat is primarily generated by the components in the main compartment and transferred to sensor chamber 201 via thermal connectivity that includes air convection and heat conduction via the PCB board and traces. In order to do so, one or more narrow thermal pathways are established between temperature compensation sensor 201 and ambient temperature sensor 202 .
    [0034]Sensor chamber 201 is thermally shielded from the main compartment by partitions to minimize the impact of internal air flow to ambient measurement sensor 202 . In addition, compensation of the internal heat upon ambient temperature sensor 202 may be determined with temperature compensation sensor 201 by establishing narrow thermal pathways such as thermal pathway 261 .
    [0035]In addition, thermal transfer is limited by notches (gaps) 252 and 253 (PCB breaking areas) formed on the PCB. Consequently, a controlled thermal conduction through thermal pathway 261 is established from compensation temperature sensor 201 to ambient temperature sensor 202 . As shown in FIG. 2 , thermal pathway 261 is established from temperature compensation sensor 201 to ambient temperature sensor 202 . With this approach, the impact of generated heat by the heat sources and PCB traces from the main compartment is controlled and reduced as well as compensated as will be discussed.
    [0036]Thermal pathways limit the thermal power that can flow from main PCB board to ambient temperature sensor 202 . In addition, the direction that thermal power flows through narrow pathway 261 can be estimated from the temperature difference between the two ends of pathway 261 via one or more temperature compensation sensors, for example, temperature compensation sensor 201 as shown in FIG. 2 .
    [0037]By estimating the thermal power flowing through the thermal pathways, the temperature rise due to the thermal power conducted from the main PCB board may be calculated. As a result, the error due to the thermal heat from major heating components may be compensated at ambient temperature sensor 202 .
    [0038]With one approach of the embodiments, a method for calculating the temperature change due to thermal power flowing through points A and B may be estimated by:
    [0039]Δ T AB =T A −T B =P D *R QAB , where
    [0040]T A is the temperature at reference point “A”.
    [0041]T B is the temperature at reference point “B”.
    [0042]ΔT AB is the temperature difference between reference points “A” and “B”.
    [0043]P D is the power dissipation source of heat flux (Watts).
    [0044]R θAB or R THAB is the thermal resistance between reference points “A” and “B”.
    [0045]FIGS. 3A-C shows different ways for isolating an ambient temperature sensor from other PCB components of an electronic thermostat in accordance with an embodiment.
    [0046]FIG. 3A shows a first structure, where there is one thermal pathway 361 similar to the structure shown in FIG. 2 . Thermal pathway 361 traverses from temperature compensation sensor (S c1 ) 301 A to ambient temperature sensor (S a ) 302 A.
    [0047]FIG. 3B shows a second structure, where there are two pathways 362 and 363 traversing from temperature compensation sensor (S c1 ) 301 B to ambient temperature sensor (S a ) 302 B.
    [0048]FIG. 3C shows a third structure, where ambient temperature sensor (S a ) 302 C. is mounted on a separate PCB that is completely isolated from the main PCB through a mechanical structure having two or more support legs. As shown in FIG. 3C , support legs 364 and 365 may serve as two thermal pathways from temperature compensation sensor 301 C and ambient temperature 302 C.
    [0049]With all three structures shown in FIGS. 3A-C , there are two temperature sensors, one at each side of the narrow thermal pathways. Ambient temperature sensor (S a ) 302 A-C measures the ambient temperature and temperature compensation sensor (S c1 ) 301 A-C provides temperature information to calculate the temperature rise due to internal heat.
    [0050]With all three structures shown in FIGS. 3A-C , a thermal barrier may be added to isolate the air flow between main component and the sensor compartment.
    [0051]With some embodiments, there may be more than one compensation sensors where each compensation sensor may be located at the one end of each thermal pathway. The length of each thermal pathway should be minimized with sufficient space to accommodate the compensation sensors. In addition, the thermal; resistance ratio of each path needs to be determined, for example, based on controlled experiment.
