JP2013079784A - Air conditioning start-up time diagnostic method - Google Patents

Air conditioning start-up time diagnostic method Download PDF

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JP2013079784A
JP2013079784A JP2011220936A JP2011220936A JP2013079784A JP 2013079784 A JP2013079784 A JP 2013079784A JP 2011220936 A JP2011220936 A JP 2011220936A JP 2011220936 A JP2011220936 A JP 2011220936A JP 2013079784 A JP2013079784 A JP 2013079784A
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time
air conditioning
conditioning
building
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JP5325961B2 (en
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Akihito Yoneda
明人 米田
Fumio Makita
文雄 牧田
Tomio Ishii
富雄 石井
Sakubun Yokota
作文 横田
Keizo Yokoyama
計三 横山
Shinichi Takahashi
慎一 高橋
Eiji Urabe
栄二 浦部
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NTT Urban Development Building Service Corp
Hibiya Engineering Ltd
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Hibiya Engineering Ltd
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Abstract

PROBLEM TO BE SOLVED: To provide an air conditioning start-up time diagnostic method which determines the propriety of an air conditioning start-up time in an interim period for a building, and optimizes the start-up time to improve energy efficiency.SOLUTION: By an air conditioning start-up time scatter diagram regarding one building on which mean start-up times and room temperatures in an air conditioning system are drawn with the air conditioning mean start-up times set on a lateral axis and room temperatures one hour before start-up of an air conditioning device set on a longitudinal axis, the propriety of improvement about the start-up time of the air conditioning device included in the building is determined. By an external cooling operation situation diagram on which air conditioning start-up times and the room temperatures and external air temperatures one hour before the start-up of air conditioning are drawn with air conditioning systems set on a lateral axis and air conditioning start-up times and temperatures set on one side and other side, respectively on a longitudinal axis, which air conditioning system is to be improved is determined.

Description

この発明は、建物における各空調系統における空調機の立ち上げ時刻の診断のための手法に関し、特に中間期における空調機の立ち上げ時刻の適否を判断する空調立上時刻診断手法に関する。   The present invention relates to a method for diagnosing the start-up time of an air conditioner in each air-conditioning system in a building, and more particularly to an air-conditioner start-up time diagnosis method for determining the suitability of the start-up time of an air conditioner in an intermediate period.

地球環境問題の深刻化は、建物における省エネルギーやエネルギー効率の最適化を推進することを要求している。エネルギー削減を図る上において、種々のエネルギー効率の向上を図ることが要求される。このための手法として、ビルエネルギーマネジメントシステム(Building and Energy Management System、以下「BEMS」と略記する。)が導入され、建物の施設内における空調設備や照明設備等を対象として、室内環境や設備の状況を監視し、それらの運転制御を行うことによって、室内環境とエネルギー消費状況の最適化を図ることで、エネルギー削減が図られている。   Increasing global environmental issues require building energy conservation and energy efficiency optimization in buildings. In order to reduce energy, it is required to improve various energy efficiencies. For this purpose, a building energy management system (hereinafter abbreviated as “BEMS”) has been introduced, and air conditioning equipment and lighting equipment, etc. in the building facilities are targeted. By monitoring the situation and performing their operation control, the indoor environment and the energy consumption situation are optimized to reduce energy.

例えば、特許文献1には、建物で使用されるエネルギーの実績値を目標値以下にするためのビルエネルギー管理装置として、建物で使用されるエネルギーの現時点における実績値を入力し、入力された現時点の実績値と所定期間の目標値とを照合する照合手段と、照合手段による照合結果を月形式の累積グラフ、日形式の累積グラフまたは時間形式の累積グラフのいずれかで、前記所定期間の目標値に対する現時点の状況を表示部に表示させる表示制御手段と、を備えた構成が開示されている。   For example, in Patent Document 1, as a building energy management device for setting the actual value of energy used in a building to a target value or less, the actual value of energy used in the building is input at the present time. A collating means for collating the actual value with a target value for a predetermined period, and the result of the collation by the collating means is a monthly cumulative graph, a daily cumulative graph, or a time cumulative graph. There is disclosed a configuration including display control means for displaying a current state with respect to a value on a display unit.

