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1、<p>  附錄一:英文專業(yè)文摘及翻譯</p><p>  溫度控制簡介和PID控制器</p><p>  過程控制系統(tǒng) 自動(dòng)過程控制系統(tǒng)是指將被控量為溫度、壓力、流量、成份等類型的過程變量保持在理想的運(yùn)行值的系統(tǒng)。過程實(shí)際上是動(dòng)態(tài)的。變化總是會(huì)出現(xiàn),此時(shí)如果不采取相應(yīng)的措施,那些與安全、產(chǎn)品質(zhì)量和生產(chǎn)率有關(guān)的重要變量就不能滿足設(shè)計(jì)要求。</p><p>

2、;  為了說明問題,讓我們來看一下熱交換器。流體在這個(gè)過程中被過熱蒸汽加熱,如圖1所示。</p><p>  Fig. 1 Heat exchanger</p><p>  這一裝置的主要目的是將流體由入口溫度乃(f)加熱到某一期望的出口溫度T(f)。如前所述,加熱介質(zhì)是過熱蒸汽。</p><p>  只要周圍沒有熱損耗,過程流體獲得的熱量就等于蒸汽釋放的熱量,即熱

3、交換器和管道間的隔熱性很好。</p><p>  很多變量在這個(gè)過程中會(huì)發(fā)生變化,繼而導(dǎo)致出口溫度偏離期望值。如果出現(xiàn)這種情況,就該采取一些措施來校正偏差,其目的是保持出口溫度為期望值。</p><p>  實(shí)現(xiàn)該目的的一種方法是首先測(cè)量r(0,然后與期望值相比較,由比較結(jié)果決定如何校正偏差。蒸汽的流量可用于偏差的校正。就是說,如果溫度高于期望值,就關(guān)小蒸汽閥來減小進(jìn)入換熱器的蒸汽流量;若

4、溫度低于期望值,就開大蒸汽閥,以增加進(jìn)入換熱器的蒸汽流量。所有這些操作都可由操作員手工實(shí)現(xiàn),操作很簡單,不會(huì)出現(xiàn)什么問題。但是,由于多數(shù)過程對(duì)象都有很多變量需要保持為某一期望值,就需要許多的操作員來進(jìn)行校正。因此,我們想自動(dòng)完成這種控制。就是說,我們想利用無需操作人員介入就可以控制變量的設(shè)備。這就是所謂自動(dòng)化的過程控制。</p><p>  為達(dá)到上述目標(biāo),就需要設(shè)計(jì)并實(shí)現(xiàn)一個(gè)系統(tǒng)。圖2所示為一個(gè)可行的控制系統(tǒng)及

5、其基本構(gòu)件。</p><p>  Fig. 2 Heat exchanger control loop</p><p>  首先要做的是測(cè)量過程流體的出口溫度,這一任務(wù)由傳感器(熱電偶、熱電阻等)完成。將傳感器連接到變送器上,由變送器將傳感器的輸出信號(hào)轉(zhuǎn)換為足夠大的信號(hào)傳送給控制器。控制器接收與溫度相關(guān)的信號(hào)并與期望值比較。根據(jù)比較的結(jié)果,控制器確定保持溫度為期望值的控制作用?;谶@一結(jié)果

6、,控制器再發(fā)一信號(hào)給執(zhí)行機(jī)構(gòu)來控制蒸汽流量。</p><p>  下面介紹控制系統(tǒng)中的4種基本元件,分別是:</p><p>  (1)傳感器,也稱為一次元件。</p><p>  (2)變送器,也稱二次元件。</p><p>  (3)調(diào)節(jié)器,控制系統(tǒng)的“大腦”。</p><p>  (4)執(zhí)行機(jī)構(gòu),通常是一個(gè)控制閥

7、,但并不全是。其他常用的執(zhí)行機(jī)構(gòu)有變速泵、傳送裝置和電動(dòng)機(jī)。</p><p>  這些元件的重要性在于它們執(zhí)行每個(gè)控制系統(tǒng)中都必不可少的3個(gè)基本操作,即:</p><p>  (1)測(cè)量:被控量的測(cè)量通常由傳感器和變送器共同完成。</p><p>  (2)決策:根據(jù)測(cè)量結(jié)果,為了維持輸出為期望值,控制器必須決定如何操作。 </p>

