{"id":808,"date":"2023-10-18T17:02:49","date_gmt":"2023-10-18T21:02:49","guid":{"rendered":"https:\/\/pressbooks.bccampus.ca\/eweguide\/?post_type=chapter&#038;p=808"},"modified":"2024-05-30T13:53:36","modified_gmt":"2024-05-30T17:53:36","slug":"biomass-emitter","status":"publish","type":"chapter","link":"https:\/\/pressbooks.bccampus.ca\/eweguide\/chapter\/biomass-emitter\/","title":{"raw":"Biomass Emitter","rendered":"Biomass Emitter"},"content":{"raw":"<img class=\"aligncenter wp-image-813 size-full\" src=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-13.png\" alt=\"\" width=\"806\" height=\"754\" \/>\r\n<h1>How Does it Work<\/h1>\r\nDedicated models of Marine Protected Areas (MPAs) can only be used to adequately represent the local effects of MPAs, as these models are created at sufficient spatial scales to allow species to thrive and disperse within the MPA. Coarser models do not have the cell resolution needed to reflect these dynamics, which has been a limiting factor to deciding on spatial scales of EwE models.\r\n\r\nThe Biomass Emitter is a lightweight plug\u2010in to the Ecopath with Ecosim food web modelling desktop software, intended to incorporate MPA biomass effects into models with insufficient spatial resolution to properly calculate the workings of the MPAs.\r\n\r\nThe Biomass Emitter's plug\u2010in provides two pathways to incorporate fine\u2010scale dynamics into larger models:\r\n<ol>\r\n \t<li>from finer\u2010scaled models where MPAs are explicitly modelled, or<\/li>\r\n \t<li>from empirical rules that emulate the workings of the MPAs in absence of detailed MPA models.<\/li>\r\n<\/ol>\r\nWe describe each of these options in the following.\r\n<h2>Using Detailed Models<\/h2>\r\n[caption id=\"attachment_815\" align=\"aligncenter\" width=\"906\"]<img class=\"wp-image-815 size-full\" src=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-14.png\" alt=\"\" width=\"906\" height=\"449\" \/> <strong>Figure 1 <\/strong>- The Biomass Emitter plug\u2010in transfers biomass trends from regions in fine\u2010scaled models to those same regions in coarse\u2010scaled models. This enables regional models to integrate local predictions. The emitter can apply relative biomass trends (as depicted above) or absolute biomass trends.[\/caption]\r\n\r\nTo the transfer biomass effects of local features, obtained from dedicated fine\u2010scale spatial models, the emitter uses time series of biomass effects for selected functional groups (Figure 1). These time series capture either relative or absolute change in biomass within the area of an MPA as computed by a dedicated MPA model:\r\n<ol>\r\n \t<li>Relative biomass trends for use in the Biomass Emitter are calculated as follows,<\/li>\r\n<\/ol>\r\n[latex]\\Delta B_t = {\\bar{B}_t^1}\/{\\bar{B}_t^o} \\tag{1} \\label{eq1}[\/latex]\r\n\r\nwhere \u2206\ud835\udc35t is the relative change in biomass within an MPA area at time step t; [latex]\\bar{B}_t^1[\/latex] is the mean biomass of this group within the same MPA area at time step t extracted from an Ecospace where the MPA was active; and [latex]\\bar{B}_t^o[\/latex] is the mean biomass of the same group within the same MPA area at time step t extracted where the MPA was not enforcing any fishing limitations.\r\n<ol start=\"2\">\r\n \t<li>Absolute biomass trends can be obtained directly from regional average\u2010saved data.