また、特許文献2には、業務用ビル等の施設におけるエネルギー消費を監視するエネルギー監視装置として、施設内でのエネルギー消費に関するエネルギー消費情報を表示手段に表示するエネルギー監視装置において、所定の計量区分でのエネルギー消費に関する前記エネルギー消費情報を表示する際に、該計量区分を選択するための選択画面であって、上位の階層の計量区分を下位の階層において所定の要素で分別することによって選択可能な計量区分を階層化し、該階層化した各計量区分を選択可能に階層表示した選択画面を前記表示手段に表示させる選択画面表示手段と、前記選択画面表示手段により表示された選択画面において所望の計量区分を選択する選択手段と、前記選択手段により選択された計量区分のエネルギー消費に関するエネルギー消費情報を前記表示手段に表示させるエネルギー消費情報表示手段と、を備えた構成が開示されている。   Patent Document 2 discloses an energy monitoring apparatus that monitors energy consumption in a facility such as a business building, and displays energy consumption information related to energy consumption in the facility on a display means. This is a selection screen for selecting the measurement category when displaying the energy consumption information related to energy consumption in the market, and can be selected by separating the measurement category of the upper hierarchy by predetermined elements in the lower hierarchy A selection screen display means for displaying a selection screen on which the measurement means are hierarchized, and the display means displays a selection screen in which each of the hierarchical measurement sections is selectable, and a desired screen is displayed on the selection screen displayed by the selection screen display means. Selection means for selecting a weighing category, and energy consumption of the weighing category selected by the selection means And energy consumption information display means for displaying the energy consumption information on the display means, is configured to include a disclosed.

また、特許文献3には、施設内の多数の計測器からの膨大な計測データに基づき所望の評価を行うためのグラフ表示が容易に行えるエネルギー管理システムのためのグラフ表示装置として、被計測対象に対して設けられた多数の計測器から得られる計測データに基づいて所望の評価を行うためのグラフ表示を入力手段と表示手段を使用してオペレータと対話的に行う施設内のエネルギー管理を行うエネルギー管理システムのためのグラフ表示装置であって、各軸にそれぞれ計測名称又は時間軸が規定された所望の評価を行うための予め作成された多種の元グラフを格納した元グラフ格納手段と、上記各計測器から送られてくる計測データを蓄積して格納する計測データ蓄積格納手段と、上記元グラフ格納手段に格納されたグラフ一覧表を表示してオペレータに使用するグラフの選定を促す手段と、オペレータにより選定された元グラフの計測名称に関する上記計測データ蓄積手段に格納された計測データを表示しオペレータに上記元グラフの各軸に設定する計測データの選定を促す手段と、上記選定された元グラフおよび計測データによるグラフ表示の実行の指示をオペレータに促しこれに対する指示に従って表示を行うグラフ表示手段と、を備えた構成が開示されている。   Further, Patent Document 3 discloses a measurement target as a graph display device for an energy management system that can easily perform a graph display for performing a desired evaluation based on a large amount of measurement data from a large number of measuring instruments in a facility. The energy management in the facility is performed in which the graph display for performing the desired evaluation based on the measurement data obtained from a large number of measuring instruments provided for is interactively performed with the operator using the input means and the display means. A graph display device for an energy management system, an original graph storage means for storing various original graphs prepared in advance for performing a desired evaluation in which a measurement name or a time axis is defined for each axis; Displays measurement data storage and storage means for storing and storing measurement data sent from each measuring instrument, and a graph list stored in the original graph storage means The measurement data stored in the measurement data storage means relating to the measurement name of the original graph selected by the operator and the measurement data stored in the measurement data storage means are displayed to the operator and set to each axis of the original graph. A configuration is disclosed that includes means for prompting data selection, and graph display means for prompting an operator to instruct execution of graph display using the selected original graph and measurement data, and performing display according to the instruction.

特開2008−236904号公報JP 2008-236904 A 特開2007−199783号公報JP 2007-199783 A 特開2005−259062号公報JP 2005-259062 A

ところで、ビルディング(以下「ビル」と略記する。)の管理を専門に行うビル管理会社等では複数のビル等の建物について管理を行っており、それぞれの建物について室内環境とエネルギー効率の最適化を図ることが行われている。この種のエネルギー効率の最適化のために、例えば特許文献1に記載されたエネルギー管理装置では、所定期間の目標値が設定され、この目標値と実績値とを照合した照合結果を月形式の累積グラフ等で表示させることが行われている。   By the way, building management companies that specialize in building management (hereinafter abbreviated as “buildings”) manage multiple buildings, etc., and optimize the indoor environment and energy efficiency for each building. Things are going on. In order to optimize this kind of energy efficiency, for example, in the energy management device described in Patent Document 1, a target value for a predetermined period is set, and the collation result obtained by collating the target value with the actual value is displayed in a monthly format. Displaying in a cumulative graph or the like is performed.

