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JP7500166B2 - Damage risk assessment method, system maintenance management method, and risk assessment device - Google Patents
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JP7500166B2 - Damage risk assessment method, system maintenance management method, and risk assessment device - Google Patents

Damage risk assessment method, system maintenance management method, and risk assessment device Download PDF

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JP7500166B2
JP7500166B2 JP2019118323A JP2019118323A JP7500166B2 JP 7500166 B2 JP7500166 B2 JP 7500166B2 JP 2019118323 A JP2019118323 A JP 2019118323A JP 2019118323 A JP2019118323 A JP 2019118323A JP 7500166 B2 JP7500166 B2 JP 7500166B2
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JP2021004787A (en
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雅幹 本田
学 近藤
尊士 本田
大成 池村
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Mitsubishi Heavy Industries Ltd
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Description

本開示は、損傷リスク評価方法、システムの保守管理方法およびリスク評価装置に関するものである。 This disclosure relates to a damage risk assessment method, a system maintenance management method, and a risk assessment device.

ボイラ等に使用される過熱器および再熱器等の伝熱管は、長期間に亘って高温・高圧環境下で使用される。そのため、伝熱管には、高温強度に優れた耐熱部材が用いられる。耐熱部材は、低合金鋼やステンレス鋼などであり、伝熱管の使用される温度および圧力によって使い分けられている。また伝熱管などでは、使用環境に合わせて途中で材料が変わる領域を設けられるものがあり、その材料が変わる接合部には異材継手が存在する。異材継手部は、火力発電用ボイラの過熱器および再熱器に多数存在する。 Heat transfer tubes such as superheaters and reheaters used in boilers are used in high-temperature, high-pressure environments for long periods of time. For this reason, heat transfer tubes are made of heat-resistant materials with excellent high-temperature strength. Heat-resistant materials such as low-alloy steel and stainless steel are used depending on the temperature and pressure at which the heat transfer tube is used. Some heat transfer tubes have areas where the material changes along the way to suit the usage environment, and dissimilar material joints exist at the joints where the material changes. Dissimilar material joints exist in large numbers in the superheaters and reheaters of thermal power boilers.

伝熱管の異材継手部分では、使用環境により高温・長時間の使用に伴って、熱疲労割れ、クリープ損傷および融合部損傷等の損傷が生じる場合がある。クリープ損傷は高温使用中に、負荷応力と時間で変形が進行するか、金属結晶粒界に空孔(ボイド)が発生して最終的に破断する現象である。 In dissimilar material joints in heat transfer tubes, damage such as thermal fatigue cracking, creep damage, and fusion damage may occur when used at high temperatures for long periods of time depending on the usage environment. Creep damage occurs when deformation progresses due to the load stress and time during high-temperature use, or when voids appear at the metal grain boundaries, ultimately causing fracture.

異材継手部分は、損傷の有無を定期的にまたは稼働状況に応じて検査され、保守管理の一環として検査結果に基づき必要に応じて伝熱管の補修を行ったり、また余寿命を診断している。 Dissimilar material joints are inspected for damage periodically or according to operating conditions, and as part of maintenance management, the heat transfer tubes are repaired as necessary based on the inspection results, and the remaining lifespan is assessed.

特許文献1,2には、熱疲労割れを対象とした寿命診断方法が開示されている。特許文献3では、異材継手の溶接部に発生するき裂の進展を評価する方法が開示されている。特許文献4では、クリープ損傷を対象とした寿命決定方法が開示されている。 Patent Documents 1 and 2 disclose a life assessment method for thermal fatigue cracking. Patent Document 3 discloses a method for evaluating the growth of cracks that occur in the welds of dissimilar material joints. Patent Document 4 discloses a life determination method for creep damage.

特開2003-90506号公報JP 2003-90506 A 特開2003-130789号公報JP 2003-130789 A 特開2015-190950号公報JP 2015-190950 A 特開2012-173217号公報JP 2012-173217 A

山下 拓哉 他2名、“異材溶接継手の界面破断の力学的要因分析”、鉄鋼協会誌「鉄と鋼」、2019年105巻1号、p.96-104Takuya Yamashita et al., "Analysis of mechanical factors in interfacial fracture of dissimilar welded joints," Journal of the Iron and Steel Institute of Japan, Vol. 105, No. 1, 2019, pp. 96-104

融合部での余寿命を診断して融合部損傷の予防保全を行うには、融合部での本損傷に影響を及ぼす因子および損傷メカニズムの解明が不可欠である。しかしながら、非特許文献1で述べられているように、異材継手部分に生じる融合部損傷の影響因子およびメカニズムは解明されていない。 In order to diagnose the remaining life of the fusion zone and perform preventive maintenance against fusion zone damage, it is essential to clarify the factors that affect this damage in the fusion zone and the damage mechanism. However, as described in Non-Patent Document 1, the influencing factors and mechanism of fusion zone damage that occurs in dissimilar material joints have not been clarified.

特許文献1~4に記載の技術は、熱疲労割れおよびクリープ損傷を対象とするものであり、融合部損傷の発生リスクを予測できない。また、特許文献3の方法は、き裂が発生した後の寿命を評価するものであるため、融合部の予防保全に効果を発揮しない。 The techniques described in Patent Documents 1 to 4 are aimed at thermal fatigue cracking and creep damage, and are unable to predict the risk of fusion damage. In addition, the method in Patent Document 3 evaluates the lifespan after cracks have occurred, and is therefore not effective in preventive maintenance of fusion sections.

発電プラントの熱交換器等では、異材継手部分が多数存在する。融合部損傷の発生リスクが予測できないと全ての異材継手について検査せざるを得ず、非効率である。全数検査には多くの時間を要するため、検査期間によっては全数検査が困難となる。その場合、抜取検査を選択することになるが、優先的に検査を行うべき部位を適切に選定することが難しい。 Heat exchangers and other equipment used in power plants contain many dissimilar material joints. If the risk of damage to fusion parts cannot be predicted, all dissimilar material joints must be inspected, which is inefficient. Full inspection takes a lot of time, and depending on the inspection period, full inspection may be difficult. In such cases, sampling inspection is an option, but it is difficult to appropriately select areas that should be inspected as a priority.

本開示は、このような事情に鑑みてなされたものであって、融合部損傷の発生リスクを評価するための損傷リスク評価方法、融合部損傷を予防保全するためのシステムの保守管理方法およびリスク評価装置を提供することを目的とする。 The present disclosure has been made in consideration of these circumstances, and aims to provide a damage risk assessment method for assessing the risk of fusion damage, a maintenance management method for a system for preventive maintenance of fusion damage, and a risk assessment device.

上記課題を解決するために、本開示の損傷リスク評価方法、システムの保守管理方法およびリスク評価装置は以下の手段を採用する。 To solve the above problems, the damage risk assessment method, system maintenance management method, and risk assessment device disclosed herein employ the following measures.

本開示は、異なる金属材料の部材同士が溶接接合された異材継手の溶接部の熱影響部に含まれる脱炭層に存在する融合部の損傷リスク評価方法であって、熱影響部の組織構成に影響を及ぼす因子を含む説明変数を用いて統計解析を実施し、前記統計解析の結果に基づいて損傷発生のリスクを評価する損傷リスク評価方法を提供する。 The present disclosure provides a damage risk assessment method for a fusion zone present in a decarburized layer included in a heat-affected zone of a weld of a dissimilar metal joint in which components of different metallic materials are welded together, the damage risk assessment method performing a statistical analysis using explanatory variables including factors that affect the microstructural structure of the heat-affected zone and assessing the risk of damage occurrence based on the results of the statistical analysis.

前記異なる金属材料の部材は、内部を流体が流通できる管状部材であってよい。 The member made of a different metal material may be a tubular member through which fluid can flow.

熱影響部の組織構成に影響を及ぼす因子は、少なくとも前記部材の肉厚、前記部材同士の溶接接合の溶接パス数、および/または溶接条件を含むとよい。 Factors that affect the microstructural composition of the heat-affected zone may include at least the thickness of the components, the number of welding passes for the welded joint between the components, and/or the welding conditions.