<\/li>\r\n<\/ol>\r\nThe biomass trends needed to parameterize the Biomass Emitter can be calculated from Region Averaged CSV files, a data format natively produced by the EwE software, through a utility included with the Biomass Emitter plug\u2010in (see below). Emission files have the following layout:\r\n<table class=\"aligncenter\" style=\"font-weight: 400;height: 90px\">\r\n<tbody>\r\n<tr style=\"height: 15px\">\r\n<td style=\"height: 15px;width: 236.222px\">group<\/td>\r\n<td style=\"height: 15px;width: 65.7528px\">1<\/td>\r\n<td style=\"height: 15px;width: 65.7528px\">1<\/td>\r\n<td style=\"height: 15px;width: 66.8324px\">1<\/td>\r\n<td style=\"height: 15px;width: 80.6676px\">\u2026<\/td>\r\n<\/tr>\r\n<tr style=\"height: 15px\">\r\n<td style=\"height: 15px;width: 236.222px\">target<\/td>\r\n<td style=\"height: 15px;width: 65.7528px\">1<\/td>\r\n<td style=\"height: 15px;width: 65.7528px\">2<\/td>\r\n<td style=\"height: 15px;width: 66.8324px\">3<\/td>\r\n<td style=\"height: 15px;width: 80.6676px\">\u2026<\/td>\r\n<\/tr>\r\n<tr style=\"height: 15px\">\r\n<td style=\"height: 15px;width: 236.222px\">2015\u201001<\/td>\r\n<td style=\"height: 15px;width: 65.7528px\">2<\/td>\r\n<td style=\"height: 15px;width: 65.7528px\"><\/td>\r\n<td style=\"height: 15px;width: 66.8324px\"><\/td>\r\n<td style=\"height: 15px;width: 80.6676px\"><\/td>\r\n<\/tr>\r\n<tr style=\"height: 15px\">\r\n<td style=\"height: 15px;width: 236.222px\">2018\u201001<\/td>\r\n<td style=\"height: 15px;width: 65.7528px\"><\/td>\r\n<td style=\"height: 15px;width: 65.7528px\">2<\/td>\r\n<td style=\"height: 15px;width: 66.8324px\"><\/td>\r\n<td style=\"height: 15px;width: 80.6676px\"><\/td>\r\n<\/tr>\r\n<tr style=\"height: 15px\">\r\n<td style=\"height: 15px;width: 236.222px\">2020\u201001<\/td>\r\n<td style=\"height: 15px;width: 65.7528px\"><\/td>\r\n<td style=\"height: 15px;width: 65.7528px\"><\/td>\r\n<td style=\"height: 15px;width: 66.8324px\">2<\/td>\r\n<td style=\"height: 15px;width: 80.6676px\"><\/td>\r\n<\/tr>\r\n<tr style=\"height: 15px\">\r\n<td style=\"height: 15px;width: 236.222px\">\u2026<\/td>\r\n<td style=\"height: 15px;width: 65.7528px\"><\/td>\r\n<td style=\"height: 15px;width: 65.7528px\"><\/td>\r\n<td style=\"height: 15px;width: 66.8324px\"><\/td>\r\n<td style=\"height: 15px;width: 80.6676px\"><\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"width: 236.222px\" colspan=\"5\"><strong>Table 1<\/strong>\u00a0\u2010 an example of a biomass emission data file<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\nEach column identifies biomass fluctuations for a single group and target area over time, where the target area can identify either a region number or the sequential index of an MPA in the coarse scale model where the data is applied. Time is entered in absolute terms as \u2018year\u2010month\u2019, and similar to Ecosim time series, emission values are allowed to be missing. When Ecospace runs, for every time step that a biomass emission value is defined, biomasses of the target group in all cells that fall within the target area will be multiplied by (relative), set to (absolute) or increased by (additive) the emission value.\r\n<h2>Using Emission Rules<\/h2>\r\nWhen local MPA models are not available, and biomass trends thus cannot be obtained from localscale dedicated MPA models, the Biomass Emitter offers the ability to include biomass effects of the fine\u2010scaled MPAs as follows:<a id=\"BiomassEmitter2\"><\/a>\r\n<p style=\"text-align: center\">[latex]\\Delta B_t = 1 + m \\cdot min(1, max(0,\\frac{9-n}{5})) \\tag{2}\\label{eq2}[\/latex]<\/p>\r\nwhere \u2206\ud835\udc35 is the relative change in pool biomass at time step t; m is the maximum biomass effect that the MPA can achieve based on the MPA protection category as defined by e Costa et al. [footnote]B\u00e1rbara Horta e Costa, Joachim Claudet, Gustavo Franco, Karim Erzini, Anthony Caro, Emanuel J. Gon\u00e7alves. 2016. A regulation-based classification system for Marine Protected Areas (MPAs), Marine Policy 72: \u00a0192-198, <a href=\"https:\/\/doi.org\/10.1016\/j.marpol.2016.06.021\">https:\/\/doi.org\/10.1016\/j.marpol.2016.06.021<\/a>[\/footnote]; n is the cluster size (e.g., the number of connected target cells) of the target MPA. The cluster size correction dampens the emission effect when the MPA cluster increases in size, accounting for the fact that Ecospace requires at least 9 cells to mathematically represent the workings of an MPA. The max cluster size assumption is rather crude, and may need refining in the future. The maximum biomass effect m defaults to 5% biomass increase for fully protected areas, 3% biomass increase for highly protected areas, and 1% biomass increase for moderately protected areas, per month. Values of m can be customized.