他方、ビルの室内環境等の最適化を図るためには、それぞれの室について個別にそれぞれの室内環境等を把握する必要がある。また、ビルの立地等によっても室内環境等が異なるから、複数の建物の管理を行っているビル管理会社等は、個別のビル毎についてそれぞれの室の室内環境等を把握することが必要となる。そして、把握した室内環境等のデータをもとにして、室内環境やエネルギー効率の最適化を図るための空調設備や照明設備等の運転の調整を行うことになる。   On the other hand, in order to optimize the indoor environment of a building, it is necessary to grasp the indoor environment of each room individually. Also, because the indoor environment differs depending on the location of the building, etc., building management companies that manage multiple buildings need to understand the indoor environment of each room for each individual building. . Then, based on the grasped data such as the indoor environment, the operation of the air-conditioning equipment and the lighting equipment for adjusting the indoor environment and energy efficiency is adjusted.

ビル管理会社等は、把握した室内環境やエネルギー効率の最適化を図るための空調設備等の運転調整について、建物の所有者に対して説明する。このとき、所有者の理解が容易となるような資料を必要とする。   The building management company, etc., explains to the owner of the building how to adjust the operation of the air conditioner and the like to optimize the grasped indoor environment and energy efficiency. At this time, it is necessary to have materials that make it easier for the owner to understand.

ところで、夜間には滞在者が減少しあるいは不在となるオフィスビル等では、出勤時に合わせて空調装置が起動されることが一般的である。しかし、前述した通り、それぞれの室については個別の環境下にあって、エネルギー効率の最適化を図る上においては、各室や当該ビルに配されている空調系統について個別に判断する必要が生じる。エネルギー効率の向上のためには、各室や空調系統について個別にその起動時刻の最適化を図ることが一つの方策である。特に、室環境が個別に異なるため、例えば夜間の冷気による環境温度の変化が異なるから、起動時刻の適正化はそれぞれの空調系統毎等に行う必要がある。このとき、起動時刻の適正化の指標となる資料があることが好ましい。   By the way, in an office building where the number of visitors is reduced or absent at night, the air conditioner is generally activated at the time of work. However, as described above, each room is in an individual environment, and in order to optimize energy efficiency, it is necessary to individually judge the air conditioning system arranged in each room and the building. . One way to improve energy efficiency is to optimize the start-up time of each room or air conditioning system individually. In particular, since the room environments are different from each other, for example, changes in the environmental temperature due to cold air at night are different. Therefore, it is necessary to optimize the activation time for each air conditioning system. At this time, it is preferable that there is a material serving as an index for optimizing the activation time.

そこで、この発明は、多くの建物にBEMSが導入されていることに着目して、BEMSで得られた各種の計測データをもとにして、当該建物における空調装置の起動時刻が適正か否かの判断を行えるようにする空調立上時刻診断手法を、提供することを目的としている。   Therefore, the present invention pays attention to the fact that BEMS is introduced in many buildings, and based on various measurement data obtained by BEMS, whether or not the start time of the air conditioner in the building is appropriate. The purpose of this is to provide an air-conditioning start-up time diagnostic method that makes it possible to make this determination.