本開示は、異なる金属材料の部材同士が溶接接合された異材継手の溶接部の熱影響部に含まれる脱炭層に存在する融合部の損傷リスクを評価するリスク評価装置であって、熱影響部の組織構成に影響を及ぼす因子を説明変数とした統計解析を実施する解析部と、前記解析部の解析結果に基づいて前記溶接部の損傷発生リスクを判定する判定部と、を備えたリスク評価装置を提供する。 The present disclosure provides a risk assessment device that evaluates the risk of damage to a fusion zone present in a decarburized layer included in a heat-affected zone of a weld of a dissimilar metal joint in which components of different metallic materials are welded together, the risk assessment device including an analysis unit that performs statistical analysis using factors that affect the microstructural structure of the heat-affected zone as explanatory variables, and a judgment unit that judges the risk of damage occurring to the weld based on the analysis results of the analysis unit.

本発明者らは、鋭意検討の結果、異なる金属材料の部材同士が溶接接合された異材継手の溶接部で、融合部損傷の発生に熱影響部の組織構成が関係していることを見出した。本開示では、熱影響部の組織構成に影響を及ぼす因子を説明変数として取り入れることで、精度の高いリスク評価が可能となる。異材継手の仕様(設計条件、使用条件等)毎に、上記因子をインプットして統計解析することで、異材接手が多数の位置に存在する場合であっても優先的に検査すべき位置を絞り込める。これにより検査対象の位置を絞り込み検査対象となる異材継手の数量を低減でき、設備の信頼性を保ちつつ、検査時間と費用を削減することができる。 After extensive research, the inventors have found that the microstructural structure of the heat-affected zone is related to the occurrence of fusion damage in the welded portion of a dissimilar material joint in which components made of different metal materials are welded together. In this disclosure, by incorporating factors that affect the microstructural structure of the heat-affected zone as explanatory variables, highly accurate risk assessment is possible. By inputting the above factors for each specification of the dissimilar material joint (design conditions, use conditions, etc.) and performing statistical analysis, it is possible to narrow down the positions that should be inspected preferentially, even if dissimilar material joints are present in multiple positions. This makes it possible to narrow down the positions to be inspected and reduce the number of dissimilar material joints to be inspected, thereby reducing inspection time and costs while maintaining the reliability of the equipment.

本開示は、異材継手の溶接部が複数存在するシステムの保守管理方法であって、上記のいずれかに記載の損傷リスク評価方法により損傷発生のリスクを評価し、評価結果に基づき検査位置を限定して検査対象を決定するシステムの保守管理方法を提供する。 The present disclosure provides a maintenance management method for a system that has multiple welds in dissimilar material joints, which evaluates the risk of damage occurrence using any of the damage risk evaluation methods described above, and limits the inspection positions based on the evaluation results to determine the inspection targets.

上記に記載された損傷リスク評価方法により損傷発生のリスクを評価することで、検査が必要な異材継手部分を効率的に選定できる。また、上記開示のシステムの保守管理方法は、融合部損傷の予防保全に有効である。 By assessing the risk of damage using the damage risk assessment method described above, it is possible to efficiently select dissimilar material joints that require inspection. In addition, the maintenance management method for the system disclosed above is effective in preventing damage to fusion parts.

上記開示の一態様では、決定した前記検査対象の前記溶接部の少なくとも一部を非破壊検査し、前記非破壊検査の結果を、予め設定した取替基準値と比較して、取替要否を判断できる。 In one aspect of the disclosure above, at least a portion of the weld of the determined inspection target is subjected to non-destructive testing, and the results of the non-destructive testing are compared with a preset replacement standard value to determine whether replacement is necessary.

非破壊検査することにより、余寿命の診断精度を向上して、取替判断の精度が向上する。 Non-destructive testing improves the accuracy of remaining life diagnosis, improving the accuracy of replacement decisions.

上記開示の一態様では、前記損傷発生のリスク評価および前記非破壊検査の結果を蓄積し、蓄積により得られたデータベースに基づいて統計的に損傷発生のリスクを評価し、次の検査対象を決定してもよい。 In one embodiment of the disclosure above, the results of the damage risk assessment and the non-destructive testing may be accumulated, and the risk of damage may be statistically evaluated based on the database obtained by the accumulation, to determine the next test target.

過去の結果を踏まえたリスク評価が可能となるため、評価精度が向上する。 This makes it possible to assess risk based on past results, improving the accuracy of the assessment.

本開示によれば、統計解析結果から融合部損傷の発生リスクを評価できる。これにより、予防保全が可能となる。 According to this disclosure, the risk of fusion damage can be evaluated from the results of statistical analysis, which enables preventive maintenance.

火力発電用ボイラの過熱器の概略図である。FIG. 1 is a schematic diagram of a superheater of a thermal power plant boiler. 図1の接合部の拡大図である。FIG. 2 is an enlarged view of the joint in FIG. 1 . 第1実施形態に係る保守管理方法のフロー図である。FIG. 2 is a flow diagram of a maintenance management method according to the first embodiment. 第1実施形態に係るリスク評価方法のフロー図である。FIG. 2 is a flow diagram of a risk assessment method according to the first embodiment. 入力データセットの一例を示す図である。FIG. 2 is a diagram illustrating an example of an input data set. 設計温度と内圧による軸方向応力との関係を示す図である。FIG. 1 is a diagram showing the relationship between design temperature and axial stress due to internal pressure. 使用時間と外径/肉厚の比との関係を示す図である。FIG. 13 is a diagram showing the relationship between usage time and the ratio of outer diameter to wall thickness. リスク評価装置の概略構成のブロック図である。FIG. 1 is a block diagram showing a schematic configuration of a risk assessment device. リスク評価装置が備える機能を展開して示した機能ブロック図である。2 is a functional block diagram showing the functions of the risk assessment device in an expanded form. FIG. 第2実施形態に係る保守管理方法のフロー図である。FIG. 11 is a flow diagram of a maintenance management method according to a second embodiment. 図10の保守管理方法の変形例のフロー図である。FIG. 11 is a flow diagram of a modification of the maintenance management method of FIG. 10 . 第3実施形態に係る保守管理方法のフロー図である。FIG. 11 is a flow diagram of a maintenance management method according to a third embodiment. 異材継手における(厚肉系)接合部の断面写真の概念絵である。This is a conceptual diagram of a cross-section of a (thick-walled) joint in a dissimilar material joint. 異材継手における(薄肉系)接合部の断面写真の概念絵である。This is a conceptual diagram of a cross-section of a (thin-walled) joint in a dissimilar material joint. 異材継手におけるTIG溶接時の熱履歴イメージ図である。FIG. 1 is an image diagram of the thermal history during TIG welding of a dissimilar material joint. 厚肉系溶接部の前半パス部分の熱履歴と組織変化のイメージ図である。This is an image of the thermal history and structural changes in the first half pass of a thick-walled weld. 厚肉系溶接部の後半パス部分の熱履歴と組織変化のイメージ図である。This is an image diagram of the thermal history and structural changes in the latter pass portion of a thick-walled weld. 薄肉系溶接部の熱履歴と組織変化のイメージ図である。This is an image diagram of the thermal history and structural changes of a thin-walled weld. 異材継手のFEM解析結果を示す図である。FIG. 13 is a diagram showing the results of an FEM analysis of a dissimilar material joint. 厚肉系の接合部に軸方向応力が作用した場合の断面模式図である。FIG. 2 is a schematic cross-sectional view of a thick-walled joint subjected to axial stress. 図20のY-Y断面の軸方向応力の分布図である。FIG. 21 is a distribution diagram of axial stress in the YY cross section of FIG. 20. 微視き裂が発生した溶接部の部分模式図である。FIG. 2 is a partial schematic diagram of a welded portion where microcracks have occurred.

本開示に係る好適な実施形態について図面を参照して説明する。なお、この実施形態により本開示が限定されるものではなく、また、実施形態が複数ある場合には、各実施形態を組み合わせて構成するものも含むものである。 A preferred embodiment of the present disclosure will be described with reference to the drawings. Note that the present disclosure is not limited to these embodiments, and when there are multiple embodiments, the present disclosure also includes configurations in which the respective embodiments are combined.

本開示に係る損傷リスク評価方法、評価装置ならびに保守管理方法は、異なる金属材料の部材同士を溶接接合することにより形成された異材継手における接合部、特に融合部の損傷(融合部損傷)を評価・保守対象とする。本実施形態において、異なる金属材料の部材は例えば管状部材である。管状部材の内部には、蒸気などの流体が流通できる。そのような管状部材は、例えば熱交換器の伝熱管、および、各機器を接続する配管である。 The damage risk assessment method, assessment device, and maintenance management method disclosed herein assess and maintain the joints, particularly the fusion parts (fusion part damage), in dissimilar material joints formed by welding together members of different metal materials. In this embodiment, the members of different metal materials are, for example, tubular members. Fluids such as steam can flow inside the tubular members. Such tubular members are, for example, heat transfer tubes of a heat exchanger, and piping that connects various devices.