    [0052]Referring to FIG. 3B , there are situations where only one temperature compensation sensor may be used for thermal pathways 362 and 363 . First, the two pathways 362 and 363 between compensation sensor 301 B and ambient temperature sensor 302 B should be symmetric. Second, compensation sensor 301 B should be close enough to the starting points of the two pathways 362 and 363 so that the temperature at the two starting points of the pathways is approximately the same and can be measured by temperature compensation sensor 301 B.
    [0053]FIG. 4 shows a physical model used to estimate an impact of internally generated heat on ambient temperature sensor 402 of an electronic thermostat 400 in accordance with an embodiment.
    [0054]A thermal model is established to estimate the impact of the internal heat on ambient temperature sensor 402 and thus to compensate for the impact to provide a more accurate measurement of the ambient temperature. With one aspect of the embodiments, the following conditions are assumed:
    [0055]First, there is no significant heat transferred by air convection from the main compartment of electronic thermostat 400 close to ambient temperature sensor 402 . This can be ensured by locating ambient temperature sensor 402 within sensor chamber 401 (in other words, a sensor compartment, which is substantially isolated from all the heat sources on the PCB (the main compartment)).
    [0056]Second, air flow is sufficient between the sensor compartment and ambient environment for an accurate temperature measurement. With the exemplary design shown in FIG. 4 , there are a sufficient number of openings 452 a - e through the housing wall near sensor compartment 401 . (In the exemplary embodiment shown in FIG. 4 , the perimeter of sensor chamber 401 includes portions of the adjacent housing walls.)
    [0057]The thermal connection between ambient temperature sensor (S a ) 402 and temperature compensation sensor (S c1 ) 401 may be constrained by only one or two thermal narrow pathways, for example thermal pathway 461 (P c1 ). This approach essentially restricts all the internal heat to flow from the main compartment to ambient temperature sensor 402 via the thermal pathways through sensor chamber (compartment) 401 . Thus, the impact of the internally generated heat may be modeled so that the measured ambient temperature can be compensated using the measurement by temperature compensation sensor 401 as will be discussed.
    [0058]FIG. 5 shows equivalent thermal circuit 500 of an electronic thermostat in accordance with an embodiment. Thermal circuit 500 models only an individual component, for example, the power supply circuit 103 (S 3 as shown in FIG. 1 ), where:
    [0059]P d represents the thermal power generated by a component. For example the thermal power generated by the DC-DC convertor in the power supply circuit 103 is shown as P d3 501 .
    [0060]R th represents the thermal resistance between different locations. For example, the thermal resistance between the DC-DC convertor at power supply circuit 101 to the edge of PCB near the housing is denoted as R th3 502 .
    [0061]T s3 503 represents the PCB temperature at power supply circuit 103 .
    [0062]T h3 504 represents the temperature at the housing due to the thermal power from power supply circuit 103 .
    [0063]T s 505 represents the PCB surface temperature at ambient temperature sensor 102 .
    [0064]T c1 506 represents the PCB surface temperature at temperature compensation sensor 101 .
    [0065]The thermal power generated by power supply circuit 103 flows through the PCB to the housing and finally to the ambient environment at ambient temperature 507 . In addition, the thermal power is also distributed to the location (point) of ambient temperature sensor T s 102 via the location (point) of temperature compensation sensor 101 .
    [0066]By restricting the thermal flow from the location of sensor 101 to the location of sensor 102 , the thermal power passing through the thermal pathway passage is essentially the power flow into the sensor board and consequently the thermal heat affecting temperature sensor 102 . Otherwise, the thermal power from the location of temperature compensation sensor 101 could also flow to the housing via other thermal paths.