\r\n<h1>Using the Biomass Emitter<\/h1>\r\n<h2>Settings Page<\/h2>\r\nOnce the Biomass Emitter plug\u2010in is installed, it can be launched from Navigator &gt; Ecospace &gt; Input &gt; Biomass emitters. This brings up main settings page of the plug\u2010in (Figure 2):\r\n\r\n[caption id=\"attachment_816\" align=\"aligncenter\" width=\"820\"]<img class=\"wp-image-816 size-full\" src=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-1.jpg\" alt=\"\" width=\"820\" height=\"599\" \/> <strong>Figure 2 <\/strong>-\u00a0 Biomass Emitter's main settings interface.[\/caption]\r\n\r\nThe settings page is where the biomass emitter is enabled or disabled, where to check for possible conflicts, and where one can enter custom values of m <a href=\"#BiomassEmitter2\">(2)<\/a> for different categories of protection. Custom values of m are stored with the system\u2010wide settings for EwE.\r\n<h2>Using Emission Time Series<\/h2>\r\nThis emission time series configuration page shows all controls for loading (open folder symbol), unloading (Reset), and generating (magic wand) model\u2010derived biomass emission time series (Figure 3). Loaded biomass emission time series can be applied to target Ecospace Regions, MPA or Habitats, and can be applied as relative (e.g., multiplied onto per\u2010cell biomasses), absolute (e.g., overwriting per\u2010cell biomasses) or additional (e.g., adding to per\u2010cell biomasses).\r\n\r\n&nbsp;\r\n\r\n[caption id=\"attachment_817\" align=\"aligncenter\" width=\"820\"]<img class=\"wp-image-817 size-full\" src=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-2.jpg\" alt=\"\" width=\"820\" height=\"599\" \/> <strong>Figure 3 <\/strong>- Emission time series configuration page[\/caption]\r\n\r\nFor all loaded time series, the interface shows whether target group and area index are valid for the currently loaded Ecospace scenario, how many emission values fall within the current Ecospace run, and which emission time series are enabled. Emission time series data points are matched by absolute dates. Biomass emissions can be applied per time step, presuming that the Ecospace time step size is left at monthly defaults.\r\n\r\nThe buttons labelled None, All, and Fished are used to quickly enable or disable emission time series. Note that the fished option functions differently depending on the type of area the time series emissions will be applied to. When applying time series to regions or habitats, the fished option will enable all emission time series for fished groups.\r\n<ul>\r\n \t<li>When applying emission time series to MPAs, the fished option will enable only those time series that apply to groups that are fished by at least one fleet that is restricted by the indicated MPA.<\/li>\r\n \t<li>When applying time series to habitats, the emission amount is scaled to the habitat cell area coverage [0,1].<\/li>\r\n<\/ul>\r\n<h2>Using Emission Rules<\/h2>\r\nThe emission rules page requires users to specify, for each MPA in the loaded Ecospace scenario, the level of enforcement and whether a biomass emission rule needs to be applied to that MPA (Figure 4). The assigned enforcement level effectively selects one of the pre\u2010defined m values for use in equation 2. Just like time series\u2010based emissions, emission rules are applied at every time step.\r\n\r\n[caption id=\"attachment_818\" align=\"aligncenter\" width=\"820\"]<img class=\"wp-image-818 size-full\" src=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-3.jpg\" alt=\"\" width=\"820\" height=\"599\" \/> <strong>Figure 4<\/strong> - Rule\u2010based emission configuration page.