前記目的を達成するための技術的手段として、この発明に係る空調立上時刻診断手法は、判断の対象となる期間について、一つの建物についての空調装置が立ち上がる空調立上平均時刻を横軸に、該空調立上平均時刻の1時間前の時刻における室温を縦軸に設定して、それぞれの空調系統についての値を描画した空調起動時散布図と、横軸に前記空調系統のそれぞれを設定し、縦軸の一方に空調立上時刻を、他方に温度を設定して、それぞれの空調系統毎に空調立上時刻と立上1時間前室温、立上1時間前外気温度とを描画した外冷運転状況図とからなり、前記空調起動時散布図の描画値のうち同図上における所望の変更可能範囲内にある値について、エネルギー効率の最適化のために起動時刻の改善が可能であると判断し、前記外冷運転状況図によっていずれの空調系統について起動時刻の変更を行うかを判断することを特徴としている。   As a technical means for achieving the above object, the air-conditioning start-up time diagnosis method according to the present invention uses the air-conditioning start-up average time at which the air-conditioning apparatus for one building starts up for the period to be judged on the horizontal axis. , The room temperature at the time one hour before the air conditioning start-up average time is set on the vertical axis, the air-conditioning startup scatter diagram in which the values for each air-conditioning system are drawn, and the air-conditioning system is set on the horizontal axis The air conditioning startup time is set on one of the vertical axes, and the temperature is set on the other, and the air conditioning startup time, the room temperature 1 hour before the startup, and the outside air temperature 1 hour before the startup are drawn for each air conditioning system. It consists of an external cooling operation status diagram, and it is possible to improve the startup time for the optimization of energy efficiency for the values within the desired changeable range in the drawing of the air conditioning startup scatter diagram. Judging that there is It is characterized by determining whether to change the starting time for any of the air conditioning system by FIG.

一つの建物について、前記BEMSによって各室の室温と空調装置の発停情報、当該建物の外気温度についてのデータを採取する。これらのデータの空調装置の起動時刻と該起動時刻よりも1時間前における室温との関係を前記空調起動時散布図に描画する。例えば室温が22℃〜26℃の範囲を変更可能範囲とした場合、描画された値がこの範囲にある室あるいは空調系統については起動時刻の適正化を行える可能性があると判断できる。この場合、空調起動時散布図では、変更可能範囲に含まれた値が、いずれの室あるいは空調系統のものであるかが不明である。このため、前記外冷運転状況図を参照する。   For one building, the BEMS collects data on the room temperature of each room, the start / stop information of the air conditioner, and the outside air temperature of the building. The relationship between the start time of the air conditioner of these data and the room temperature one hour before the start time is drawn on the air conditioning start time scatter diagram. For example, when the room temperature range of 22 ° C. to 26 ° C. is set as a changeable range, it can be determined that there is a possibility that the activation time can be optimized for a room or an air conditioning system whose drawn value is within this range. In this case, in the air-conditioning startup scatter diagram, it is unknown which room or air-conditioning system the value included in the changeable range is. For this reason, the external cooling operation state diagram is referred to.

前記外冷運転状況図では、各室が含まれる空調系統についての空調起動時刻と外気温度及び室温のそれぞれの空調起動1時間前データが描画されている。このうち、空調立上1時間前における室温が前述した変更可能範囲にある空調系統については空調立上時刻を遅らせることによってエネルギー効率の改善を図れると判断する。また、外気温度を参考にして室温との差が少ない場合には、描画されたデータの1時間後、すなわち空調立上時刻における室温の下降が小さいと考えられるので、空調起動時刻を変更してもさほどの効果が期待できないと判断できる。   In the outside cooling operation state diagram, the air conditioning start time, the outside air temperature and the room temperature one hour before the air conditioning start for the air conditioning system including each room are drawn. Among these, it is determined that the energy efficiency can be improved by delaying the air-conditioning start-up time for the air-conditioning system in which the room temperature one hour before the air-conditioning start-up is in the changeable range described above. If the difference from room temperature is small with reference to the outside air temperature, the decrease in room temperature is considered to be small one hour after the drawn data, that is, the air conditioning start-up time. It can be judged that a significant effect cannot be expected.

この発明に係る空調立上時刻診断手法によれば、建物についての空調立上時刻の改善の要否を前記空調起動時散布図によって容易に判断できる。そして、前記外冷運転状況図によっていずれの空調系統あるいは室について空調起動時刻を変更するかを容易に判断できる。したがって、空調起動時刻を変更することにより、エネルギー効率を向上させることができる。   According to the air-conditioning start-up time diagnostic method according to the present invention, it is possible to easily determine whether or not improvement of the air-conditioning start-up time for a building is necessary from the air-conditioning startup scatter diagram. And it can be easily judged which air-conditioning start time is changed about which air-conditioning system or room by the said external cooling operation condition figure. Therefore, energy efficiency can be improved by changing the air conditioning start time.