8、<p>  (3)操作: 根據(jù)控器的處理,系統(tǒng)必須執(zhí)行某種操作,這通常由執(zhí)行機(jī)構(gòu)來完成.</p><p>  如上所述,每個(gè)控制系統(tǒng)都有M,D和A這3種操作.</p><p>  有些系統(tǒng)的決策任務(wù)簡單,而有些很復(fù)雜.設(shè)計(jì)控制系統(tǒng)的工程師必須確保所采取確保所采取的操作能影響被控變量,也就是說,該操作要影響測(cè)量值.否則,系統(tǒng)是不可控的,還會(huì)帶來許多危害.</p>&l

9、t;p>  PID控制器可以是獨(dú)立控制器(也可以叫做單回路控制器),可編程控制器(PLCs)中的控制器,嵌入式控制器或者是用Vb或C#編寫的計(jì)算機(jī)程序軟件。</p><p>  PID控制器是過程控制器,它具有如下特征:</p><p><b>  連續(xù)過程控制;</b></p><p>  模擬輸入(也被稱為“測(cè)量量”或“過程變量”或“

10、PV”);</p><p>  模擬輸出(簡稱為“輸出”);</p><p><b>  基準(zhǔn)點(diǎn)(SP);</b></p><p>  比例、積分以及/或者微分常數(shù);</p><p>  “連續(xù)過程控制”的例子有溫度、壓力、流量及水位控制。例如:控制一個(gè)容器的熱量。對(duì)于簡單的控制,你使用兩個(gè)具有溫度限定功能的傳感器(一個(gè)

11、限定低溫,一個(gè)限定高溫)。當(dāng)?shù)蜏叵薅▊鞲衅鹘油〞r(shí)就會(huì)打開加熱器,當(dāng)溫度升高到高溫限定傳感器時(shí)就會(huì)關(guān) 加熱器。這類似于大多數(shù)家庭使用的空調(diào)及供暖系統(tǒng)的溫度自動(dòng)調(diào)節(jié)器。</p><p>  反過來,PID控制器能夠接受像實(shí)際溫度這樣的輸入,控制閥門,這個(gè)閥門能夠控制 進(jìn)入加熱器的氣體流量。PID控制器自動(dòng)地找到加熱器中氣體的合適流量,這樣就保持了溫度在基準(zhǔn)點(diǎn)穩(wěn)定。溫度穩(wěn)定了,就不會(huì)在高低兩點(diǎn)間上下跳動(dòng)了。如果基準(zhǔn)點(diǎn)降

12、低,PID控制器就會(huì)自動(dòng)降低加熱器中氣體的流量。如果基準(zhǔn)點(diǎn)升高,PID控制器就會(huì)自動(dòng)的增加加熱器中氣體的流量。同樣地,對(duì)于高溫,晴朗的天氣(當(dāng)外界溫度高于加熱器時(shí))及陰冷,多云的天氣,PID控制器都會(huì)自動(dòng)調(diào)節(jié)。</p><p>  模擬輸入(測(cè)量量)也叫做“過程變量”或“PV'’。你希望PV能夠達(dá)到你所控制過程參數(shù)的高精確度。例如,如果我們想要保持溫度為+1度或—1度,我們至少要為此努力,使其精度保持在0

13、.1度。如果是一個(gè)12位的模擬輸入,傳感器的溫度范圍是從0度到400度,我們計(jì)算的理論精確度就是4096除400度=0.097656度。我們之所以說這是理論上因?yàn)槲覀兗俣囟葌鞲衅?,電線及模擬轉(zhuǎn)換器上沒有噪音和誤差。還有其他的假定。例如,線性等等。即使是有大量的噪音和其他問題,按理論精確度的1/10計(jì)算,1度精確度的數(shù)值應(yīng)該很容易得到的。</p><p>  模擬輸出經(jīng)常被簡稱為“輸出”。經(jīng)常在0%到100%之間

14、給出。在這個(gè)熱量的例子中閥門完全關(guān)閉(0%),完全打開(100%)。</p><p>  基準(zhǔn)點(diǎn)(SP)很簡單,即你想要什么樣的過程量。在這個(gè)例子中一你想要過程處于怎樣的溫度。</p><p>  PID控制器的任務(wù)是維持輸出在一個(gè)程度上,這樣在過程變量(PV)和基準(zhǔn)點(diǎn)(SP)上就沒有偏差(誤差)。</p><p>  在圖3中,閥門用來控制進(jìn)入加熱器的氣體,冷卻器