[\/caption]\r\n\r\nNote that rule\u2010based emissions are applied to MPA cells only, and within each MPA, only to those species that are being caught or discarded by fleets prohibited from fishing at the specific time step.\r\n<h1>Generating Biomass Emission Time Series CSV Files<\/h1>\r\nBiomass emission time series CSV files can be created by hand, or can be generated from regional average CSV files that Ecospace can auto\u2010save on demand with a utility provided with the Biomass\r\n\r\nEmitter plug\u2010in according to the following workflow:\r\n<ol>\r\n \t<li>In EwE, load the model for the dedicated MPA, load Ecospace, and enable auto\u2010saving of Region Averaged CSV files;<\/li>\r\n \t<li>Define regions for every MPA in the Ecospace model (Menu &gt; Ecospace &gt; Define Regions);<\/li>\r\n \t<li>Run Ecospace with protection measures ENABLED (e.g., all relevant MPAs are configured to enforce some kind of protection scheme onto at least one fleet in the model for at least one month of the year);<\/li>\r\n \t<li>If you wish to generate Relative Biomass Emission time series, continue with step 5. If you wish to generate Absolute Biomass Emission time series, skip to step 8;<\/li>\r\n \t<li>Change the Region Averages folder name so that it starts or ends with \u201cafter\u201d (e.g., Subregional_01667dd_region_averages_after);<\/li>\r\n \t<li>Disable all MPAs, and run Ecospace with protection measures DISABLED;<\/li>\r\n \t<li>Change the Region Averages folder name so that it starts or ends with \u201cbefore\u201d (e.g., Subregional_01667dd_region_averages_before);<\/li>\r\n \t<li>In EwE, load the model where emissions need to be sent to. Load Ecospace, and launch the Biomass Emitter Time Series Builder (either by clicking in the Biomass Emitter plug\u2010in settings page, or by selecting EwE &gt; Menu &gt; Tools &gt; Biomass Emitter Time Series Builder). This brings up a form as shown in Figure 5;<\/li>\r\n<\/ol>\r\n[caption id=\"attachment_821\" align=\"aligncenter\" width=\"371\"]<img class=\"wp-image-821\" src=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-5.jpg\" alt=\"\" width=\"371\" height=\"381\" \/> <strong>Figure 5<\/strong> \u2010 Biomass Emitters time series builder interface for generating relative (left or top) or absolute (right or bottom) time series.[\/caption]\r\n<ol start=\"9\">\r\n \t<li>Drop the single region averages folder for creating Absolute Biomass Emission time series, or both the \u201cbefore\u201d and \u201cafter\u201d folders for creating Relative Biomass Emission time series, onto the target area in the time series builder utility;<\/li>\r\n \t<li>Select which target area the emissions need to be sent to. This can be either a region number or the sequential number of an MPA;<\/li>\r\n \t<li>Select an output folder and file name, and click Save.<\/li>\r\n<\/ol>\r\nWhen dropping the folders with region averaged CSV files, the time series builder performs a number of checks:\r\n<ul>\r\n \t<li>Only monthly averaged biomass files for specific regions are processed (e.g., files with names such as \u201cEcospace_Average_Region_*_Biomass.csv\u201d. Files for annual averages, files not specific to a region, and non\u2010biomass averages are ignored;<\/li>\r\n \t<li>Group names from the fine MPA model (as written into the column headers in the region average biomass CSV files) are resolved to groups with the same name in the coarser model for which the emission time series are being created. Group name checks are not case sensitive, but spelling must be identical;<\/li>\r\n \t<li>For relative time series, both before and after folders are checked if they contain averages for the same regions. Only then can relative time series be computed.<\/li>\r\n<\/ul>\r\nFigure 6 shows the biomass emitter time series builder, ready to generate relative biomass emission time series, where source regions are mapped to desired target emission regions.