{"id":5303,"date":"2019-10-08T22:58:00","date_gmt":"2019-10-08T22:58:00","guid":{"rendered":"https:\/\/ja.modelondev.com\/blog\/2019\/10\/08\/hydroelectric-power-and-the-environment\/"},"modified":"2022-07-13T18:18:20","modified_gmt":"2022-07-13T18:18:20","slug":"hydroelectric-power-and-the-environment","status":"publish","type":"post","link":"https:\/\/modelon.com\/ja\/blog\/hydroelectric-power-and-the-environment\/","title":{"rendered":"\u6c34\u529b\u767a\u96fb\u30d7\u30e9\u30f3\u30c8\u3068\u74b0\u5883\u3078\u306e\u5f71\u97ff\uff1a21\u4e16\u7d00\u306b\u6301\u7d9a\u53ef\u80fd\u306a\u6c34\u529b\u767a\u96fb\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p>Hydroelectric power plants offer many advantages as a renewable source of electricity but can pose a risk to the environment if not operated correctly. When a U.S. based utility company found their hydroelectric power plant was at risk of threatening the environment due to spillage, they needed an immediate solution without disrupting traditional plant operation and operating efficiency. With the help of Modelon, engineers began an effort to retrofit the controls to manage reservoir water levels and mitigate spillage using a modern model-based control system development approach.<\/p>\n<h4>Building a Model of the Hydroelectric Plant<\/h4>\n<p>In order to build the control system, the company first needed a model of its hydroelectric plant. Using the <a href=\"https:\/\/modelon.com\/ja\/library\/hydro-power-library\/\">Modelon Hydro Power Library<\/a> (HPL) , a virtual model of the hydroelectric plant was created including the following:<\/p>\n<ul>\n<li>Intake Gate<\/li>\n<li>Flume and Spillways<\/li>\n<li>Reservoirs<\/li>\n<li>Penstock with Valve<\/li>\n<\/ul>\n<p>While HPL contained all necessary components as an out-of-the-box solution, specific components were customized to allow for more flexible and accurate modeling based on available data from the plant. With little or no flowrate data available for the plant, the model was built using the physical components in the library with adjustable coefficients as needed.<\/p>\n<h4>Intake Gate<\/h4>\n<p><span class=\"TextRun BCX0 SCXW239080592\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun BCX0 SCXW239080592\">The intake gate is modeled as a linear valve with the gate velocity as an input (<\/span><\/span><span class=\"TextRun BCX0 SCXW239080592\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun CommentStart BCX0 SCXW239080592\">Figure 1<\/span><\/span><span class=\"TextRun BCX0 SCXW239080592\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun BCX0 SCXW239080592\">). The valve is characterized based on an estimate of the gate position at maximum flow.\u00a0<\/span><\/span><\/p>\n<figure id=\"attachment_6038\" aria-describedby=\"caption-attachment-6038\" style=\"width: 400px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-6038 size-full\" src=\"https:\/\/modelon.com\/ja\/wp-content\/uploads\/sites\/3\/2022\/06\/Intake-Gate.png\" alt=\"Hydroelectric Power Plalnt: Intake Gate Model\" width=\"400\" height=\"220\" \/><figcaption id=\"caption-attachment-6038\" class=\"wp-caption-text\">Figure 1: Intake gate model<\/figcaption><\/figure>\n<h4>Flumes and Spillways<\/h4>\n<p>The upper and lower flumes as well as the spillway were modeled as reservoirs with varying elevation. A custom friction model was also implemented and integrated into the reservoir model. Since the focus of the controls development was the avoidance of spill, it was important that the flume system flowed correctly at different depths. To ensure this critical system characteristic, operator setpoint data was used for the upper flume depth as a function of flowrate. A unit test model of the upper flume was used to calibrate the roughness coefficient for the friction model.<\/p>\n<figure id=\"attachment_6034\" aria-describedby=\"caption-attachment-6034\" style=\"width: 367px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-6034 size-full\" src=\"https:\/\/modelon.com\/ja\/wp-content\/uploads\/sites\/3\/2022\/06\/Flumes-and-Spillways.jpg\" alt=\"Hydroelectric Power Plalnt: Calibration model for upper flume\" width=\"367\" height=\"226\" \/><figcaption id=\"caption-attachment-6034\" class=\"wp-caption-text\">Figure 2: Calibration model for upper flume<\/figcaption><\/figure>\n<h4>Reservoir<\/h4>\n<p>The reservoir for the basin and forebay are based on the open volume component in the Modelon HPL. However, since the reservoirs in the actual flume system were an irregular shape due to topological variations of the geography, a custom component was created for the reservoirs in the flume system.