なお、本開示に係る異なる金属材料の部材は、管状部材に限定するものではなく、構造用部材に適用してもよい。 Note that the components made of different metal materials according to the present disclosure are not limited to tubular components, but may also be applied to structural components.

まず、損傷リスク評価および保守管理方法の説明に先立ち、評価・保守対象となる異材継手について説明する。 First, before explaining the damage risk assessment and maintenance management methods, we will explain the dissimilar material joints that are the subject of assessment and maintenance.

図1に、本実施形態の一例として、火力発電用ボイラの過熱器の概略図を示す。図1の過熱器1では、蒸気ヘッダ2を介して複数の伝熱管3が並列につなげられている。伝熱管3は、低温部4にある低温管(管状部材)5と高温部6にある高温管(管状部材)7とを備えている。低温部4は、蒸気入口側等の領域である。高温部6は、蒸気流れ後流側や、火炉ふく射を受ける領域などである。なお、火炉ふく射を受ける領域などでは、伝熱管3の外周面温度は内部を流通する蒸気温度と同一にならないので、伝熱管3の内部を流通する蒸気温度は、低温管5を流通する蒸気温度が高温管7を流通する蒸気温度と同等あるいは高くなる部分も存在することがある。 Figure 1 shows a schematic diagram of a superheater for a thermal power boiler as an example of this embodiment. In the superheater 1 of Figure 1, multiple heat transfer tubes 3 are connected in parallel via a steam header 2. The heat transfer tubes 3 include a low-temperature tube (tubular member) 5 in a low-temperature section 4 and a high-temperature tube (tubular member) 7 in a high-temperature section 6. The low-temperature section 4 is a region such as the steam inlet side. The high-temperature section 6 is a region such as the downstream side of the steam flow or a region exposed to furnace radiation. In the region exposed to furnace radiation, the temperature of the outer circumferential surface of the heat transfer tube 3 is not the same as the temperature of the steam flowing inside, so there may be some parts where the temperature of the steam flowing through the low-temperature tube 5 is equal to or higher than the temperature of the steam flowing through the high-temperature tube 7.

低温管5と高温管7とは、異なる金属材料からなる。本実施形態では例えば、低温管5は例えば1Cr鋼など低クロム鋼等の低合金鋼製である。高温管7は、例えばニッケル・クロム含有鋼等のステンレス鋼製である。低温管5と高温管7とは溶接接合により継手されている。継手部分を接合部8と呼ぶ。溶接温度は、例えば2000℃程度である。低温管5は低合金鋼に限定されるものではなく、炭素鋼などでもよい。 The low-temperature pipe 5 and the high-temperature pipe 7 are made of different metal materials. In this embodiment, for example, the low-temperature pipe 5 is made of low-alloy steel, such as low-chromium steel, e.g., 1Cr steel. The high-temperature pipe 7 is made of stainless steel, e.g., nickel-chromium-containing steel. The low-temperature pipe 5 and the high-temperature pipe 7 are joined by welding. The joint portion is called the joint portion 8. The welding temperature is, for example, about 2000°C. The low-temperature pipe 5 is not limited to low-alloy steel, and may be carbon steel, etc.

図2に、図1の接合部8の拡大図を示す。接合部8は、低温管5および高温管7の母材と、溶接部9とを含む。溶接部9は、溶接金属10および熱影響部(HAZ)11を含んだ部分の総称である。溶接金属10は、低温管5および高温管7とは異なる材質の金属である。溶接金属10は、例えば、固溶強化型ニッケル基合金等の高ニッケル基合金である。溶接金属10と、低温管5および高温管7の母材との界面では、溶接金属10と該母材とが融合しており、ここを融合部と呼ぶ(不図示)。融合部は、溶接金属10と材質の異なる母材との境界面である異材界面から数μm母材側までの領域である。融合部はHAZ11の一部であり、低温管5での融合部は後述する脱炭層の中に存在する。 Figure 2 shows an enlarged view of the joint 8 in Figure 1. The joint 8 includes the base material of the low-temperature pipe 5 and the high-temperature pipe 7, and the weld 9. The weld 9 is a general term for a portion including the weld metal 10 and the heat-affected zone (HAZ) 11. The weld metal 10 is a metal of a different material from the low-temperature pipe 5 and the high-temperature pipe 7. The weld metal 10 is, for example, a high-nickel-based alloy such as a solid-solution strengthened nickel-based alloy. At the interface between the weld metal 10 and the base material of the low-temperature pipe 5 and the high-temperature pipe 7, the weld metal 10 and the base material are fused, and this is called the fusion zone (not shown). The fusion zone is a region from the dissimilar material interface, which is the boundary surface between the weld metal 10 and the base material of a different material, to the base material side by several μm. The fusion zone is part of the HAZ 11, and the fusion zone in the low-temperature pipe 5 exists in the decarburized layer described later.

HAZ11は、溶接による熱サイクルを受けて形成された母材中の変質部である。図2には示さないが、低合金鋼製の低温管5でのHAZ11は、粗粒域および細粒域を含む(後述の図13、図14を参照)。低温管5の粗粒域は、母相の粒径よりも旧オーステナイト粒径が大きな組織である。細粒域は、母相の粒径よりも旧オーステナイト粒径が小さな組織である。 The HAZ 11 is an altered part in the base material formed by the thermal cycle of welding. Although not shown in Fig. 2, the HAZ 11 in the low-alloy steel low-temperature pipe 5 includes a coarse-grained region and a fine-grained region (see Figs . 13 and 14 described later). The coarse-grained region of the low-temperature pipe 5 is a structure in which the prior austenite grain size is larger than the grain size of the parent phase. The fine-grained region is a structure in which the prior austenite grain size is smaller than the grain size of the parent phase.

また、図2には示さないが、低合金鋼製の低温管5でのHAZ11内の異材界面近傍には脱炭層(後述の図13、図14を参照)が存在する。脱炭層は、例えば低温管5のHAZ11の管軸方向の幅が20μm程度のフェライト単相領域で、HAZ11の一部である。溶接金属10は、炭化物生成元素であるCr(クロム)の含有量が低温管5の母材よりも高いため、母材側からC(炭素)が溶接金属10まで移動して、溶接金属10中でCr炭化物が形成する。これにより、母材において、Cが移動した部分は、脱炭層が形成される。また、溶接の入熱により、溶接金属10に含まれる原子(Cr等)が、母材側に拡散する。低温管5の母材に拡散したCr等はCと結合する。それにより列状の析出物が生成され、母材中の炭素量は低下することでも、脱炭層が形成される。脱炭層は、低温管5の管厚中央部から管内面にかけて形成されることが多い。融合部は、基本的に脱炭層の中に存在する。 Although not shown in FIG. 2, a decarburized layer (see FIG. 13 and FIG. 14 described later) exists near the interface between different materials in the HAZ 11 of the low-alloy steel low-temperature pipe 5. The decarburized layer is, for example, a ferrite single-phase region with a width of about 20 μm in the axial direction of the HAZ 11 of the low-temperature pipe 5, and is a part of the HAZ 11. Since the weld metal 10 has a higher content of Cr (chromium), which is a carbide-forming element, than the base metal of the low-temperature pipe 5, C (carbon) moves from the base metal side to the weld metal 10, and Cr carbides are formed in the weld metal 10. As a result, a decarburized layer is formed in the part of the base metal to which C has moved. In addition, atoms (Cr, etc.) contained in the weld metal 10 diffuse to the base metal side due to the heat input of welding. The Cr, etc. diffused into the base metal of the low-temperature pipe 5 combines with C. As a result, row-shaped precipitates are generated, and the carbon content in the base metal decreases, so that a decarburized layer is also formed. The decarburized layer is often formed from the center of the wall thickness to the inner surface of the low-temperature pipe 5. The fusion portion basically exists in the decarburized layer.

〔第1実施形態〕
(保守管理方法)
図3に、本実施形態に係る保守管理方法のフロー図を示す。本実施形態に係る保守管理方法では、まず、融合部損傷のメカニズムに基づく統計的な解析の結果に基づき損傷発生のリスクを評価する。次に、評価結果に基づいて検査対象(位置)を絞り込み、絞り込んだ(位置にある)検査対象について優先的に検査する。
First Embodiment
(Maintenance management method)
3 shows a flow diagram of the maintenance management method according to this embodiment. In the maintenance management method according to this embodiment, first, the risk of damage occurrence is evaluated based on the results of a statistical analysis based on the mechanism of fusion part damage. Next, the inspection objects (positions) are narrowed down based on the evaluation results, and the narrowed down inspection objects (located at the positions) are inspected preferentially.

