TW201144841A - Fuel cell faulty predicting system and its establishing method - Google Patents
Fuel cell faulty predicting system and its establishing methodInfo
- Publication number
- TW201144841A TW201144841A TW099118209A TW99118209A TW201144841A TW 201144841 A TW201144841 A TW 201144841A TW 099118209 A TW099118209 A TW 099118209A TW 99118209 A TW99118209 A TW 99118209A TW 201144841 A TW201144841 A TW 201144841A
- Authority
- TW
- Taiwan
- Prior art keywords
- predicting
- fuel cell
- neural network
- faulty
- characteristic values
- Prior art date
Links
- 239000000446 fuel Substances 0.000 title abstract 3
- 238000013528 artificial neural network Methods 0.000 abstract 3
Classifications
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02E—REDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
- Y02E60/00—Enabling technologies; Technologies with a potential or indirect contribution to GHG emissions mitigation
- Y02E60/30—Hydrogen technology
- Y02E60/50—Fuel cells
Landscapes
- Fuel Cell (AREA)
Abstract
The disclosure relates to a fuel cell faulty predicting system which including many sensors, a digital signal processor (DSP), a grey-predicting module, an extension neural network module and a displayer. The sensors are applied to sense many state signals of a fuel cell system. The DSP is applied to generate a set of characteristic values based on the state signals. The grey- predicting module is applied to generate a set of predicting values based on the characteristic values. The extension neural network module is trained by many matter-element modules. The extension neural network module generates a predicted faulty condition based on the characteristic values. The displayer is applied to show out the sensing data and the predicting faulty condition.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| TW099118209A TWI395965B (en) | 2010-06-04 | 2010-06-04 | Fuel cell faulty predicting system and its establishing method |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| TW099118209A TWI395965B (en) | 2010-06-04 | 2010-06-04 | Fuel cell faulty predicting system and its establishing method |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| TW201144841A true TW201144841A (en) | 2011-12-16 |
| TWI395965B TWI395965B (en) | 2013-05-11 |
Family
ID=46765736
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| TW099118209A TWI395965B (en) | 2010-06-04 | 2010-06-04 | Fuel cell faulty predicting system and its establishing method |
Country Status (1)
| Country | Link |
|---|---|
| TW (1) | TWI395965B (en) |
Cited By (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN102967831A (en) * | 2012-09-17 | 2013-03-13 | 常州大学 | On-line detection system and detection method of lead-acid storage battery performance |
| TWI580153B (en) * | 2012-11-13 | 2017-04-21 | Battery monitoring system | |
| CN110112442A (en) * | 2018-02-01 | 2019-08-09 | 郑州宇通客车股份有限公司 | A kind of fuel cell system control method and device |
| CN112710956A (en) * | 2020-12-17 | 2021-04-27 | 四川虹微技术有限公司 | Battery management system fault detection system and method based on expert system |
| CN112816898A (en) * | 2021-01-26 | 2021-05-18 | 三一重工股份有限公司 | Battery failure prediction method and device, electronic equipment and storage medium |
| TWI757161B (en) * | 2021-04-23 | 2022-03-01 | 國立中山大學 | Method for estimating state of health of battery |
| AT524724A1 (en) * | 2021-02-08 | 2022-08-15 | Avl List Gmbh | Test procedure for virtual testing of a fuel cell |
| TWI866392B (en) * | 2023-08-15 | 2024-12-11 | 台達電子工業股份有限公司 | Anomaly detection method for energy storage system, power control system, and temperature prediction device |
Families Citing this family (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN106797039B (en) | 2014-02-19 | 2019-12-10 | 百拉得动力系统公司 | Quantification of H2 permeation in situ during PEM cell operation using neural network and EIS signal analysis |
Family Cites Families (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CA2550072C (en) * | 2003-12-18 | 2011-04-19 | Lg Chem, Ltd. | Apparatus and method for estimating state of charge of battery using neural network |
| TWI287313B (en) * | 2004-11-29 | 2007-09-21 | Lg Chemical Ltd | Method and system for battery state and parameter estimation |
| TWI279960B (en) * | 2005-01-20 | 2007-04-21 | Nat Huwei Institue Of Technolo | Variable frequency pulse charge device and method thereof |
| TW200711209A (en) * | 2005-09-15 | 2007-03-16 | Nat Huwei Inst Technology | Method of measuring optimal work frequency of battery and device thereof |
| TWI353076B (en) * | 2007-11-22 | 2011-11-21 | Nat Univ Chin Yi Technology | Method for estimating residual capacity of lead-ac |
-
2010
- 2010-06-04 TW TW099118209A patent/TWI395965B/en not_active IP Right Cessation
Cited By (12)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN102967831A (en) * | 2012-09-17 | 2013-03-13 | 常州大学 | On-line detection system and detection method of lead-acid storage battery performance |
| CN102967831B (en) * | 2012-09-17 | 2015-04-22 | 常州大学 | On-line detection system and detection method of lead-acid storage battery performance |
| TWI580153B (en) * | 2012-11-13 | 2017-04-21 | Battery monitoring system | |
| CN110112442A (en) * | 2018-02-01 | 2019-08-09 | 郑州宇通客车股份有限公司 | A kind of fuel cell system control method and device |
| CN110112442B (en) * | 2018-02-01 | 2021-03-26 | 郑州宇通客车股份有限公司 | Fuel cell system control method and device |
| CN112710956A (en) * | 2020-12-17 | 2021-04-27 | 四川虹微技术有限公司 | Battery management system fault detection system and method based on expert system |
| CN112710956B (en) * | 2020-12-17 | 2023-08-04 | 四川虹微技术有限公司 | A battery management system fault detection system and method based on expert system |
| CN112816898A (en) * | 2021-01-26 | 2021-05-18 | 三一重工股份有限公司 | Battery failure prediction method and device, electronic equipment and storage medium |
| CN112816898B (en) * | 2021-01-26 | 2022-03-01 | 三一重工股份有限公司 | Battery failure prediction method and device, electronic equipment and storage medium |
| AT524724A1 (en) * | 2021-02-08 | 2022-08-15 | Avl List Gmbh | Test procedure for virtual testing of a fuel cell |
| TWI757161B (en) * | 2021-04-23 | 2022-03-01 | 國立中山大學 | Method for estimating state of health of battery |
| TWI866392B (en) * | 2023-08-15 | 2024-12-11 | 台達電子工業股份有限公司 | Anomaly detection method for energy storage system, power control system, and temperature prediction device |
Also Published As
| Publication number | Publication date |
|---|---|
| TWI395965B (en) | 2013-05-11 |
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Legal Events
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|---|---|---|---|
| MM4A | Annulment or lapse of patent due to non-payment of fees |