15、的制冷,水管的壓力,水管的流量,容器的水位或其他的過程控制系統(tǒng)。</p><p>  PID控制器所觀察的是PV和SP之間的偏差(或誤差)。它觀察絕對(duì)偏差和偏差變換率。絕對(duì)偏差就是一'PV和SP之間偏差大還是小。偏差變換率就是——PV和SP之間的偏差隨著時(shí)間的變化是越來越小還是越來越大。</p><p>  如果存在過程擾動(dòng),即過程變量或基準(zhǔn)點(diǎn)變化時(shí)一-PID控制器就要迅速改變輸出

16、,這樣過程變量就返回到基準(zhǔn)點(diǎn)。如果你有一個(gè)PID控制的可進(jìn)入的冷凍裝置,某個(gè)人打開門進(jìn)入,溫度(過程變量)將會(huì)迅速升高。因此,PID控制器不得不提高冷度(輸出)來補(bǔ)償這個(gè)溫度的升高。</p><p>  一旦過程變量等同于基準(zhǔn)點(diǎn),一個(gè)好的PID控制器就不會(huì)改變輸出。你所要的輸出就會(huì)穩(wěn)定(不改變)。如果閥門(發(fā)動(dòng)機(jī)或其他控制元件)不斷改變,而不是維持恒量,這將造成控制元件更多的磨損。</p><

17、p>  這樣就有了兩個(gè)矛盾的目標(biāo)。當(dāng)有“過程擾動(dòng)”時(shí)能夠快速反應(yīng)(快速改變輸出)。當(dāng)PV接近基準(zhǔn)點(diǎn)時(shí)就緩慢反應(yīng)(平穩(wěn)輸出)。</p><p>  我們注意到輸出量經(jīng)常超過穩(wěn)定狀態(tài)輸出使過程變量回到基準(zhǔn)點(diǎn)。比如,一個(gè)制冷器通常打開它的制冷閥門的34%,就可以維持在零度(在制冷器關(guān)閉和溫度降低后)。如果某人打開制冷器,走進(jìn)去,四處走,找東西,然后再走出來,再關(guān)上制冷器的門--------- PID控制器會(huì)非?;?/p>

18、躍,因?yàn)闇囟瓤赡軐⑸仙?0度。這樣制冷閥門就可能打開50%,75%甚至100%——目的是趕快降低制冷器的溫度——然后慢慢關(guān)閉制冷閥門到它的34%。</p><p>  讓我們思考一下如何設(shè)計(jì)一個(gè)PID控制器。</p><p>  我們主要集中在過程變量(PV)和基準(zhǔn)點(diǎn)(SP)之間的偏差(誤差)上。有三種定義誤差的方式。</p><p><b>  絕對(duì)偏差

19、</b></p><p>  他說明的是PV和SP之間的偏差有多大。如果PV和SP之間偏差小——那我們就在輸出時(shí)作一個(gè)小的改變。如果PV和SP之間偏差大——那我們就在輸出時(shí)作一個(gè)大的改變。絕對(duì)偏差就是PID控制器的比例環(huán)節(jié)。</p><p><b>  累積誤差</b></p><p>  給我們點(diǎn)兒時(shí)間,我們將會(huì)明白為什么僅僅簡單

20、地觀察絕對(duì)偏差(比例環(huán)節(jié))是一個(gè)問題。累積誤差是很重要的,我們把它稱為是PID控制器的積分環(huán)節(jié)。每次我們運(yùn)行PID算法時(shí),我們總會(huì)把最近的誤差添加到誤差總和中。換句話說,累積誤差二誤差1+誤差2+誤差3+誤差4+…。</p><p><b>  滯后時(shí)間</b></p><p>  滯后時(shí)間指的是PV引起的變化由發(fā)現(xiàn)到改變之間的延時(shí)。典型的例子就是調(diào)整你的烤爐在合適的