従来、融合部損傷のメカニズムは不明であった。本発明者らは鋭意検討の結果、損傷メカニズムに影響する因子を見出した。異材継手の低合金鋼製の低温管5の融合部では、溶接時に受ける熱履歴の違いがHAZの組織構成を変化させる。組織構成の違いは、異材界面に作用する応力差に繋がり、最終的には損傷リスクの差を生み出す。このようなメカニズムに基づき統計解析を行うことで、融合部での損傷発生のリスクを評価できる。また、リスク評価の結果を利用して検査対象を絞り込めるため、検査効率を向上させられる。 Conventionally, the mechanism of damage at fusion parts was unknown. After extensive research, the inventors have discovered factors that affect the damage mechanism. At the fusion part of a low-temperature pipe 5 made of low-alloy steel in a dissimilar joint, differences in the thermal history experienced during welding change the structural composition of the HAZ. Differences in structural composition lead to differences in stress acting on the interface between the dissimilar materials, ultimately resulting in differences in the risk of damage. By performing statistical analysis based on such a mechanism, the risk of damage occurring at the fusion part can be evaluated. In addition, the results of the risk evaluation can be used to narrow down the inspection targets, improving inspection efficiency.

(リスク評価方法)
図4に、本実施形態に係るリスク評価方法のフロー図を例示する。
(Risk assessment method)
FIG. 4 illustrates a flow diagram of the risk assessment method according to this embodiment.

(S1)まず、伝熱管の異材継手の実機データを説明変数としてリスク評価データベースに入力する。 (S1) First, the actual data of the dissimilar material joint of the heat transfer tube is entered into the risk assessment database as explanatory variables.

説明変数は、少なくともHAZの組織構成に影響を及ぼす因子(以降、影響因子)を含む。「組織構成に影響を及ぼす」とは、少なくとも粗粒域と細粒域との配置を変化させることを含む。粗粒域と細粒域の配置の変化は、融合部損傷の発生リスクの増減に影響する。この理由については、後で詳しく説明する。粗粒域と細粒域の配置は、溶接時の入熱状況などの熱履歴に影響されて変化する。 The explanatory variables include at least factors that affect the microstructural structure of the HAZ (hereafter, influencing factors). "Affecting the microstructural structure" includes at least changing the arrangement of the coarse grain region and the fine grain region. A change in the arrangement of the coarse grain region and the fine grain region affects the increase or decrease in the risk of fusion zone damage. The reason for this will be explained in detail later. The arrangement of the coarse grain region and the fine grain region changes depending on the thermal history, such as the heat input conditions during welding.

前述した通り説明変数には少なくとも影響因子を含み、影響因子は、肉厚、溶接パス数、入熱および速度などの溶接条件、等である。ここで修飾語のついていない「肉厚」は、管状部材の公称肉厚を意味する。また、肉厚に関連して例えば、外径/肉厚、(肉厚-必要最小肉厚)/肉厚を影響因子に含めてもよい。「必要最小肉厚」とは伝熱管の仕様(材質、外径、設計温度等)から内圧に必要とされる肉厚である。 As mentioned above, explanatory variables include at least influencing factors, such as wall thickness, number of welding passes, and welding conditions such as heat input and speed. Here, "wall thickness" without a modifier means the nominal wall thickness of the tubular member. In addition, in relation to wall thickness, influencing factors may include, for example, outer diameter/wall thickness and (wall thickness - required minimum wall thickness)/wall thickness. "Required minimum wall thickness" is the wall thickness required for internal pressure based on the heat transfer tube specifications (material, outer diameter, design temperature, etc.).

前述した通り、説明変数には少なくとも影響因子を含み、さらに伝熱管の使用条件および実際の損傷事例を含み得る。具体的には、加熱部か/非加熱部か、過去の補修溶接履歴の有無、ボイラの運転開始時期、作用応力、伝熱管の設計温度、伝熱管の材質、使用時間、および過去の検査履歴の有無等を含んでもよい。「作用応力」は、内圧による軸方向応力である。 As mentioned above, the explanatory variables include at least influencing factors, and may further include the conditions of use of the heat transfer tube and actual damage cases. Specifically, they may include whether it is a heated or unheated part, whether there is a history of past repair welding, when the boiler started operating, the acting stress, the design temperature of the heat transfer tube, the material of the heat transfer tube, the length of time it has been used, and whether there is a history of past inspections. "Acting stress" is the axial stress caused by internal pressure.

図5に、入力データセットの一例を示す。同図において、tは肉厚、dは外径、tsrは必要最小肉厚(thickness shell requirement)である。肉厚、外径d/肉厚tの比、(肉厚t-必要最小肉厚tsr)/肉厚tの比は、HAZの組織構成の違いに影響する。 Figure 5 shows an example of an input data set. In the figure, t is the wall thickness, d is the outside diameter, and tsr is the thickness shell requirement. The wall thickness, the ratio of outside diameter d/wall thickness t, and the ratio of (wall thickness t - minimum required wall thickness tsr)/wall thickness t affect the differences in the HAZ structure.

内圧による軸方向応力は、ベース応力の大小が損傷率に影響する。加熱部か/非加熱部か(加熱部であるか非加熱部であるか)は、曲げ応力の大小に影響する。加熱部は、蒸気を過熱する装置である過熱器や再熱器のことであり、火炉内に位置する。非加熱部は、ペントハウスやハウジング等と呼ばれる火炉外にある管寄せ管台部のことであり、蒸気を過熱する機能は有していない。 The damage rate of axial stress due to internal pressure is affected by the magnitude of base stress. Whether it is a heated or unheated part affects the magnitude of bending stress. Heated parts are superheaters and reheaters, which are devices that superheat steam, and are located inside the furnace. Unheated parts are header pipes located outside the furnace, known as penthouses or housings, and do not have the function of superheating steam.

本発明者らがボイラ実機の損傷事例を整理した結果によれば、過去に補修溶接を施工した箇所では、融合部損傷が加速される事例が多い。そのため、過去の補修溶接履歴の有無は、損傷の加速因子として考慮される。 According to the results of the inventors' analysis of damage cases in actual boilers, there are many cases where fusion damage is accelerated in areas where repair welding has been performed in the past. Therefore, the presence or absence of a history of repair welding in the past is considered as a factor that accelerates damage.

目的変数は、融合部損傷(ボンド剥離)の有無とする。 The objective variable is the presence or absence of damage to the fusion area (bond separation).

(S2)次に、少なくとも影響因子を含む説明変数を用いて、融合部損傷のメカニズムに基づく統計解析を実施する。 (S2) Next, a statistical analysis based on the mechanism of fusion damage is performed using explanatory variables that include at least the influential factors.

統計解析は、例えばランダムフォレスト、サポートベクターマシン等の機械学習を利用できる。 Statistical analysis can utilize machine learning techniques such as random forests and support vector machines.

(S3)最後に、統計解析の結果に基づいて、融合部における損傷発生のリスクを評価する。 (S3) Finally, the risk of damage occurring at the fusion site is evaluated based on the results of the statistical analysis.

発明者らがボイラ実機の損傷事例を、設計温度と内圧による軸方向応力との関係、および、使用時間と外径/肉厚の比の関係にて整理した結果を図6および図7に示す。図6において、横軸は設計温度(℃)、縦軸は内圧による軸方向応力(MPa)である。図7において、横軸は使用時間(hr)、縦軸は外径d/肉厚tの比である。 The inventors have compiled examples of damage to actual boilers in terms of the relationship between design temperature and axial stress due to internal pressure, and the relationship between usage time and the ratio of outer diameter to wall thickness, and the results are shown in Figures 6 and 7. In Figure 6, the horizontal axis is design temperature (°C), and the vertical axis is axial stress due to internal pressure (MPa). In Figure 7, the horizontal axis is usage time (hr), and the vertical axis is the ratio of outer diameter d to wall thickness t.