<\/p>\n<h4>Penstock with Valve<\/h4>\n<p><span class=\"TextRun BCX0 SCXW58585669\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun BCX0 SCXW58585669\">Th<\/span><\/span><span class=\"TextRun BCX0 SCXW58585669\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun BCX0 SCXW58585669\">e system model includes a dynamic model of the forebay and the penstock with a specified downstream pressure at the outlet.<\/span><\/span><span class=\"TextRun BCX0 SCXW58585669\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun BCX0 SCXW58585669\">\u00a0Based on the location of the penstock connection to the forebay,\u00a0<\/span><\/span><span class=\"TextRun BCX0 SCXW58585669\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun BCX0 SCXW58585669\">hydrostatic pressure drives the flow in the penstock.\u00a0<\/span><\/span><span class=\"TextRun BCX0 SCXW58585669\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun BCX0 SCXW58585669\">Th<\/span><\/span><span class=\"TextRun BCX0 SCXW58585669\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun BCX0 SCXW58585669\">e<\/span><\/span><span class=\"TextRun BCX0 SCXW58585669\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun BCX0 SCXW58585669\">\u00a0penstock\u00a0<\/span><\/span><span class=\"TextRun BCX0 SCXW58585669\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun BCX0 SCXW58585669\">valve is a linear\u00a0<\/span><\/span><span class=\"TextRun BCX0 SCXW58585669\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun BCX0 SCXW58585669\">valve that is character<\/span><\/span><span class=\"TextRun BCX0 SCXW58585669\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun BCX0 SCXW58585669\">ized to deliver the maximum plant flow at a flow command of 1<\/span><\/span><span class=\"TextRun BCX0 SCXW58585669\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun BCX0 SCXW58585669\">.\u00a0<\/span><\/span><\/p>\n<h4>Control System Design<\/h4>\n<p><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\">To evaluate the proposed control\u00a0<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\">algorithm<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\">,\u00a0<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"SpellingError SCXW90213335 BCX0\">Modelon<\/span><span class=\"NormalTextRun SCXW90213335 BCX0\">\u00a0<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\">designed\u00a0<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\">a control system\u00a0<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\">for integration with the plant<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\">.\u00a0<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\">\u00a0<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\">T<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\">he\u00a0<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\">penstock control\u00a0<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\">system<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\">\u00a0<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\">includ<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\">ed<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\">\u00a0the following\u00a0<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\">operating\u00a0<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\">modes<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\"> (see Figure 4)<\/span><\/span><span class=\"TextRun SCXW90213335 BCX0\" lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90213335 BCX0\">:<\/span><\/span><\/p>\n<ul>\n<li>Open-loop<\/li>\n<li>Continuous control<\/li>\n<li>Steady-state detection<\/li>\n<\/ul>\n<p>This controller allows the system to be simulated in both normal and emergency modes including a realistic specification of the driving elements for the system response, such as the maximum gate opening velocity, in a manner similar to the actual plant.