    [0067]Assuming there is no significant heat generated by sensors 101 and 102 , under static conditions and based on the conduction heat flow relationship:
    [0068]Δ T AB =T A −T B =P D *R θAB
    [0069]Therefore,
    [0070]Δ T c1 =T c1 −T s =P c1 *R thc1 (1)
    [0071]Δ T sa =T s −T ambient =P c1 *R ths (2)
    [0072]Based on equations (1) and (2)
    [0073]T ambient =T s −P c1 *R ths =T s −(Δ T c1 /R thc1 )* R ths
    [0074]T ambient =T s −( R ths /R thc1 )*Δ T c1 (3)
    [0075]From equation (3), by keeping the thermal resistance ratio constant (which equals R ths /R thc1 and is denoted by C), the ambient temperature T ambient may be computed from the measurement result of ambient temperature sensor T s and temperature compensation sensor T c1 .
    [0076]The thermal resistance ratio is typically a constant over a temperature range, which may or may not span the entire temperature range of operation. With a first example:
    [0077]C=0.8 which may be obtained via controlled experiment.
    [0078]T c =26.4° C.
    [0079]T s =25.8° C.
    [0080]T ambient =25.8−0.8*(26.4−25.8)=25.32° C.
    [0081]Consequently, the compensated temperature is 25.32° C.
    [0082]There may be applications where the thermal resistance ratio is different for a plurality of temperature ranges over which the electronic thermostat operates. In the following example, C 1 and C 2 denote the thermal resistance ratios for a first and second temperature ranges, respectively.
    [0083]C 1 =0.7 for 0° C. to 25° C.
    [0084]C 2 =0.8 for 25° C. to 40° C.
    [0085]If T s is measured as 20° C., we use C 1 and hence:
    [0086]T ambient =15.8−0.7*(16.4−15.8)=15.38° C.
    [0087]The value of (R ths /R thc1 ) may be determined via experimentation with the actual electronic thermostat for the desired measurement temperature range. Based on the above approach, the thermal resistance ratio should be fairly constant over the measurement range. However, when the thermal resistance ratio varies across the measurement range, a look-up table may be created for each temperature delta point at ΔT c1 .
    [0088]FIG. 6 shows equivalent thermal circuit 600 for multiple components of an electronic thermostat in accordance with an embodiment. There is often more than one heat source in an electronic thermostat. The model may be extended to cover multiple heat sources 601 - 604 by ensuring that the heat flow from multiple heat sources 601 - 604 is through the one or two narrow thermal pathways. Hence, all the heat flow from the different heat sources flows through the temperature compensation sensor 101 (S C1 ) to ambient temperature sensor S a 102 .
    [0089]However, without loss of generality, equations (1) and (2) are still applicable for the condition of multiple heat sources. In addition, the ratio of R thc1 and R ths is almost the same for the different devices. Thus, once the thermal resistance ratio is determined, it may be applied on all devices.
    [0090]The following summarizes the characteristics of the above model:
    [0091]First, the heat flow on any position of PCB is typically difficult to estimate since there are many different possible thermal paths for the heat flow. However, the thermal paths may be limited by a special PCB layout structure with one or more narrow thermal pathways from the main body to a small ambient temperature sensor board. Since the temperatures of the locations at the two ends of the narrow thermal pathway can be measured, the heat flow through the one or more narrow thermal pathways can be measured. If the heat flow can be measured, the heat flow affecting the ambient temperature sensor can also be calculated, and thus the ambient temperature may be determined as well by the appropriate compensation.
    [0092]Second, the compensation procedure is similar with a plurality of heat sources. Consequently, the approach is the same as with a single heat source provided that the above design assumptions are valid.
    [0093]The thermal resistance ratio (R ths /R thc ) may be determined experimentally before regular operation of an electronic thermostat. For example, the thermal resistance ratio may be approximated from one or more experimental values based on Equation 3. For example, by rearranging Equation 3:
    [0094]R ths /R thc1 =( T s −T ambient )/Δ T c1
    [0095]FIG. 7 shows processor circuitry 700 of an electronic thermostat (for example, thermostat 100 or 200 as shown in FIG. 1 or 2 , respectively) in accordance with an embodiment. Processing circuitry 700 comprises processor 701 , memory device 701 , input interface 703 , and output device 704 .