図6,7によれば、応力,温度,外径,肉厚および使用時間等の一般的な設計条件と融合部損傷との間に明確な相関は見いだせず、単純な線形回帰モデルでは融合部における損傷発生のリスクを評価できなかった。このことから、融合部損傷の発生リスクを評価するためには、少なくとも影響因子を含む説明変数を用いて統計解析することが重要である。 Figures 6 and 7 show that no clear correlation was found between general design conditions such as stress, temperature, outer diameter, wall thickness, and usage time and damage to the fusion zone, and a simple linear regression model was not able to evaluate the risk of damage occurring in the fusion zone. For this reason, in order to evaluate the risk of damage occurring in the fusion zone, it is important to perform statistical analysis using explanatory variables that include at least influential factors.

(リスク評価装置)
図8に、上記リスク評価方法を実行するためのリスク評価装置の概略構成のブロック図を示す。リスク評価装置は、コンピュータシステム(計算機システム)である。リスク評価装置は、CPU21、CPU21が実行するプログラム等を記憶するための記憶部22、各プログラム実行時のワーク領域として機能するメインメモリ23、ネットワークに接続するための通信部24、キーボードやマウス等からなる入力部25、およびデータを表示する液晶表示装置等からなる表示部26等を備えている。これら各部は、例えば、バス27を介して接続されている。記憶部22としては、例えば、磁気ディスク、光磁気ディスク、半導体メモリ等が挙げられる。
(Risk assessment device)
Fig. 8 shows a block diagram of a schematic configuration of a risk assessment device for executing the risk assessment method. The risk assessment device is a computer system. The risk assessment device includes a CPU 21, a storage unit 22 for storing programs executed by the CPU 21, a main memory 23 that functions as a work area when each program is executed, a communication unit 24 for connecting to a network, an input unit 25 consisting of a keyboard, a mouse, etc., and a display unit 26 consisting of a liquid crystal display device or the like for displaying data. These units are connected via a bus 27, for example. Examples of the storage unit 22 include a magnetic disk, a magneto-optical disk, and a semiconductor memory.

図9は、リスク評価装置が備える機能を展開して示した機能ブロック図である。リスク評価装置は、少なくとも影響因子を説明変数として統計解析を実施する解析部28と、解析部による解析結果に基づいて融合部での損傷発生リスクを判定する判定部29とを備えている。図9に示した各部により実現される処理は、CPU21が記憶部22に記憶されている評価プログラムをメインメモリ23に読み出して実行することにより実現されるものである。 Figure 9 is a functional block diagram showing the functions of the risk assessment device. The risk assessment device includes an analysis unit 28 that performs statistical analysis using at least influencing factors as explanatory variables, and a determination unit 29 that determines the risk of damage occurring at the fusion part based on the analysis results by the analysis unit. The processing performed by each unit shown in Figure 9 is achieved by the CPU 21 reading the evaluation program stored in the storage unit 22 into the main memory 23 and executing it.

〔第2実施形態〕
本実施形態に係る保守管理方法は、伝熱管等の管状部材の異材継手による接合部の取替要否を判断する工程をさらに備えている点が第1実施形態と異なる。
Second Embodiment
The maintenance management method according to this embodiment differs from the first embodiment in that it further includes a step of determining whether or not a joint made of dissimilar materials in a tubular member such as a heat transfer tube needs to be replaced.

図10に、本実施形態に係る保守管理方法のフロー図を示す。
まず、第1実施形態と同様にメカニズムに基づく統計解析結果に基づき損傷発生のリスクを評価し、評価結果に基づいて検査対象を絞り込み、絞り込んだ検査対象について優先的に検査する。
FIG. 10 shows a flow diagram of the maintenance management method according to this embodiment.
First, similarly to the first embodiment, the risk of damage occurrence is evaluated based on the results of the mechanism-based statistical analysis, and inspection objects are narrowed down based on the evaluation results, and the narrowed down inspection objects are inspected preferentially.

検査は超音波探傷検査方法(UT:Ultrasonic Testing)等の非破壊検査法により実施する。UTは、探傷感度およびキズ検出基準値を適正に定めることにより、キズの探傷が可能である。 The inspection is carried out using non-destructive inspection methods such as ultrasonic testing (UT). UT is capable of detecting flaws by properly determining the flaw detection sensitivity and the flaw detection standard value.

次に、非破壊検査の結果を取替基準値と比較して異材継手による接合部の取替要否を判断する。取替基準値は、予備試験等により予め設定しておく。非破壊検査の結果が取替基準値以上の場合に取替を実施し、取替基準値に満たない場合は経年監視する。 Next, the results of the non-destructive testing are compared with the replacement standard value to determine whether or not the dissimilar material joint needs to be replaced. The replacement standard value is set in advance through preliminary testing, etc. If the results of the non-destructive testing are equal to or greater than the replacement standard value, replacement is carried out, but if the replacement standard value is not met, aging monitoring is carried out.

本実施形態に係る保守管理方法によれば、リスク評価により検査対象が絞り込んであるため、管状部材として例えば多数存在する伝熱管群の中から、効率的に検査が必要な伝熱管を選定できる。 According to the maintenance management method of this embodiment, the inspection targets are narrowed down by risk assessment, so that heat transfer tubes that require inspection can be efficiently selected from, for example, a large number of heat transfer tubes that exist as tubular components.

(変形例)
図11に、図10の保守管理方法の変形例のフロー図を示す。
本変形例は、管状部材として例えば多数存在する伝熱管群の中から、取替不要と判断した伝熱管群について、余寿命を評価する。余寿命は、検査対象(位置)にある伝熱管群からサンプルを抜管し、この抜管材を用いた破壊試験により評価できる。破壊試験は、例えば、クリープ試験による検査などにより実施できる。
(Modification)
FIG. 11 shows a flow chart of a modification of the maintenance management method of FIG.
In this modification, the remaining life of a heat transfer tube group that is determined not to require replacement from among a large number of heat transfer tube groups that exist as tubular members is evaluated. The remaining life can be evaluated by removing a sample from the heat transfer tube group that is at the inspection target (position) and performing a destructive test using the removed tube material. The destructive test can be performed, for example, by a creep test.

非破壊検査では問題がなかった異材継手について、サンプルを取得して余寿命を評価することで、次回の検査実施時期を精度よく設定できる。また、定期検査スケジュールを効果的に計画できる。 For dissimilar material joints that showed no problems in non-destructive testing, taking samples and evaluating the remaining lifespan allows for accurate determination of the timing of the next inspection. In addition, regular inspection schedules can be effectively planned.

〔第3実施形態〕
本実施形態に係る保守管理方法は、損傷発生のリスク評価および前述の非破壊検査の結果を蓄積し、蓄積により得られるデータベースに基づいて統計的に損傷発生のリスクを評価する点が第1実施形態と異なる。
Third Embodiment
The maintenance management method according to this embodiment differs from the first embodiment in that the results of the damage occurrence risk assessment and the above-mentioned non-destructive testing are accumulated, and the risk of damage occurrence is statistically evaluated based on the database obtained by the accumulation.

図12に、本実施形態に係る保守管理方法のフロー図を示す。
まず、第1実施形態と同様に、メカニズムに基づく統計的な解析の結果に基づき損傷発生のリスクを評価し、評価結果に基づいて検査対象を絞り込み、絞り込んだ検査対象について優先的に検査する。検査はUT等の非破壊検査法により実施する。
FIG. 12 shows a flow diagram of the maintenance management method according to this embodiment.
First, as in the first embodiment, the risk of damage occurrence is evaluated based on the results of a statistical analysis based on the mechanism, and inspection objects are narrowed down based on the evaluation results, and the narrowed down inspection objects are inspected preferentially. The inspection is performed by a non-destructive inspection method such as UT.

リスク評価および非破壊検査の結果をリスク評価データベースに反映させ、該データベースを更新する。ここで、次の検査タイミングまでの使用時間も更新するとよい。 The results of the risk assessment and non-destructive testing are reflected in the risk assessment database, and the database is updated. At this point, it is also a good idea to update the usage time until the next testing timing.

次に、更新させたリスク評価データベースに基づいて統計解析を実施し、損傷リスクを再評価する。統計解析はディープラーニング、ランダムフォレスト、サポートベクターマシン等の機械学習を用いてよい。機械学習は、更新させたリスク評価データベースを利用して再評価モデルを構築する。 Next, a statistical analysis is performed based on the updated risk assessment database to reassess the damage risk. The statistical analysis may use machine learning such as deep learning, random forest, or support vector machine. The machine learning uses the updated risk assessment database to build a reassessment model.

再評価モデルの結果に基づき、次回の検査対象を絞り込む。 Narrow down the subjects for the next test based on the results of the reevaluation model.