この発明に係る空調立上時刻診断手法の実施に使用する空調起動時散布図の一例であり、一つの建物についてのデータである。It is an example of the scatter chart at the time of the air-conditioning start-up used for implementation of the air-conditioning start-up time diagnosis method concerning this invention, and is data about one building. 図1に示す建物についての外冷運転状況図である。It is an external cooling driving | running state figure about the building shown in FIG. 他の建物についての外冷運転状況図である。It is an external cooling driving | running state figure about another building.

以下、図示した好ましい実施の形態に基づいて、この発明に係る空調立上時刻診断手法を具体的に説明する。   Hereinafter, the air-conditioning start-up time diagnosis method according to the present invention will be described in detail based on the illustrated preferred embodiment.

図1にはこの発明に係る空調立上時刻診断手法を実施するに際して使用する某年10月の空調起動時散布図であり、横軸には空調平均立上時刻が、縦軸には空調の立上時刻1時間前室温が設定され、空調系統のそれぞれについてのこれら時刻と室温との関係が描画されている。また、同図上ハッチングが施された温度の範囲、すなわち、室温が22℃〜26℃の範囲を変更可能範囲とされている。なお、この変更可能範囲は建物の立地条件や用途等に応じて適宜となる所望の範囲が設定される。   FIG. 1 is a scatter diagram at the time of air conditioning start-up in October of 1999 that is used when implementing the air conditioning start-up time diagnosis method according to the present invention. The room temperature one hour before the start-up time is set, and the relationship between these times and the room temperature for each of the air conditioning systems is drawn. In addition, the hatched temperature range, that is, the room temperature range of 22 ° C. to 26 ° C. is defined as a changeable range. The changeable range is set to a desired range that is appropriate depending on the location conditions and usage of the building.

図2には、図1の空調起動時散布図が描かれた建物についての同年10月の外冷運転状況図を示してある。この外冷運転状況図は、横軸に空調系統を、縦軸の一方には空調立上時刻を、縦軸の他方には温度を設定してあり、それぞれの空調系統について、空調起動時刻(−)と、空調機の立上1時間前室温(○)、立上1時間前外気温度(◇)とを描画する。なお、ハッチングを施した部分は空調起動時刻についての変更可能範囲である。   FIG. 2 shows an external cooling operation situation diagram in October of the same year for the building on which the air-conditioning startup scatter diagram of FIG. 1 is drawn. In this external cooling operation state diagram, the horizontal axis indicates the air conditioning system, the vertical axis indicates the air conditioning start-up time, and the other vertical axis indicates the temperature. The air conditioning start time ( -) And room temperature (◯) one hour before the start-up of the air conditioner and outside air temperature (◇) one hour before the start-up. The hatched portion is a changeable range for the air conditioning start time.

以上のように作成された空調起動時散布図と外冷運転状況図とを参照して、空調装置の起動時刻の適否を判断する。   The suitability of the start time of the air conditioner is determined with reference to the air conditioning start-up scatter diagram and the external cooling operation status diagram created as described above.

空調起動時散布図は、当該建物における空調起動時刻の改善の要否ついて判断するものであり、前記変更可能範囲に描画されている値を示した空調系統については起動時刻の変更が可能であると判断する。この空調起動時散布図は当該建物全体についての判断は行えるが、いずれの空調系統について起動時刻の変更を行えるか否かの判断までは行えない。そのためには、図2に示す当該建物についての外冷運転状況図を使用する。この外冷運転状況図では、横軸に空調系統が設定されているから、変更可能範囲に含まれているデータがいずれの空調系統のものであるかを容易に把握できる。これにより、起動時刻についての改善が可能な空調系統について改善を行うことが可能となる。   The air-conditioning start-up scatter diagram is used to determine whether or not the air-conditioning start-up time in the building needs to be improved. The start-up time can be changed for the air-conditioning system showing the values drawn in the changeable range. Judge. This air-conditioning start-up scatter diagram can be used to determine the entire building, but cannot determine whether the start time can be changed for any air-conditioning system. For this purpose, the outside cooling operation situation diagram for the building shown in FIG. 2 is used. In this external cooling operation situation diagram, since the air conditioning system is set on the horizontal axis, it is possible to easily grasp which air conditioning system the data included in the changeable range belongs to. Thereby, it becomes possible to improve about the air-conditioning system which can improve about starting time.

図2に示す外冷運転状況図では、殆どの空調系統が変更可能範囲に含まれているため、これらの空調系統について改善の可能性が存していると判断できる。   In the external cooling operation state diagram shown in FIG. 2, since most of the air conditioning systems are included in the changeable range, it can be determined that there is a possibility of improvement for these air conditioning systems.