    [0096]Processor 701 receives measurement data from sensors 101 and 102 via input interface 703 and provides output signals to display 105 and/or relay 107 via output interface 704 .
    [0097]Processor 701 controls operation of electronic thermostat 200 by executing computer readable instructions stored on memory device 702 . For example, processor 701 may execute computer readable instructions to perform process 800 as will be discussed with FIG. 8 . Embodiments may support a variety of computer readable media that may be any available media accessed by processor 701 and include both volatile and nonvolatile media, removable and non-removable media. By way of example, and not limitation, computer readable media may comprise a combination of computer storage media and communication media.
    [0098]Computer storage media may include volatile and nonvolatile, removable and non-removable media implemented in any method or technology for storage of information such as computer readable instructions, data structures, program modules or other data. Computer storage media include, but is not limited to, random access memory (RAM), read only memory (ROM), electronically erasable programmable read only memory (EEPROM), flash memory or other memory technology, CD-ROM, digital versatile disks (DVD) or other optical disk storage, magnetic cassettes, magnetic tape, magnetic disk storage or other magnetic storage devices, or any other medium that can be used to store the desired information and that can be accessed by the computing device.
    [0099]Communication media typically embodies computer readable instructions, data structures, program modules or other data in a modulated data signal such as a carrier wave or other transport mechanism and includes any information delivery media. Modulated data signal is a signal that has one or more of its characteristics set or changed in such a manner as to encode information in the signal. By way of example, and not limitation, communication media includes wired media such as a wired network or direct-wired connection, and wireless media such as acoustic, RF, infrared and other wireless media.
    [0100]Processing circuitry 700 may be implemented in a number of ways. For example, processing circuitry 700 may be implemented with a microcontroller that typically includes a central processing unit (CPU), in addition with a fixed amount of RAM, ROM and other peripherals all embedded on a single chip. However, processing circuitry may be implemented with a plurality of integrated circuits and/or discrete electronic components.
    [0101]FIG. 8 shows process 800 that compensates the ambient temperature for internally generated heat of an electronic thermostat based on the above approach. With some embodiments, processor 701 (as shown in FIG. 7 ), which may be located on the electronic thermostat, may perform process 800 by executing computer-executable instructions.
    [0102]At block 801 , process 800 obtains the estimated thermal resistance ratio for the electronic thermostat. The ratio may be determined in a one of different manners, including experimentation as discussed above.
    [0103]At block 802 , processor 701 receives temperature measurements T c1 and T s from temperature sensors 101 and 102 , respectively (as shown in FIG. 1 ). At block 803 , processor 701 verifies that the measured temperatures have stabilized to ensure that a static condition exists. For example, processor 701 may wait until compensation temperature T c1 stabilizes before compensating the measured ambient temperature T s . Various criteria for detecting stabilization may be used. For example, when the difference between consecutive measurements of the compensation temperature is less than a predetermined amount, processor 701 may deem that stabilization exists.
    [0104]The stability period may be dynamically determined, where the change of measured temperature from the both sensors 101 and 102 is within a threshold value (for example, +/−0.1° C.), over a particular number of measurements (for example, five measurements). Moreover, there may be a predetermined time constant (that may be based on experiments over the range of operating temperatures), where the temperature is assumed to be stable if the above condition is not reached.
    [0105]If so, processor 701 determines the compensation to the measured temperature from ambient temperature sensor 102 to obtain the ambient temperature proximate to the electronic thermostat at block 804 . The compensated ambient temperature may then be used to control the associated system (for example HVAC system) at block 805 .