本実施形態によれば、統計データを蓄積し、過去の検査結果を踏まえたリスク評価が可能となるため、より評価精度が向上する。 According to this embodiment, statistical data can be accumulated and risk assessment can be performed based on past test results, thereby improving the accuracy of the assessment.

(損傷メカニズム)
以下に、融合部損傷のメカニズムについて説明する。
融合部損傷の発生は、HAZの組織構成、作用応力、脱炭層および析出物の存在に影響される。
(Damage Mechanism)
The mechanism of fusion site damage is explained below.
The occurrence of fusion zone damage is influenced by the microstructural composition of the HAZ, the acting stress, and the presence of decarburized layers and precipitates.

[1]HAZの組織構成および作用応力
図13,14に異材継手における接合部の断面写真をもとにした概念絵を示す。図13は厚肉系異材継手の接合部31、図14は薄肉系異材継手の接合部32の断面である。図13,14において、Aは溶接金属、Bは粗粒域、Cは細粒域、Dは母材(低温部側)、Eは脱炭層、Fは異材界面である。異材継手における溶接接合は、溶接パスは管内面側から管外面側へと工程が重ねられて施工される。本実施形態での厚肉系とは、肉厚が5mm以上であることを意味し、薄肉系とは、肉厚が厚肉系より薄いものであることを意味する。
[1] Structure and acting stress of HAZ Figures 13 and 14 show conceptual diagrams based on cross-sectional photographs of joints in dissimilar metal joints. Figure 13 shows a cross-section of a joint 31 of a thick-walled dissimilar metal joint, and Figure 14 shows a cross-section of a joint 32 of a thin-walled dissimilar metal joint. In Figures 13 and 14, A is the weld metal, B is the coarse-grained region, C is the fine-grained region, D is the base metal (low-temperature side), E is the decarburized layer, and F is the dissimilar material interface. In dissimilar metal joints, welding passes are performed in a process stacked from the inner surface side of the pipe to the outer surface side of the pipe. In this embodiment, the thick-walled system means that the wall thickness is 5 mm or more, and the thin-walled system means that the wall thickness is thinner than that of the thick-walled system.

図13,14を比較すると、HAZ11の組織構成に違いがある。図13の厚肉系の接合部31では、異材界面F近傍の管内面側から管厚中央部にかけて細粒域Cが位置している。細粒域Cの管外面側に粗粒域Bがある。一方、図14の薄肉系の接合部32では、細粒域Cと粗粒域Bとは列状に並び、異材界面F側には粗粒域Bが位置している。 Comparing Figures 13 and 14, there is a difference in the structure of the HAZ 11. In the thick-walled joint 31 in Figure 13, a fine-grained region C is located from the inner pipe surface near the dissimilar material interface F to the center of the pipe thickness. A coarse-grained region B is located on the outer pipe surface side of the fine-grained region C. On the other hand, in the thin-walled joint 32 in Figure 14, the fine-grained region C and the coarse-grained region B are aligned in a row, and the coarse-grained region B is located on the dissimilar material interface F side.

図15に異材継手の融合部(母材:低クロム鋼)におけるTIG溶接施工時の熱履歴イメージを示す。同図において、横軸は時間、縦軸は温度、Ac1は、加熱に際しフェライト+セメンタイトからオーステナイトへの変態が開始する温度、Ac3は加熱に際しフェライト+セメンタイトからオーステナイトへの変態が完了する温度である。低クロム鋼のAc1およびAc3は、例えば742℃と889℃である。 Figure 15 shows an image of the thermal history during TIG welding at the fusion zone of a dissimilar joint (base material: low chromium steel). In the figure, the horizontal axis is time, the vertical axis is temperature, Ac1 is the temperature at which the transformation from ferrite + cementite to austenite begins when heated, and Ac3 is the temperature at which the transformation from ferrite + cementite to austenite is completed when heated. Ac1 and Ac3 for low chromium steel are, for example, 742°C and 889°C.

HAZの結晶粒径は、一般的に旧オーステナイト粒径に依存する。そのため、図15のような熱履歴となる場合、HAZの結晶粒径は、最後にオーステナイト単相になる際(すなわち最後にAc3を超えた後)の最高到達温度で決まると考えられる。 The grain size of the HAZ generally depends on the prior austenite grain size. Therefore, when the thermal history is as shown in Figure 15, the grain size of the HAZ is thought to be determined by the maximum temperature reached when it finally becomes austenite single phase (i.e., after it finally exceeds Ac3).

図16~18に融合部の熱履歴と組織変化のイメージ図を示す。図16は厚肉系溶接部の溶接接合の初めの方の溶接パスの工程が施工される前半溶接パス部分(管内面側)、図17は厚肉系溶接部の後の方の溶接パスの工程が施工される後半溶接パス部分(管外面側)、図18は薄肉系の溶接部のイメージ図である。図16~18において、横軸は時間、縦軸は温度である。図17では、前層の溶接工程による温度上昇は考慮していない。図18では、比較として、薄肉系溶接部における前半溶接パス部分の熱履歴に対して、厚肉系溶接部における前半溶接パス部分の熱履歴(図16と同一)とを重ねて記載している。 Figures 16 to 18 show images of the thermal history and structural changes of the fusion zone. Figure 16 shows the first half weld pass part (inner surface of the pipe) where the first weld pass process of the weld joint of the thick-walled weld is carried out, Figure 17 shows the second half weld pass part (outer surface of the pipe) where the second weld pass process of the thick-walled weld is carried out, and Figure 18 shows an image of the thin-walled weld. In Figures 16 to 18, the horizontal axis is time and the vertical axis is temperature. Figure 17 does not take into account the temperature rise due to the welding process of the previous layer. For comparison, Figure 18 shows the thermal history of the first half weld pass part of the thick-walled weld (same as Figure 16) superimposed on the thermal history of the first half weld pass part of the thin-walled weld.

厚肉系溶接部の異材界面近傍の管内面側は、溶接パスが重なる部分である。図16に示すとおり、厚肉系溶接部の管内面側では、溶接パスが重なるとともに次に施工される溶接パス位置が管外面側へと進むことになり、溶接パスの後に溶接される溶接パスの入熱の影響で、最終的にAc3点を超えた後の温度が低くなる。そのため、管内面側のHAZでは結晶粒径が小さくなり、細粒域が形成されるものと考えられる。図16において、厚肉系溶接部の前半溶接パス部分の組織は、ベイナイト、またはマルテンサイト、あるいはその混合組織である。 The inner surface of the pipe near the interface of dissimilar materials in thick-walled welds is where the weld passes overlap. As shown in Figure 16, on the inner surface of the pipe in thick-walled welds, as the weld passes overlap, the position of the next weld pass advances toward the outer surface of the pipe, and the heat input of the weld pass that is welded after the weld pass ultimately lowers the temperature after exceeding the Ac3 point. This is thought to result in the grain size becoming smaller in the HAZ on the inner surface of the pipe, and the formation of a fine-grained region. In Figure 16, the structure of the first half weld pass portion of the thick-walled weld is bainite, martensite, or a mixed structure.

一方、図17に示すように、管外面側は溶接パスの次に施工される溶接パス位置が管外面側であり、管外面側は最終的にAc3点を超える温度が高いままである。そのため、旧オーステナイト粒が粗大化し、粗粒域が形成されるものと考えられる。図17において、厚肉系溶接部の後半溶接パス部分の組織は、ベイナイト、またはマルテンサイト、あるいはその混合組織である。 On the other hand, as shown in Figure 17, the welding pass performed after the welding pass is located on the outer surface of the pipe, and the temperature on the outer surface of the pipe remains high and ultimately exceeds the Ac3 point. This is thought to cause the prior austenite grains to coarsen, forming a coarse-grained region. In Figure 17, the structure of the latter welding pass portion of the thick-walled weld is bainite, martensite, or a mixture of these.

これに対して薄肉系溶接部では、図18に示す通り、肉厚が薄いことで溶接パスの最終層の入熱が管内面まで影響する。それにより、Ac3点を超えた後の温度が厚肉系の内面におけるそれより高い温度になる。そのため、薄肉系溶接部では旧オーステナイト粒径が小さくなり難く、管内面側と管外面側の管厚方向での結晶粒径の差が生じ難くなる。図18において、薄肉系溶接部の組織は、ベイナイト、またはマルテンサイト、あるいはその混合組織である。 In contrast, in thin-walled welds, as shown in Figure 18, the thin wall thickness means that the heat input from the final layer of the weld pass affects the inner surface of the pipe. As a result, the temperature after exceeding the Ac3 point becomes higher than that of the inner surface of a thick-walled weld. Therefore, in thin-walled welds, the prior austenite grain size is less likely to become small, and a difference in crystal grain size in the thickness direction between the inner and outer surfaces of the pipe is less likely to occur. In Figure 18, the structure of thin-walled welds is bainite, martensite, or a mixed structure.

