富士通と富士通研究所、ものづくり分野で設計データからシミュレーション結果をリアルタイムに予測する技術を開発
- 2018年09月19日 14:00:00
- テクノロジー
- JCN Newswire
今回、シミュレーションへ入力する設計データと、出力されるシミュレーション結果をAIに学習させることで、設計候補の高精度な評価を可能とする技術を開発しました。回路設計の工程における電磁波強度の評価により、シミュレーションと開発技術の推定誤差が+/-2.9%に抑えられることを確認できました。これにより、開発技術を、設計候補を選別する工程においてシミュレーションの代替として活用できる目途が得られ、設計候補の評価に要する時間の大幅な削減が期待できます。
開発した技術は、2019年度中に電磁波解析ソリューション「FUJITSU Technical Computing Solution Poynting」(注2)の追加機能として製品化するとともに、他の業種・業務への展開を検討する予定です。
開発の背景
ものづくりの分野の設計業務では、設計候補の考案、実物の試作とその評価を繰り返して、製品の仕様を固めていきます。設計業務の中でも上流工程では、費用と時間がかかる実物の試作を行う前に、仮想的に設計候補を評価することで、試作する候補を選別するシミュレーションが不可欠となっています(図1)。しかし、緻密さが求められるものづくりの分野では、シミュレーションに高い解像度が必要なため計算量が多く、設計候補ごとに実行する場合にはその計算時間の削減が課題となっています。
課題
設計を短時間で評価するために、シミュレーションの入・出力データから学習したAIにより評価値を推定する方法が考案されています(図2)。AIは入力データの部分的な特徴に基づいて学習を行いますが、ものづくり分野では、部分的な特徴よりも設計形状の全体像の方が評価値に大きく影響するため、実際のものづくり現場へ適用するためには、十分な精度が得られていませんでした。
開発した技術
設計候補をリアルタイムに評価するために、新たなAIの学習技術を開発しました。本技術では、以下の特徴により、学習データが十分に取得できない場合にも高精度な評価を実現します。
1. 物理法則にもとづくAI学習技術:
設計データから物理法則に基づく近似モデルにより求めた推定値を学習データとし、シミュレーションに基づく厳密なモデルで算出した性能予測値を正解データとしてAIに学習させる技術を開発しました。本技術では、近似モデルでの推定値として設計形状の全体像が反映された学習データを使用することで、性能予測値の推定を容易にし、設計データそのもので学習するよりも、少ない学習データでの高精度なAIの構築が可能になります。
2. 学習用シミュレーションデータ拡張技術:
一般的に、高精度のAIの学習では数十万以上におよぶ大量の学習データを必要とします。今回、シミュレーションの入・出力データをもとに、新たに学習用のデータを生成することで、学習データの不足を補う技術を開発しました。本技術では、AI学習の過程において、入力データの特徴の中で出力への寄与が小さくなる特徴を検出し、それらの特徴について入力をランダム化することで、新たな学習用データを生成します。これにより、学習用のデータが十分に収集できない場合においても、効果的な学習を可能とする学習データの拡張が可能となります。
効果
回路設計の工程で、回路から10m離れた場所での電磁波強度を推定する実験において、従来のDeep Learningを用いて672データで学習した場合に推定誤差が+/-16%となるのに対して、開発技術によって学習した場合に推定誤差が+/-2.9%と大幅に軽減できることを確認しました。(図3)
これにより、設計業務における設計候補の絞り込みにシミュレーションの代替として活用できる目途が得られたため、開発技術を活用することで、シミュレーションの工程の短縮に期待ができます。
今後
2019年度中に電磁波解析ソリューション「FUJITSU Technical Computing Solution Poynting」の追加機能として製品化の予定です。さらに、開発技術の実証を進め、様々な業種・業務への展開を検討する予定です。
本リリースの詳細は下記URLをご参照ください。
http://pr.fujitsu.com/jp/news/2018/09/19-4.html
概要:富士通株式会社
詳細は http://jp.fujitsu.com/ をご覧ください。
Copyright 2018 JCN Newswire. All rights reserved. www.jcnnewswire.com
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File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 248
Function: callBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 184
Function: callBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 186
Function: process
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 156
Function: process
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/fbdaa42e51518f8881faeabdc1199f6dd175d1ce_0.file.base_index_layout.tpl.php
Line: 88
Function: instanceBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3cb92fa0_94546305
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 116
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/597cefa22c7600eaa32b117569a9685c70819274_0.file.show.tpl.php
Line: 71
Function: endChild
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_671b089d2e5dc3_21870328
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_templatebase.php
Line: 238
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_templatebase.php
Line: 116
Function: _execute
File: /www/wwwroot/homev2.kingsoft.jp/application/libraries/SmartyLibrary.php
Line: 45
Function: fetch
File: /www/wwwroot/homev2.kingsoft.jp/application/controllers/ArticleController.php
Line: 32
Function: view
File: /www/wwwroot/homev2.kingsoft.jp/public/index.php
Line: 292
Function: require_once
A PHP Error was encountered
Severity: Notice
Message: Undefined offset: 1
Filename: smarty/08d1cc69876d91563afb9c1f4d21cc8b7b96caa4_0.file.tips.tpl.php
Line Number: 41
Backtrace:
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/08d1cc69876d91563afb9c1f4d21cc8b7b96caa4_0.file.tips.tpl.php
Line: 41
Function: _error_handler
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3d14aa11_83151422
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/d064ec4523cd2f49c67136b7b84705846d19c90b_0.file.side.tpl.php
Line: 43
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b47775ef5_14228348
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/597cefa22c7600eaa32b117569a9685c70819274_0.file.show.tpl.php
Line: 417
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 248
Function: callBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 184
Function: callBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 186
Function: process
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 156
Function: process
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/fbdaa42e51518f8881faeabdc1199f6dd175d1ce_0.file.base_index_layout.tpl.php
Line: 88
Function: instanceBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3cb92fa0_94546305
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 116
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/597cefa22c7600eaa32b117569a9685c70819274_0.file.show.tpl.php
Line: 71
Function: endChild
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_671b089d2e5dc3_21870328
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_templatebase.php
Line: 238
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_templatebase.php
Line: 116
Function: _execute
File: /www/wwwroot/homev2.kingsoft.jp/application/libraries/SmartyLibrary.php
Line: 45
Function: fetch
File: /www/wwwroot/homev2.kingsoft.jp/application/controllers/ArticleController.php
Line: 32
Function: view
File: /www/wwwroot/homev2.kingsoft.jp/public/index.php
Line: 292
Function: require_once
A PHP Error was encountered
Severity: Notice
Message: Trying to access array offset on value of type null