    [0106]FIG. 9 shows analog circuitry 900 for compensating the measured temperature from an ambient temperature sensor to obtain the ambient temperature. While some embodiments may determine the ambient temperature in a digital manner by a computing device (for example, processor 701 as shown in FIG. 7 ), some embodiments may determine the ambient temperature with analog circuitry such as circuitry 900 . For example, temperature compensation sensor 101 and ambient temperature sensor 102 may operate in the analog domain processing analog signals 951 and 952 from temperature compensation sensor 101 and ambient temperature sensor 102 , respectively. However, if temperature compensation sensor 101 and ambient temperature 102 provide digital signals, the digitals signals may be converted into the analog domain by one or more digital to analog converters. Conversely, the output of circuit 900 may be transformed into the digital domain by an analog to digital converter.
    [0107]Amplifiers 901 and 903 are difference amplifiers with unity gain while amplifier 902 has a gain of R1/R2 and may be implemented with an operational amplifier. Based on circuit analysis, one finds:
    [0108]Output_3= T s −Output_2= T s +R 2/ R 1*Output_1= T s −R 1/ R 2*( T c1 −T s )
    [0109]When R1/R2 equals R ths /R thc1 , Output_3=T s −R ths /R tch1 *ΔT c1 (which is the same as Equation 3). It should be noted that R1/R2 is an electrical resistance ratio while R ths /R thc1 is an thermal resistance ratio as previously discussed.
    [0110]Exemplary Embodiments include:
    [0111]With a first exemplary embodiment, a procedure is supported for placing an ambient temperature sensor and a temperature compensation sensor for an electronic thermostat. The procedure provides an accurate compensation for the internally generated heat to the measured ambient temperature.
    [0112]With a second exemplary embodiment, a multiple temperature sensor model is based on particular positions. There are at least two temperature sensors situated in the thermostat to sense the temperature of ambient temperature and the temperature at a particular position on a PCB. The temperature sensing at the particular point of the PCB measures the temperature at one end of a thermal pathway to a small ambient temperature sensor board.
    [0113]With a third exemplary embodiment, a sensor chamber restricts heat convection. The chamber is isolates the air flow between major heating components of the thermostat (for example, located in the main compartment) and the temperature compensation and ambient temperature sensors. The two temperature sensors are typically located inside the sensor chamber.
    [0114]With a fourth exemplary embodiment, an electronic thermostat constrains thermal connectivity of the main and sensor compartments through only one or two narrow thermal pathways.
    [0115]With a fifth exemplary embodiment, a temperature compensation relationship and a corresponding thermal conducting mode is indicative of a thermal compensation of the ambient temperature.
    [0116]With a sixth exemplary embodiment, a method obtains an estimation of the thermal resistance that may be used when determining the temperature compensation.
    [0117]Various aspects described herein may be embodied as a method, an apparatus, or as computer-executable instructions stored on one or more non-transitory and/or tangible computer-readable media. Accordingly, those aspects may take the form of an entirely hardware embodiment, an entirely software embodiment (which may or may not include firmware) stored on one or more non-transitory and/or tangible computer-readable media, or an embodiment combining software and hardware aspects. Any and/or all of the method steps described herein may be embodied in computer-executable instructions stored on a computer-readable medium, such as a non-transitory and/or tangible computer readable medium and/or a computer readable storage medium. Additionally or alternatively, any and/or all of the method steps described herein may be embodied in computer-readable instructions stored in the memory and/or other non-transitory and/or tangible storage medium of an apparatus that includes one or more processors, such that the apparatus is caused to perform such method steps when the one or more processors execute the computer-readable instructions. In addition, various signals representing data or events as described herein may be transferred between a source and a destination in the form of light and/or electromagnetic waves traveling through signal-conducting media such as metal wires, optical fibers, and/or wireless transmission media (e.g., air and/or space).
    [0118]Aspects of the disclosure have been described in terms of illustrative embodiments thereof. Numerous other embodiments, modifications, and variations within the scope and spirit of the appended claims will occur to persons of ordinary skill in the art from a review of this disclosure. For example, one of ordinary skill in the art will appreciate that the steps illustrated in the illustrative figures may be performed in other than the recited order, and that one or more steps illustrated may be optional in accordance with aspects of the disclosure.
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