<\/p>\n<figure id=\"attachment_6032\" aria-describedby=\"caption-attachment-6032\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-6032 size-600\" src=\"https:\/\/modelon.com\/ja\/wp-content\/uploads\/sites\/3\/2022\/06\/Controls-Development.jpg\" alt=\"Hydroelectric Power Plant: Control System Design\" width=\"600\" height=\"462\" \/><figcaption id=\"caption-attachment-6032\" class=\"wp-caption-text\">Figure 4: Penstock control including open loop, continuous control, and discrete control with switching<\/figcaption><\/figure>\n<h4>Control System Testing<\/h4>\n<p><span class=\"TextRun Highlight SCXW163455305 BCX0\" lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW163455305 BCX0\">To\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW163455305 BCX0\" lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW163455305 BCX0\">verify the control system, a virtual test plan was developed to prove out the physical model and calibrate the proprietary control algorithm<\/span><\/span><span class=\"TextRun Highlight SCXW163455305 BCX0\" lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW163455305 BCX0\">.\u00a0 The<\/span><\/span><span class=\"TextRun Highlight SCXW163455305 BCX0\" lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW163455305 BCX0\">\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW163455305 BCX0\" lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW163455305 BCX0\">test plan\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW163455305 BCX0\" lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW163455305 BCX0\">included\u202flevel setpoint step tests, varying oscillation tests, and max flow step tests.\u00a0<\/span><\/span><span class=\"EOP SCXW163455305 BCX0\" data-ccp-props=\"{\">\u00a0<\/span><\/p>\n<figure id=\"attachment_6061\" aria-describedby=\"caption-attachment-6061\" style=\"width: 1297px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-6061 size-full\" src=\"https:\/\/modelon.com\/ja\/wp-content\/uploads\/sites\/3\/2022\/06\/image48.gif\" alt=\"Hydroelectric Power Plant: Full System Model\" width=\"1297\" height=\"908\" \/><figcaption id=\"caption-attachment-6061\" class=\"wp-caption-text\">Figure 5: This GIF shows the system response to a large change in the input flowrate. The system is operating at a low level and then the gate is opened as fast as possible to input more flow into the system. The water level depth (shown in red) changes as the water flows through the system. Waves are visible as the system responds to the new input flow. The max height is shown in red.<\/figcaption><\/figure>\n<h4><span class=\"TextRun SCXW228854465 BCX0\" lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun CommentStart SCXW228854465 BCX0\">Control System<\/span><\/span><span class=\"TextRun SCXW228854465 BCX0\" lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW228854465 BCX0\">\u00a0Commissioning<\/span><\/span><span class=\"EOP SCXW228854465 BCX0\" data-ccp-props=\"{\">\u00a0<\/span><\/h4>\n<p>After the control system was verified using the model, the controller was commissioned on the plant. A comprehensive test plan was established to ensure signal integrity, controller response, and actuator bandwidth and response over a wide range of operating conditions. Figure 6 shows one of the results from a max flow test from the virtual validation testing conducted prior to commissioning. This test is one of the most severe for the system and showed that the control scheme was able to manage the water level and avoid spillage.<\/p>\n<figure id=\"attachment_6044\" aria-describedby=\"caption-attachment-6044\" style=\"width: 400px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-6044 size-400\" src=\"https:\/\/modelon.com\/ja\/wp-content\/uploads\/sites\/3\/2022\/06\/Step-Test-Simulation.png\" alt=\"Hydroelectric Power Plant: Max Flow Results\" width=\"400\" height=\"366\" \/><figcaption id=\"caption-attachment-6044\" class=\"wp-caption-text\">Figure 6: System response to max flow step test at high level<\/figcaption><\/figure>\n<p><span class=\"TextRun Highlight SCXW150654072 BCX0\" lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW150654072 BCX0\">Figure 7 shows results <\/span><\/span><span class=\"TextRun Highlight SCXW150654072 BCX0\" lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW150654072 BCX0\">from a\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW150654072 BCX0\" lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW150654072 BCX0\">max flow<\/span><\/span><span class=\"TextRun Highlight SCXW150654072 BCX0\" lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW150654072 BCX0\">\u00a0test during the commissioning.