Filename: smarty/49292b3df7e5bd60f7381ff16c5ca4532cf9476f_0.file.card.tpl.php
Line Number: 24
Backtrace:
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/49292b3df7e5bd60f7381ff16c5ca4532cf9476f_0.file.card.tpl.php
Line: 24
Function: _error_handler
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3d136f97_11902452
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 384
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/08d1cc69876d91563afb9c1f4d21cc8b7b96caa4_0.file.tips.tpl.php
Line: 41
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3d14aa11_83151422
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/d064ec4523cd2f49c67136b7b84705846d19c90b_0.file.side.tpl.php
Line: 43
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b47775ef5_14228348
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/597cefa22c7600eaa32b117569a9685c70819274_0.file.show.tpl.php
Line: 417
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 248
Function: callBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 184
Function: callBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 186
Function: process
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 156
Function: process
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/fbdaa42e51518f8881faeabdc1199f6dd175d1ce_0.file.base_index_layout.tpl.php
Line: 88
Function: instanceBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3cb92fa0_94546305
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 116
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/597cefa22c7600eaa32b117569a9685c70819274_0.file.show.tpl.php
Line: 71
Function: endChild
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_671b089d2e5dc3_21870328
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_templatebase.php
Line: 238
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_templatebase.php
Line: 116
Function: _execute
File: /www/wwwroot/homev2.kingsoft.jp/application/libraries/SmartyLibrary.php
Line: 45
Function: fetch
File: /www/wwwroot/homev2.kingsoft.jp/application/controllers/ArticleController.php
Line: 32
Function: view
File: /www/wwwroot/homev2.kingsoft.jp/public/index.php
Line: 292
Function: require_once
A PHP Error was encountered
Severity: Notice
Message: Trying to access array offset on value of type null
Filename: smarty/49292b3df7e5bd60f7381ff16c5ca4532cf9476f_0.file.card.tpl.php
Line Number: 29
Backtrace:
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/49292b3df7e5bd60f7381ff16c5ca4532cf9476f_0.file.card.tpl.php
Line: 29
Function: _error_handler
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3d136f97_11902452
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 384
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/08d1cc69876d91563afb9c1f4d21cc8b7b96caa4_0.file.tips.tpl.php
Line: 41
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3d14aa11_83151422
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/d064ec4523cd2f49c67136b7b84705846d19c90b_0.file.side.tpl.php
Line: 43
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b47775ef5_14228348
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/597cefa22c7600eaa32b117569a9685c70819274_0.file.show.tpl.php
Line: 417
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 248
Function: callBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 184
Function: callBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 186
Function: process
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 156
Function: process
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/fbdaa42e51518f8881faeabdc1199f6dd175d1ce_0.file.base_index_layout.tpl.php
Line: 88
Function: instanceBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3cb92fa0_94546305
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 116
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/597cefa22c7600eaa32b117569a9685c70819274_0.file.show.tpl.php
Line: 71
Function: endChild
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_671b089d2e5dc3_21870328
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_templatebase.php
Line: 238
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_templatebase.php
Line: 116
Function: _execute
File: /www/wwwroot/homev2.kingsoft.jp/application/libraries/SmartyLibrary.php
Line: 45
Function: fetch
File: /www/wwwroot/homev2.kingsoft.jp/application/controllers/ArticleController.php
Line: 32
Function: view
File: /www/wwwroot/homev2.kingsoft.jp/public/index.php
Line: 292
Function: require_once
A PHP Error was encountered
Severity: Notice
Message: Undefined offset: 2
Filename: smarty/08d1cc69876d91563afb9c1f4d21cc8b7b96caa4_0.file.tips.tpl.php
Line Number: 41
Backtrace:
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/08d1cc69876d91563afb9c1f4d21cc8b7b96caa4_0.file.tips.tpl.php
Line: 41
Function: _error_handler
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3d14aa11_83151422
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/d064ec4523cd2f49c67136b7b84705846d19c90b_0.file.side.tpl.php
Line: 43
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b47775ef5_14228348
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/597cefa22c7600eaa32b117569a9685c70819274_0.file.show.tpl.php
Line: 417
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 248
Function: callBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 184
Function: callBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 186
Function: process
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 156
Function: process