\r\n\r\n[caption id=\"attachment_823\" align=\"aligncenter\" width=\"635\"]<img class=\"wp-image-823 size-full\" src=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-16.png\" alt=\"\" width=\"635\" height=\"654\" \/> <strong>Figure 6 <\/strong>- Biomass emitter time series builder interface, ready to create a relative time series file where source data from region 1 in the original MPA model will be mapped to region or mpa 7 in the target model, and data from region 2 to target region 8.[\/caption]\r\n\r\n<div>\r\n\r\nNote that the EwE status panel shows a history of generated emission time series files.\r\n\r\nAlso note that when the biomass emitter time series builder is launched from the EwE menu, it will act as a stand\u2010alone utility used for generating any number of emission time series files for a EwE model in general. When launched from the biomass emitter plug\u2010in, the time series builder will launch to deliver one specific emission file that can be directly integrated into the emitter plug\u2010in.\r\n<h1>References<\/h1>\r\nThe biomass emitter was built under 2015\u20102019 DG Mare funded project SafeNet: Sustainable fisheries in EU Mediterranean waters through network of Marine Protected Areas.\r\n\r\n<\/div>","rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-813 size-full\" src=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-13.png\" alt=\"\" width=\"806\" height=\"754\" srcset=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-13.png 806w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-13-300x281.png 300w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-13-768x718.png 768w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-13-65x61.png 65w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-13-225x210.png 225w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-13-350x327.png 350w\" sizes=\"auto, (max-width: 806px) 100vw, 806px\" \/><\/p>\n<h1>How Does it Work<\/h1>\n<p>Dedicated models of Marine Protected Areas (MPAs) can only be used to adequately represent the local effects of MPAs, as these models are created at sufficient spatial scales to allow species to thrive and disperse within the MPA. Coarser models do not have the cell resolution needed to reflect these dynamics, which has been a limiting factor to deciding on spatial scales of EwE models.<\/p>\n<p>The Biomass Emitter is a lightweight plug\u2010in to the Ecopath with Ecosim food web modelling desktop software, intended to incorporate MPA biomass effects into models with insufficient spatial resolution to properly calculate the workings of the MPAs.<\/p>\n<p>The Biomass Emitter&#8217;s plug\u2010in provides two pathways to incorporate fine\u2010scale dynamics into larger models:<\/p>\n<ol>\n<li>from finer\u2010scaled models where MPAs are explicitly modelled, or<\/li>\n<li>from empirical rules that emulate the workings of the MPAs in absence of detailed MPA models.<\/li>\n<\/ol>\n<p>We describe each of these options in the following.<\/p>\n<h2>Using Detailed Models<\/h2>\n<figure id=\"attachment_815\" aria-describedby=\"caption-attachment-815\" style=\"width: 906px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-815 size-full\" src=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-14.png\" alt=\"\" width=\"906\" height=\"449\" srcset=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-14.png 906w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-14-300x149.png 300w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-14-768x381.png 768w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-14-65x32.png 65w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-14-225x112.png 225w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-14-350x173.png 350w\" sizes=\"auto, (max-width: 906px) 100vw, 906px\" \/><figcaption id=\"caption-attachment-815\" class=\"wp-caption-text\"><strong>Figure 1 <\/strong>&#8211; The Biomass Emitter plug\u2010in transfers biomass trends from regions in fine\u2010scaled models to those same regions in coarse\u2010scaled models. This enables regional models to integrate local predictions. The emitter can apply relative biomass trends (as depicted above) or absolute biomass trends.