\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW150654072 BCX0\" lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW150654072 BCX0\">The\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW150654072 BCX0\" lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW150654072 BCX0\">commissioning data is provided at\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW150654072 BCX0\" lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW150654072 BCX0\">5-minute<\/span><\/span><span class=\"TextRun Highlight SCXW150654072 BCX0\" lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW150654072 BCX0\">\u00a0intervals, where the intake setpoint is representative of the intake system flow.\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW150654072 BCX0\" lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW150654072 BCX0\">Note that this test is not identical to the one conducted in the virtual validation as boundary conditions\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW150654072 BCX0\" lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW150654072 BCX0\">could not be controlled in\u00a0<\/span><span class=\"AdvancedProofingIssue SCXW150654072 BCX0\">exactly the same<\/span><span class=\"NormalTextRun SCXW150654072 BCX0\">\u00a0way but is close enough for qualitative comparison of the system response between the model and the actual system.<\/span><\/span><span class=\"EOP SCXW150654072 BCX0\" data-ccp-props=\"{\">\u00a0<\/span><\/p>\n<figure id=\"attachment_6042\" aria-describedby=\"caption-attachment-6042\" style=\"width: 400px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-6042 size-400\" src=\"https:\/\/modelon.com\/ja\/wp-content\/uploads\/sites\/3\/2022\/06\/Step-Test-Commisioning-Results.jpg\" alt=\"Hydroelectric Power Plant: Max Flow Result\" width=\"400\" height=\"263\" \/><figcaption id=\"caption-attachment-6042\" class=\"wp-caption-text\">Figure 7: System response to max flow step test during plant commissioning<\/figcaption><\/figure>\n<p>Tests concluded that the model-based\u202fcalibration\u202fdeveloped during analytic work was successfully validated \u2013 efficiently managing spillage risk.<\/p>\n<h4>Summary<\/h4>\n<p>With the assistance of Modelon, the U.S. based energy company successfully designed, tested, and implemented a control system that minimized the environmental impact of their hydroelectric power plant. Through this work, a few different best practices to improve future model-based controls development processes were identified:<\/p>\n<ul>\n<li>Simulating not just the overall system response but also any dynamics in the sensor system provides better input signals for the model-based calibration. This step can reduce work for a more robust virtual calibration process. Flow data is important to have when building the model as it allows verification of the system response early in the development process.<\/li>\n<li>Steady state initialization of the system model would have reduced the time spent waiting for the system to reach steady state and would simplify the extra logic in the controller to control test conditions.<\/li>\n<\/ul>\n<p>This study was published for the 2019 International Modelica Conference. Interested in reading the full paper? <a href=\"https:\/\/www.modelica.org\/events\/modelica2019\/proceedings\/html\/papers\/Modelica2019paper4A3.pdf\">Click here<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7c73\u56fd\u306e\u30e6\u30fc\u30c6\u30a3\u30ea\u30c6\u30a3\u4f01\u696d\u3068\u5171\u540c\u3067\u3001\u6c34\u529b\u767a\u96fb\u30d7\u30e9\u30f3\u30c8\u306e\u74b0\u5883\u3078\u306e\u5f71\u97ff\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u5236\u5fa1\u30b7\u30b9\u30c6\u30e0\u306e\u8a2d\u8a08\u3001\u30c6\u30b9\u30c8\u3001\u5b9f\u88c5\u306b\u6210\u529f\u3057\u305f\u65b9\u6cd5\u3092\u3054\u7d39\u4ecb\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":50,"featured_media":5310,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_relevanssi_hide_post":"","_relevanssi_hide_content":"","_relevanssi_pin_for_all":"","_relevanssi_pin_keywords":"","_relevanssi_unpin_keywords":"","_relevanssi_related_keywords":"","_relevanssi_related_include_ids":"","_relevanssi_related_exclude_ids":"","_relevanssi_related_no_append":"","_relevanssi_related_not_related":"","_relevanssi_related_posts":"","_relevanssi_noindex_reason":"","inline_featured_image":false,"editor_notices":[],"footnotes":""},"categories":[12],"tags":[41],"class_list":["post-5303","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-energy-and-process","blog_news_type-hydro-power-library"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.2 (Yoast SEO v27.2) - 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