21、溫度。當(dāng)你剛剛加熱的時(shí)候,烤爐熱起來需要一定時(shí)間。這就是滯后時(shí)間。如果你設(shè)置一個(gè)初始溫度,等待烤爐達(dá)到這個(gè)初始溫度,然后你認(rèn)為你設(shè)定了錯(cuò)誤的溫度,烤爐達(dá)到這個(gè)新的溫度基準(zhǔn)點(diǎn)還需要一段時(shí)間。這也就被認(rèn)為是PID控制器的微分環(huán)節(jié)。這就抑制了某些將來的變化因?yàn)檩敵鲋狄呀?jīng)發(fā)生了改變,但并不是受過程變量的影響。</p><p><b>  絕對(duì)偏差/比例環(huán)節(jié)</b></p><p&

22、gt;  有關(guān)設(shè)計(jì)自動(dòng)過程控制器,人們最初想法之一是設(shè)計(jì)比例環(huán)節(jié)。意思就是,如果PV和SP之間的偏差很小——那么我們就在輸出處作一個(gè)小的修改;如果PV和SP之間的偏差很大----那么我們就在輸出處作一個(gè)大的修改。當(dāng)然這個(gè)想法是有意義的。</p><p>  我們?cè)贛icrosoftExcel僅對(duì)比例控制器進(jìn)行仿真。圖4是顯示首次仿真結(jié)果的表格。(滯后時(shí)間二0,只含比例環(huán)節(jié))</p><p>

23、;<b>  比例、積分控制器</b></p><p>  PID控制器中的積分環(huán)節(jié)是用來負(fù)責(zé)純比例控制器中的補(bǔ)償問題的。我們有另外一個(gè)Excel的擴(kuò)展表格,表格上仿真的是一個(gè)具有比例積分功能的PID控制器。這里(Pig.5)是比例積分控制器最初的仿真表格(滯后時(shí)間=0,比例常數(shù)二0.4)。</p><p>  眾所周知,比例積分控制器要比僅有比例功能的比例控制器好得

24、多,但是等于0的滯后時(shí)間并不常見。</p><p>  Fig .4 The simulation chart</p><p><b>  微分控制</b></p><p>  微分控制器考慮的是:如果你改變輸出,那么要在輸入(PV)處反映這個(gè)改變就需要些時(shí)間。比如,讓我們拿烤爐的加熱為例。</p><p>  Fig.

25、5The simulation chart</p><p>  如果我們?cè)龃髿怏w的流量,那么從產(chǎn)生熱量,熱量分布烤爐的四周,到溫度傳感器檢測(cè)升高的溫度都將需要時(shí)間。PID控制器中微分環(huán)節(jié)具有抑制功能,因?yàn)橛行囟仍隽繒?huì)在以后不需要的情況下產(chǎn)生了。正確地設(shè)置微分系數(shù)有利于你對(duì)比例系數(shù)和積分系數(shù)的確定。</p><p><b>  文</b></p><

26、;p>  附錄二:外文文獻(xiàn)原文</p><p>  Introductions to temperature control and PID controllers Process control system</p><p>  Automatic process control is concerned with maintaining process variables tem

27、peratures pressures flows compositions, and the like at some desired operation value. Processes are dynamic in nature. Changes are always occurring, and if actions are not taken, the important process variables-those rel

28、ated to safety, product quality, and production rates-will not achieve design conditions. </p><p>  In order to fix ideas, let us consider a heat exchanger in which a process stream is heated by condensin

29、g steam. The process is sketched in Fig.1 </p><p>  Fig. 1 Heat exchanger</p><p>  The purpose of this unit is to heat the process fluid from s

30、ome inlet temperature, Ti(t), up to a certain desired outlet temperature, T(t). As mentioned, the heating medium is condensing steam.</p><p>  The energy gained by the process fluid is equal to the heat rele

31、ased by the steam, provided there are no heat losses to surroundings, iii that is, the heat exchanger and piping are well insulated.</p><p>  In this process there are many variables that can change, causing

32、 the outlet temperature to deviate from its desired value. [21 If this happens, some action must be taken to correct for this deviation. That is, the objective is to control the outlet process temperature to maintain its

33、 desired value.</p><p>  One way to accomplish this objective is by first measuring the temperature T(t) , then comparing it to its desired value, and, based on this comparison, deciding what to do to correc

34、t for any deviation. The flow of steam can be used to correct for the deviation. This is, if the temperature is above its desired value, then the steam valve can be throttled back to cut the stearr flow (energy) to the h