<\/figcaption><\/figure>\n<p>To the transfer biomass effects of local features, obtained from dedicated fine\u2010scale spatial models, the emitter uses time series of biomass effects for selected functional groups (Figure 1). These time series capture either relative or absolute change in biomass within the area of an MPA as computed by a dedicated MPA model:<\/p>\n<ol>\n<li>Relative biomass trends for use in the Biomass Emitter are calculated as follows,<\/li>\n<\/ol>\n<p>[latex]\\Delta B_t = {\\bar{B}_t^1}\/{\\bar{B}_t^o} \\tag{1} \\label{eq1}[\/latex]<\/p>\n<p>where \u2206\ud835\udc35t is the relative change in biomass within an MPA area at time step t; [latex]\\bar{B}_t^1[\/latex] is the mean biomass of this group within the same MPA area at time step t extracted from an Ecospace where the MPA was active; and [latex]\\bar{B}_t^o[\/latex] is the mean biomass of the same group within the same MPA area at time step t extracted where the MPA was not enforcing any fishing limitations.<\/p>\n<ol start=\"2\">\n<li>Absolute biomass trends can be obtained directly from regional average\u2010saved data.<\/li>\n<\/ol>\n<p>The biomass trends needed to parameterize the Biomass Emitter can be calculated from Region Averaged CSV files, a data format natively produced by the EwE software, through a utility included with the Biomass Emitter plug\u2010in (see below). Emission files have the following layout:<\/p>\n<table class=\"aligncenter\" style=\"font-weight: 400;height: 90px\">\n<tbody>\n<tr style=\"height: 15px\">\n<td style=\"height: 15px;width: 236.222px\">group<\/td>\n<td style=\"height: 15px;width: 65.7528px\">1<\/td>\n<td style=\"height: 15px;width: 65.7528px\">1<\/td>\n<td style=\"height: 15px;width: 66.8324px\">1<\/td>\n<td style=\"height: 15px;width: 80.6676px\">\u2026<\/td>\n<\/tr>\n<tr style=\"height: 15px\">\n<td style=\"height: 15px;width: 236.222px\">target<\/td>\n<td style=\"height: 15px;width: 65.7528px\">1<\/td>\n<td style=\"height: 15px;width: 65.7528px\">2<\/td>\n<td style=\"height: 15px;width: 66.8324px\">3<\/td>\n<td style=\"height: 15px;width: 80.6676px\">\u2026<\/td>\n<\/tr>\n<tr style=\"height: 15px\">\n<td style=\"height: 15px;width: 236.222px\">2015\u201001<\/td>\n<td style=\"height: 15px;width: 65.7528px\">2<\/td>\n<td style=\"height: 15px;width: 65.7528px\"><\/td>\n<td style=\"height: 15px;width: 66.8324px\"><\/td>\n<td style=\"height: 15px;width: 80.6676px\"><\/td>\n<\/tr>\n<tr style=\"height: 15px\">\n<td style=\"height: 15px;width: 236.222px\">2018\u201001<\/td>\n<td style=\"height: 15px;width: 65.7528px\"><\/td>\n<td style=\"height: 15px;width: 65.7528px\">2<\/td>\n<td style=\"height: 15px;width: 66.8324px\"><\/td>\n<td style=\"height: 15px;width: 80.6676px\"><\/td>\n<\/tr>\n<tr style=\"height: 15px\">\n<td style=\"height: 15px;width: 236.222px\">2020\u201001<\/td>\n<td style=\"height: 15px;width: 65.7528px\"><\/td>\n<td style=\"height: 15px;width: 65.7528px\"><\/td>\n<td style=\"height: 15px;width: 66.8324px\">2<\/td>\n<td style=\"height: 15px;width: 80.6676px\"><\/td>\n<\/tr>\n<tr style=\"height: 15px\">\n<td style=\"height: 15px;width: 236.222px\">\u2026<\/td>\n<td style=\"height: 15px;width: 65.7528px\"><\/td>\n<td style=\"height: 15px;width: 65.7528px\"><\/td>\n<td style=\"height: 15px;width: 66.8324px\"><\/td>\n<td style=\"height: 15px;width: 80.6676px\"><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 236.222px\" colspan=\"5\"><strong>Table 1<\/strong>\u00a0\u2010 an example of a biomass emission data file<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Each column identifies biomass fluctuations for a single group and target area over time, where the target area can identify either a region number or the sequential index of an MPA in the coarse scale model where the data is applied. Time is entered in absolute terms as \u2018year\u2010month\u2019, and similar to Ecosim time series, emission values are allowed to be missing. When Ecospace runs, for every time step that a biomass emission value is defined, biomasses of the target group in all cells that fall within the target area will be multiplied by (relative), set to (absolute) or increased by (additive) the emission value.