図3は、異なるビルについての外冷運転状況図を示しており、このビルにおいては空調系統のうち変更可能範囲Aに含まれているものは少なく、このビルとしては良好なエネルギー効率下にあると判断できる。この図3に示すビルについて、図1に示すような空調起動時散布図を描いた場合には変更可能範囲Aに含まれる値が少ないため、当該ビルについては空調装置の起動時刻に関して改善する必要性は少ないと判断される。   FIG. 3 shows an external cooling operation state diagram for different buildings. In this building, there are few air conditioning systems included in the changeable range A, and this building is under good energy efficiency. It can be judged. For the building shown in FIG. 3, when the air-conditioning start-up scatter diagram as shown in FIG. 1 is drawn, since the value included in the changeable range A is small, it is necessary to improve the start-up time of the air conditioner for the building. It is judged that there is little sex.

この発明に係る空調立上時刻診断手法によれば、空調装置の運転時間を適正にしてエネルギー効率を向上させる。しかも、空調装置の起動時刻に関して現状の問題点を把握しやすく、空調装置の運転効率の向上に寄与する。   According to the air-conditioning start-up time diagnosis method according to the present invention, the energy efficiency is improved by optimizing the operation time of the air-conditioning apparatus. In addition, it is easy to grasp the current problems regarding the activation time of the air conditioner, which contributes to the improvement of the operating efficiency of the air conditioner.

A 変更可能範囲   A Changeable range

Claims (1)

判断の対象となる期間について、一つの建物についての空調装置が立ち上がる空調立上平均時刻を横軸に、該空調立上平均時刻の1時間前の時刻における室温を縦軸に設定して、それぞれの空調系統についての値を描画した空調起動時散布図と、
横軸に前記空調系統のそれぞれを設定し、縦軸の一方に空調立上時刻を、他方に温度を設定して、それぞれの空調系統毎に空調立上時刻と立上1時間前室温、立上1時間前外気温度とを描画した外冷運転状況図とからなり、
前記空調起動時散布図の描画値のうち同図上における所望の変更可能範囲内にある値について、エネルギー効率の最適化のために起動時刻の改善が可能であると判断し、
前記外冷運転状況図によっていずれの空調系統について起動時刻の変更を行うかを判断することを特徴とする空調立上時刻診断手法。
For the period to be judged, set the average air conditioning start-up time at which the air conditioner for one building starts up on the horizontal axis, and set the room temperature at the time one hour before the air-conditioning start-up average time on the vertical axis, An air-conditioning startup scatter diagram depicting values for the air-conditioning system of
Each of the air conditioning systems is set on the horizontal axis, the air conditioning start-up time is set on one of the vertical axes, and the temperature is set on the other, and the air-conditioning start-up time and the room temperature, 1 hour before the start-up are set for each air-conditioning system. It consists of an outside cooling operation situation diagram depicting the outside air temperature one hour before,
Regarding the values within the desired changeable range on the drawing among the drawing values of the air-conditioning startup scatter diagram, it is determined that the startup time can be improved for optimization of energy efficiency,
An air-conditioning start-up time diagnosis method for determining which air-conditioning system to change the start-up time according to the external cooling operation state diagram.
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Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2002089941A (en) * 2000-09-13 2002-03-27 Mitsubishi Electric Building Techno Service Co Ltd Air conditioner remote monitoring service system
JP2002259457A (en) * 2001-03-01 2002-09-13 Yamatake Building Systems Co Ltd Data analysis supporting system and data analysis supporting method
JP2005127643A (en) * 2003-10-24 2005-05-19 Mitsubishi Electric Building Techno Service Co Ltd Operation condition judgment method and operation condition judgment system of air conditioner

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2002089941A (en) * 2000-09-13 2002-03-27 Mitsubishi Electric Building Techno Service Co Ltd Air conditioner remote monitoring service system
JP2002259457A (en) * 2001-03-01 2002-09-13 Yamatake Building Systems Co Ltd Data analysis supporting system and data analysis supporting method
JP2005127643A (en) * 2003-10-24 2005-05-19 Mitsubishi Electric Building Techno Service Co Ltd Operation condition judgment method and operation condition judgment system of air conditioner

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