35、eat exchanger. If the temperature is below its desired value, then the steam valve could be opened</p><p>  To accomplish ~his objective a control system must be designed and implemented. A possible control

36、system and its basic components are shown in Fig.2.</p><p>  Fig. 2 Heat exchanger control loop</p><p>  The first thing to do is to measure the outlet temperaVare of the process stream. A senso

37、r (thermocouple, thermistors, etc) does this. This sensor is connected physically to a transmitter, which takes the output from the sensor and converts it to a signal strong enough to be transmitter to a controller. The

38、controller then receives the signal, which is related to the temperature, and compares it with desired value. Depending on this comparison, the controller decides what to do to maintain the t</p><p>  The pr

39、eceding paragraph presents the four basic components of all control systems. They are</p><p>  (1) sensor, also often called the primary element.</p><p>  (2) transmitter, also called the second

40、ary element.</p><p>  (3) controller, the "brain" of the control system.</p><p>  (4) final control system, often a control valve but not always. Other common final control elements ar

41、e variable speed pumps, conveyors, and electric motors. </p><p>  The importance of these components is that they perform the three basic operations that must be present in every control system. These operat

42、ions are </p><p>  (1) Measurement (M) : Measuring the variable to be controlled is usually done by the combination of sensor and transmitter.</p><p>  (2) Decision (D): Based on the measurement

43、, the controller must then decide what to do to maintain the variable at its desired value.</p><p>  (3) Action (A): As a result of the controller's decision, the system must then take an action. This is

44、 usually accomplished by the final control element. </p><p>  As mentioned, these three operations, M, D, and A, must be present in every control system.</p><p>  PID controllers can be stand-al

45、one controllers (also called single loop controllers), controllers in PLCs, embedded controllers, or software in Visual Basic or C# computer programs.</p><p>  PID controllers are process controllers with th

46、e following characteristics:</p><p>  Continuous process control</p><p>  Analog input (also known as "measuremem" or "Process Variable" or "PV")</p><p&g

47、t;  Analog output (referred to simply as "output")</p><p>  Setpoint (SP)</p><p>  Proportional (P), Integral (I), and/or Derivative (D) constants</p><p>  Examples of &qu

48、ot;continuous process control" are temperature, pressure, flow, and level control. For example, controlling the heating of a tank. For simple control, you have two temperature limit sensors (one low and one high) an

49、d then switch the heater on when the low temperature limit sensor tums on and then mm the heater off when the temperature rises to the high temperature limit sensor. This is similar to most home air conditioning & he

50、ating thermostats.</p><p>  In contrast, the PID controller would receive input as the actual temperature and control a valve that regulates the flow of gas to the heater. The PID controller automatically fi

51、nds the correct (constant) flow of gas to the heater that keeps the temperature steady at the setpoint. Instead of the temperature bouncing back and forth between two points, the temperature is held steady. If the setpoi

52、nt is lowered, then the PID controller automatically reduces the amount of gas flowing to the heater.</p><p>  The analog input (measurement) is called the "process variable" or "PV". You

53、 want the PV to be a highly accurate indication of the process parameter you are trying to control. For example, if you want to maintain a temperature of + or -- one degree then we typically strive for at least ten times

54、 that or one-tenth of a degree. If the analog input is a 12 bit analog input and the temperature range for the sensor is 0 to 400 degrees then our "theoretical" accuracy is calculated to be 400 degrees di</p

55、><p>  The analog output is often simply referred to as "output". Often this is given as 0~100 percent. In this heating example, it would mean the valve is totally closed (0%) or totally open (100%).&

56、lt;/p><p>  The setpoint (SP) is simply--what process value do you want. In this example--what temperature do you want the process at?</p><p>  The PID controller's job is to maintain the outpu

57、t at a level so that there is no difference (error) between the process variable (PV) and the setpoint (SP).</p><p>  In Fig. 3, the valve could be controlling the gas going to a heater, the chilling of a co

58、oler, the pressure in a pipe, the flow through a pipe, the level in a tank, or any other process control system. What the PID controller is looking at is the difference (or "error") between the PV and the SP. &

59、lt;/p><p>  SETPOINT P,I,&D</p><p><b>  CONSTANTS</b></p><p>  Difference error PID control</p><p><b>  algorithm</b></p&g