<\/p>\n<h2>Using Emission Rules<\/h2>\n<p>When local MPA models are not available, and biomass trends thus cannot be obtained from localscale dedicated MPA models, the Biomass Emitter offers the ability to include biomass effects of the fine\u2010scaled MPAs as follows:<a id=\"BiomassEmitter2\"><\/a><\/p>\n<p style=\"text-align: center\">[latex]\\Delta B_t = 1 + m \\cdot min(1, max(0,\\frac{9-n}{5})) \\tag{2}\\label{eq2}[\/latex]<\/p>\n<p>where \u2206\ud835\udc35 is the relative change in pool biomass at time step t; m is the maximum biomass effect that the MPA can achieve based on the MPA protection category as defined by e Costa et al. <a class=\"footnote\" title=\"B\u00e1rbara Horta e Costa, Joachim Claudet, Gustavo Franco, Karim Erzini, Anthony Caro, Emanuel J. Gon\u00e7alves. 2016. A regulation-based classification system for Marine Protected Areas (MPAs), Marine Policy 72: \u00a0192-198, https:\/\/doi.org\/10.1016\/j.marpol.2016.06.021\" id=\"return-footnote-808-1\" href=\"#footnote-808-1\" aria-label=\"Footnote 1\"><sup class=\"footnote\">[1]<\/sup><\/a>; n is the cluster size (e.g., the number of connected target cells) of the target MPA. The cluster size correction dampens the emission effect when the MPA cluster increases in size, accounting for the fact that Ecospace requires at least 9 cells to mathematically represent the workings of an MPA. The max cluster size assumption is rather crude, and may need refining in the future. The maximum biomass effect m defaults to 5% biomass increase for fully protected areas, 3% biomass increase for highly protected areas, and 1% biomass increase for moderately protected areas, per month. Values of m can be customized.<\/p>\n<h1>Using the Biomass Emitter<\/h1>\n<h2>Settings Page<\/h2>\n<p>Once the Biomass Emitter plug\u2010in is installed, it can be launched from Navigator &gt; Ecospace &gt; Input &gt; Biomass emitters. This brings up main settings page of the plug\u2010in (Figure 2):<\/p>\n<figure id=\"attachment_816\" aria-describedby=\"caption-attachment-816\" style=\"width: 820px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-816 size-full\" src=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-1.jpg\" alt=\"\" width=\"820\" height=\"599\" srcset=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-1.jpg 820w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-1-300x219.jpg 300w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-1-768x561.jpg 768w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-1-65x47.jpg 65w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-1-225x164.jpg 225w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-1-350x256.jpg 350w\" sizes=\"auto, (max-width: 820px) 100vw, 820px\" \/><figcaption id=\"caption-attachment-816\" class=\"wp-caption-text\"><strong>Figure 2 <\/strong>&#8211;\u00a0 Biomass Emitter&#8217;s main settings interface.<\/figcaption><\/figure>\n<p>The settings page is where the biomass emitter is enabled or disabled, where to check for possible conflicts, and where one can enter custom values of m <a href=\"#BiomassEmitter2\">(2)<\/a> for different categories of protection. Custom values of m are stored with the system\u2010wide settings for EwE.<\/p>\n<h2>Using Emission Time Series<\/h2>\n<p>This emission time series configuration page shows all controls for loading (open folder symbol), unloading (Reset), and generating (magic wand) model\u2010derived biomass emission time series (Figure 3). Loaded biomass emission time series can be applied to target Ecospace Regions, MPA or Habitats, and can be applied as relative (e.g., multiplied onto per\u2010cell biomasses), absolute (e.g., overwriting per\u2010cell biomasses) or additional (e.g., adding to per\u2010cell biomasses).