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/fbdaa42e51518f8881faeabdc1199f6dd175d1ce_0.file.base_index_layout.tpl.php
Line: 88
Function: instanceBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3cb92fa0_94546305
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
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Function: _subTemplateRender
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Function: fetch
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Function: require_once
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Backtrace:
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Function: _error_handler
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Function: content_66f26b3d136f97_11902452
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Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
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Function: render
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Function: getRenderedTemplateCode
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Function: getRenderedTemplateCode
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Function: render
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Function: callBlock
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Function: callBlock
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Function: process
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Function: process
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Function: getRenderedTemplateCode
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Function: render
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Function: _subTemplateRender
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Function: content_671b089d2e5dc3_21870328
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Function: getRenderedTemplateCode
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Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_templatebase.php
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Function: render
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Function: _execute
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Function: fetch
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Line Number: 29
Backtrace:
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Line: 29
Function: _error_handler
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Function: content_66f26b3d136f97_11902452
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
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Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 384
Function: render
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Function: _subTemplateRender
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Function: content_66f26b3d14aa11_83151422
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
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Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
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Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
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Function: render
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Function: _subTemplateRender
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Function: content_66f26b47775ef5_14228348
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
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Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
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File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/597cefa22c7600eaa32b117569a9685c70819274_0.file.show.tpl.php
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Function: _subTemplateRender
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Function: callBlock
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Function: callBlock
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Function: process
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Function: process
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Function: instanceBlock
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Function: content_66f26b3cb92fa0_94546305
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Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
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Function: render
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Function: _subTemplateRender
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Function: endChild
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Function: content_671b089d2e5dc3_21870328
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
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Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
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Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_templatebase.php
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Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_templatebase.php
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Function: _execute
File: /www/wwwroot/homev2.kingsoft.jp/application/libraries/SmartyLibrary.php
Line: 45
Function: fetch
File: /www/wwwroot/homev2.kingsoft.jp/application/controllers/ArticleController.php
Line: 32
Function: view
File: /www/wwwroot/homev2.kingsoft.jp/public/index.php
Line: 292
Function: require_once
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