60、t;<p>  process </p><p>  variable output</p><p>  Fig .3 PID control</p><p>  It looks at the absolute error and the rate of change of error. A

61、bsolute error means--is there a big difference in the PV and SP or a little difference? Rate of change of error means--is the difference between the PV or SP getting smaller or larger as time goes on. </p><p&

62、gt;  When there is a "process upset", meaning, when the process variable or the setpoint quickly changes--the PID controller has to quickly change the output to get the process variable back equal to the setpoi

63、nt. If you have a walk-in cooler with a PID controller and someone opens the door and walks in, the temperature (process variable) could rise very quickly. Therefore the PID controller has to increase the cooling (output

64、) to compensate for this rise in temperature.</p><p>  Once the PID controller has the process variable equal to the setpoint, a good PID controller will not vary the output. You want the output to be very s

65、teady (not changing) . If the valve (motor, or other control element) is constantly changing, instead of maintaining a constant value, this could cause more wear on the control element.</p><p>  So there are

66、 these two contradictory goals. Fast response (fast change in output) when there is a "process upset", but slow response (steady output) when the PV is close to the setpoint.</p><p>  Note that the

67、 output often goes past (over shoots) the steady-state output to get the process back to the setpoint. For example, a cooler may normally have its cooling valve open 34% to maintain zero degrees (after the cooler has bee

68、n closed up and the temperature settled down). If someone opens the cooler, walks in, walks around to find something, then walks back out, and then closes the cooler door--the PID controller is freaking out because the t

69、emperature may have raised 20 degrees! So it ma</p><p>  Let's think about how to design a PID controller.</p><p>  We focus on the difference (error) between the process variable (PV) and t

70、he setpoint (SP). There are three ways we can view the error.</p><p>  The absolute error</p><p>  This means how big is the difference between the PV and SP. If there is a small difference betw

71、een the PV and the SP--then let's make a small change in the output. If there is a large difference in the PV and SP--then let's make a large change in the output. Absolute error is the "proportional" (

72、P) component of the PID controller.</p><p>  The sum of errors over time</p><p>  Give us a minute and we will show why simply looking at the absolute error (proportional) only is a problem. The

73、 sum of errors over time is important and is called the "integral" (I) component of the PID controller. Every time we run the PID algorithm we add the latest error to the sum of errors. In other words Sum of Er

74、rors = Error 1 q- Error2 + Error3 + Error4 + .... </p><p>  The dead time</p><p>  Dead time refers to the delay between making a change in the output and seeing the change reflected in the PV.

75、 The classical example is getting your oven at the right temperature. When you first mm on the heat, it takes a while for the oven to "heat up". This is the dead time. If you set an initial temperature, wait fo

76、r the oven to reach the initial temperature, and then you determine that you set the wrong temperature--then it will take a while for the oven to reach the new temperature setpoint</p><p>  Absolute Error/Pr

77、oportional</p><p>  One of the first ideas people usually have about designing an automatic process controller is what we call "proportional". Meaning, if the difference between the PV and SP is sm

78、all--then let's make a small correction to the output. If the difference between the PV and SP is large-- then let's make a larger correction to the output. This idea certainly makes sense.</p><p>  

79、We simulated a proportional only controller in Microsoft Excel. Fig.4 is the chart showing the results of the first simulation (DEADTIME = 0, proportional only):</p><p>  Proportional and Integral Controller

80、s</p><p>  The integral portion of the PID controller accounts for the offset problem in a proportional only controller. We have another Excel spreadsheet that simulates a PID controller with proportional an

81、d integral control. Here (Fig. 5) is a chart of the first simulation with proportional and integral (DEADTIME :0, proportional = 0.4).</p><p>  As you can tell, the PI controller is much better than just the

82、 P controller. However, dead time of zero (as shown in the graph) is not common.</p><p>  Fig .4 The simulation chart </p><p>  Derivative Control</p><p>  Derivat

83、ive control takes into consideration that if you change the output, then it takes tim for that change to be reflected in the input (PV).For example, let's take heating of the oven.</p><p>  Fig.5The simu

84、lation chart </p><p>  If we start turning up the gas flow, it will take time for the heat to be produced, the heat to flow around the oven, and for the temperature sensor to

85、 detect the increased heat. Derivative control sort of "holds back" the PID controller because some increase in temperature will occur without needing to increase the output further. Setting the derivative cons

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