また、図18に示す通り、薄肉系溶接部では、伝熱面積が厚肉系溶接部より小さい分、冷却速度が遅く、全体の温度が下がりにくいことも、管内面側と管外面側の管厚方向での結晶粒径の差が生じ難くなることに影響しているものと考えられる。厚肉系溶接部では薄肉系溶接部より伝熱面積が大きくなり管内面側の冷却速度が速いために、結晶粒径が大きな組織となる。 In addition, as shown in Figure 18, the heat transfer area of thin-walled welds is smaller than that of thick-walled welds, so the cooling rate is slower and the overall temperature is less likely to decrease, which is thought to be a factor in preventing a difference in crystal grain size in the pipe thickness direction on the inner and outer sides of the pipe. In thick-walled welds, the heat transfer area is larger than in thin-walled welds, and the cooling rate on the inner side of the pipe is faster, resulting in a structure with a larger crystal grain size.

以上のように、HAZの組織構成(粗粒域と細粒域との配置)は、熱履歴に影響されて変化する。接合部の熱履歴は、伝熱管などの管状部材の肉厚、溶接パスの回数および溶接条件等に依存する。 As described above, the structure of the HAZ (the arrangement of coarse and fine grain regions) changes depending on the thermal history. The thermal history of the joint depends on the wall thickness of the tubular member such as the heat transfer tube, the number of welding passes, the welding conditions, etc.

伝熱管などの管状部材は使用条件により管の材質や肉厚が異なる。また、同じ材質の管であっても、使用条件が高温、高圧になる場合、管の肉厚が厚くなる。厚肉系の管状部材を溶接により接合する場合、溶接パスの回数が多くなる。一方、薄肉系の管状部材では溶接パスの回数は厚肉系の管状部材よりも少ない。溶接パスの回数が異なると溶接部が受ける熱履歴に差が生じる。 The material and wall thickness of tubular components such as heat transfer tubes vary depending on the conditions of use. Even if the tubes are made of the same material, the wall thickness of the tube will be thicker if the conditions of use are high temperature and high pressure. When joining thick-walled tubular components by welding, the number of welding passes is greater. On the other hand, the number of welding passes for thin-walled tubular components is fewer than for thick-walled tubular components. A difference in the number of welding passes results in a difference in the thermal history that the welded part is subjected to.

接合部に含まれる各組織(溶接金属A、粗粒域B、細粒域C、母材D)は、それぞれクリープ変形抵抗が異なる。クリープ変形抵抗とは、高温領域での変形し易さである。クリープ変形抵抗が大きいと、ボイラ等の運転中に伝熱管などの管状部材の融合部に生じる軸方向応力も大きくなる。クリープ変形抵抗が小さいと、上記軸方向応力は小さくなる。 Each structure in the joint (weld metal A, coarse grain region B, fine grain region C, base material D) has a different creep deformation resistance. Creep deformation resistance is the ease of deformation in high temperature regions. If creep deformation resistance is large, the axial stress generated in the fusion part of tubular components such as heat transfer tubes during operation of a boiler, etc., will also be large. If creep deformation resistance is small, the above-mentioned axial stress will be small.

HAZの粗粒域Bと細粒域Cのクリープ変形抵抗は、一般的には粗粒域Bの方が高いと言われている。しかしながら、異材継手のHAZでも同様の傾向を示すか否かは不明であった。本発明者らが低合金鋼として1Cr鋼を使用した異材継手の各組織から微小な試験片を採取し、クリープ特性を調査した結果によれば、細粒域Cのクリープ変形抵抗は、粗粒域Bのそれよりも高いことが確認されている。この確認結果によれば、肉厚系の管状部材では、運転中に軸方向応力が作用すると、細粒域C、すなわち管内面側あるいは管厚中央付近に高い応力が生じる。 It is generally believed that the creep deformation resistance of the coarse-grained region B of the HAZ is higher than that of the fine-grained region C. However, it was unclear whether the HAZ of dissimilar joints showed a similar tendency. The inventors took tiny test pieces from each structure of a dissimilar joint using 1Cr steel as the low alloy steel and investigated the creep properties, confirming that the creep deformation resistance of the fine-grained region C is higher than that of the coarse-grained region B. According to these results, in thick-walled tubular members, when axial stress acts during operation, high stress is generated in the fine-grained region C, i.e., on the inner surface of the pipe or near the center of the pipe thickness.

図19に、組織構成以外の条件を全て揃えた厚肉系溶接部および薄肉系溶接部の異材界面付近の融合部について、有限要素法(FEM:Finite Element Method)解析を行った結果を示す。同図において、横軸は異材界面付近の融合部の軸方向応力、縦軸は肉厚(管内面からの距離)である。 Figure 19 shows the results of a finite element method (FEM) analysis of the fusion zone near the interface of dissimilar materials in thick-walled and thin-walled welds, where all conditions except for the microstructural composition were the same. In the figure, the horizontal axis is the axial stress in the fusion zone near the interface of dissimilar materials, and the vertical axis is the wall thickness (distance from the inner surface of the pipe).

図19によれば、厚肉系溶接部の方が、管内面側に作用する軸方向応力が大きくなる。また、FEM解析では、ベースとなる作用応力(内圧による軸方向応力)が高いほど、融合部に作用する軸方向応力が高くなることも分かった。これにより、作用応力の大小も融合部損傷に影響する因子の一つであることが確認された。なお、本発明者らがボイラ実機の損傷事例を整理した結果によれば、管内面側は融合部損傷(ボンド剥離)が発生する位置と合致する。 According to Fig. 19, the axial stress acting on the inner surface of the tube is larger in the thick-walled welded part. Furthermore, the FEM analysis also revealed that the higher the base acting stress (axial stress due to internal pressure), the higher the axial stress acting on the fusion part. This confirmed that the magnitude of the acting stress is one of the factors that affect fusion part damage. Furthermore, according to the results of the inventors' analysis of damage cases in actual boilers, the inner surface of the tube coincides with the location where fusion part damage (bond peeling ) occurs.

図20に、厚肉系の管状部材の接合部に軸方向応力が作用した場合の断面模式図を示す。図21は、図20のY-Y断面の軸方向応力の分布を示す。図21において、横軸は管の軸方向応力、縦軸は肉厚方向位置である。Aは溶接金属、Bは粗粒域、Cは細粒域、Dは母材(低温部側)である。 Figure 20 shows a schematic cross-sectional view of a thick-walled tubular member when axial stress acts on the joint. Figure 21 shows the distribution of axial stress in the Y-Y cross section of Figure 20. In Figure 21, the horizontal axis is the axial stress of the pipe, and the vertical axis is the position in the wall thickness direction. A is the weld metal, B is the coarse grain region, C is the fine grain region, and D is the base material (low temperature side).

異材継手の接合部には内圧によって生じる管の軸方向応力が作用している。実際には内圧による応力に加え、熱応力も作用するが、ここでは内圧による応力のみを考える。 Axial stress of the pipes caused by internal pressure acts on the joint of dissimilar material joints. In reality, thermal stress also acts in addition to stress due to internal pressure, but here we will only consider stress due to internal pressure.

図20の組織構成において、高温で軸方向応力が作用すると、クリープ変形によって管の軸方向に伸びる変形が生じる。上記したように、粗粒域は細粒域よりもクリープ変形抵抗が低い。そのため、粗粒域は細粒域よりも大きく変形することになる。細粒域は幅が広く変形が小さい。 In the structure shown in Figure 20, when axial stress is applied at high temperatures, creep deformation occurs, causing the tube to stretch in the axial direction. As mentioned above, the coarse-grained region has a lower creep deformation resistance than the fine-grained region. Therefore, the coarse-grained region deforms more than the fine-grained region. The fine-grained region is wider and undergoes less deformation.

上記のような場合、図21に示すように、高温で軸方向応力が作用してクリープ変形後は、管外面側と管内面側の伸びの釣り合いをとろうとして管外面側は変形抵抗が低く管外面側に発生する荷重が小さくなり、その分、管内面側は変形抵抗が高く管内面側に発生する荷重が大きくなる。これによって、管内面側の軸方向応力が高くなる。一方、比較として弾性変形時の軸方向応力分布は、破線で示すように管外面側と管内面側で一定となる。 In the above case, as shown in Figure 21, after creep deformation caused by axial stress at high temperatures, the outer and inner surfaces of the tube attempt to balance their elongation, resulting in a lower deformation resistance on the outer surface and a smaller load on the outer surface, while the inner surface has a higher deformation resistance and a larger load on the inner surface. This results in a higher axial stress on the inner surface. By comparison, the axial stress distribution during elastic deformation is constant on both the outer and inner surfaces of the tube, as shown by the dashed line.

また、厚肉系の伝熱管などの管状部材は、薄肉系の管状部材に比べて必要最小肉厚tsrまでの肉厚tの尤度(肉厚t-必要最小肉厚tsr)が小さい。そのため、内圧による軸方向応力は相対的に高くなる。 In addition, tubular members such as thick-walled heat transfer tubes have a smaller likelihood of wall thickness t up to the required minimum wall thickness tsr (wall thickness t - required minimum wall thickness tsr) than thin-walled tubular members. Therefore, the axial stress due to internal pressure is relatively high.

[2]脱炭層および析出物
図22に、融合部のき裂が発生した溶接部の部分模式図を示す。
溶接部9は、溶接金属10およびHAZ11を含む。HAZ11内の異材界面F側に脱炭層33が存在する。
[2] Decarburized layer and precipitates FIG. 22 shows a partial schematic diagram of a weld where a crack has occurred in the fusion zone.
The weld 9 includes a weld metal 10 and a HAZ 11. A decarburized layer 33 is present on the dissimilar material interface F side in the HAZ 11.

脱炭層33は、溶接時の入熱により溶接金属10から溶接部9の低温部4の母材へ原子が拡散することにより生じる。融合部は、基本的に脱炭層33内に存在する。脱炭層33は、周囲の組織よりもクリープ変形抵抗が小さい。そのため、クリープ歪が蓄積しやすくなる。 The decarburized layer 33 is formed by the diffusion of atoms from the weld metal 10 to the base material of the low-temperature portion 4 of the weld 9 due to the heat input during welding. The fusion portion is basically present within the decarburized layer 33. The decarburized layer 33 has a smaller creep deformation resistance than the surrounding structure. Therefore, creep strain is more likely to accumulate.

ボイラ等の運転中、伝熱管などの管状部材は高温に曝される。これにより、溶接金属10に含まれる原子(Cr等)が溶接部9の低温部4の母材側に拡散する。その結果、脱炭層33領域内に列状の析出物36が生成される。 During operation of a boiler or the like, tubular components such as heat transfer tubes are exposed to high temperatures. This causes atoms (such as Cr) contained in the weld metal 10 to diffuse to the base metal side of the low-temperature portion 4 of the weld 9. As a result, rows of precipitates 36 are formed in the decarburized layer 33 region.

クリープ歪の蓄積は、脱炭層33内に析出した析出物36と母材との界面に原子空孔を集積しやすくする。よって、(クリープ)ボイドは脱炭層内に優先的に生成される。ボイド35の生成が進むとボイド同士が連結し、最終的に微視き裂34となる。微視き裂34が進展すると、破断に至る。 The accumulation of creep strain makes it easier for atomic vacancies to accumulate at the interface between the base material and the precipitates 36 that have formed in the decarburized layer 33. Therefore, (creep) voids are preferentially generated in the decarburized layer. As the generation of voids 35 progresses, the voids connect with each other and eventually become microcracks 34. As the microcracks 34 grow, they lead to fracture.

1 過熱器
2 蒸気ヘッダ
3 伝熱管
4 低温部
5 低温管
6 高温部
7 高温管
8 接合部
9 溶接部
10 溶接金属
11 熱影響部(HAZ)
21 CPU
22 記憶部
23 メインメモリ
24 通信部
25 入力部
26 表示部
27 バス
28 解析部
29 判定部
31 厚肉系の接合部
32 薄肉系の接合部
33 脱炭層
34 微視き裂
35 ボイド
36 析出物
Reference Signs List 1 Superheater 2 Steam header 3 Heat transfer tube 4 Low temperature section 5 Low temperature tube 6 High temperature section 7 High temperature tube 8 Joint 9 Welded section 10 Weld metal 11 Heat affected zone (HAZ)
21 CPU
22 Storage unit 23 Main memory 24 Communication unit 25 Input unit 26 Display unit 27 Bus 28 Analysis unit 29 Determination unit 31 Thick-walled joint 32 Thin-walled joint 33 Decarburized layer 34 Microcrack 35 Void 36 Precipitate

Claims (9)

異なる金属材料の部材同士が溶接接合された異材継手の溶接部の熱影響部に含まれる脱炭層に存在する融合部の損傷リスク評価方法であって、
熱影響部の組織構成に影響を及ぼす因子を含む説明変数を用いて統計解析を実施し、前記統計解析の結果に基づいて損傷発生のリスクを評価する損傷リスク評価方法。
A method for evaluating a risk of damage to a fusion zone present in a decarburized layer included in a heat-affected zone of a weld of a dissimilar metal joint in which members of different metal materials are welded together, comprising:
A damage risk assessment method comprising: performing a statistical analysis using explanatory variables including factors that affect the microstructural structure of the heat-affected zone; and assessing the risk of damage occurrence based on the results of the statistical analysis.
前記異なる金属材料の部材は、内部を流体が流通できる管状部材である請求項1に記載の損傷リスク評価方法。 The damage risk assessment method according to claim 1, wherein the component made of a different metal material is a tubular component through which a fluid can flow. 前記因子に前記部材の肉厚が含まれる請求項1または請求項2に記載の損傷リスク評価方法。 The damage risk assessment method according to claim 1 or claim 2, wherein the factors include the thickness of the component. 前記因子に前記溶接接合の溶接パス数が含まれる請求項1~3のいずれかに記載の損傷リスク評価方法。 A damage risk assessment method according to any one of claims 1 to 3, wherein the factors include the number of welding passes of the welded joint. 前記因子に溶接条件が含まれる請求項1~4のいずれかに記載の損傷リスク評価方法。 A damage risk assessment method according to any one of claims 1 to 4, wherein the factors include welding conditions. 異材継手の溶接部が複数存在するシステムの保守管理方法であって、
請求項1~5のいずれかに記載の損傷リスク評価方法により損傷発生のリスクを評価し、
評価結果に基づき検査位置を限定して検査対象を決定するシステムの保守管理方法。
A maintenance management method for a system having a plurality of welds of dissimilar material joints, comprising:
Evaluating the risk of damage occurrence by the damage risk assessment method according to any one of claims 1 to 5,
A system maintenance management method that limits inspection locations and determines inspection targets based on evaluation results.
決定した前記検査対象の前記溶接部の少なくとも一部を非破壊検査し、
前記非破壊検査の結果を、予め設定した取替基準値と比較して、取替要否を判断する請求項6に記載のシステムの保守管理方法。
non-destructively inspecting at least a portion of the welded portion of the inspection target determined;
7. The system maintenance management method according to claim 6, further comprising the step of comparing the results of said non-destructive inspection with a preset replacement reference value to determine whether or not replacement is necessary.
前記損傷発生のリスク評価および前記非破壊検査の結果を蓄積し、
蓄積により得られたデータベースに基づいて統計的に損傷発生のリスクを評価し、次の検査対象を決定する請求項7に記載のシステムの保守管理方法。
Accumulating the results of the risk assessment of damage occurrence and the non-destructive testing;
8. The system maintenance management method according to claim 7, further comprising the step of statistically evaluating the risk of damage occurrence based on the database obtained by accumulation, and determining which items to inspect next.
異なる金属材料の部材同士が溶接接合された異材継手の溶接部の熱影響部に含まれる脱炭層に存在する融合部の損傷リスクを評価するリスク評価装置であって、
熱影響部の組織構成に影響を及ぼす因子を説明変数とした統計解析を実施する解析部と、
前記解析部の解析結果に基づいて前記溶接部の損傷発生リスクを判定する判定部と、
を備えたリスク評価装置。
A risk assessment device for assessing a risk of damage to a fusion zone present in a decarburized layer included in a heat-affected zone of a weld of a dissimilar metal joint in which members of different metal materials are welded together,
an analysis unit that performs statistical analysis using factors that affect the microstructural composition of the heat-affected zone as explanatory variables;
a determination unit that determines a risk of damage occurring at the welded portion based on an analysis result of the analysis unit;
A risk assessment device comprising:
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