<\/p>\n<p>&nbsp;<\/p>\n<figure id=\"attachment_817\" aria-describedby=\"caption-attachment-817\" style=\"width: 820px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-817 size-full\" src=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-2.jpg\" alt=\"\" width=\"820\" height=\"599\" srcset=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-2.jpg 820w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-2-300x219.jpg 300w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-2-768x561.jpg 768w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-2-65x47.jpg 65w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-2-225x164.jpg 225w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-2-350x256.jpg 350w\" sizes=\"auto, (max-width: 820px) 100vw, 820px\" \/><figcaption id=\"caption-attachment-817\" class=\"wp-caption-text\"><strong>Figure 3 <\/strong>&#8211; Emission time series configuration page<\/figcaption><\/figure>\n<p>For all loaded time series, the interface shows whether target group and area index are valid for the currently loaded Ecospace scenario, how many emission values fall within the current Ecospace run, and which emission time series are enabled. Emission time series data points are matched by absolute dates. Biomass emissions can be applied per time step, presuming that the Ecospace time step size is left at monthly defaults.<\/p>\n<p>The buttons labelled None, All, and Fished are used to quickly enable or disable emission time series. Note that the fished option functions differently depending on the type of area the time series emissions will be applied to. When applying time series to regions or habitats, the fished option will enable all emission time series for fished groups.<\/p>\n<ul>\n<li>When applying emission time series to MPAs, the fished option will enable only those time series that apply to groups that are fished by at least one fleet that is restricted by the indicated MPA.<\/li>\n<li>When applying time series to habitats, the emission amount is scaled to the habitat cell area coverage [0,1].<\/li>\n<\/ul>\n<h2>Using Emission Rules<\/h2>\n<p>The emission rules page requires users to specify, for each MPA in the loaded Ecospace scenario, the level of enforcement and whether a biomass emission rule needs to be applied to that MPA (Figure 4). The assigned enforcement level effectively selects one of the pre\u2010defined m values for use in equation 2. Just like time series\u2010based emissions, emission rules are applied at every time step.<\/p>\n<figure id=\"attachment_818\" aria-describedby=\"caption-attachment-818\" style=\"width: 820px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-818 size-full\" src=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-3.jpg\" alt=\"\" width=\"820\" height=\"599\" srcset=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-3.jpg 820w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-3-300x219.jpg 300w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-3-768x561.jpg 768w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-3-65x47.jpg 65w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-3-225x164.jpg 225w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-3-350x256.jpg 350w\" sizes=\"auto, (max-width: 820px) 100vw, 820px\" \/><figcaption id=\"caption-attachment-818\" class=\"wp-caption-text\"><strong>Figure 4<\/strong> &#8211; Rule\u2010based emission configuration page.<\/figcaption><\/figure>\n<p>Note that rule\u2010based emissions are applied to MPA cells only, and within each MPA, only to those species that are being caught or discarded by fleets prohibited from fishing at the specific time step.<\/p>\n<h1>Generating Biomass Emission Time Series CSV Files<\/h1>\n<p>Biomass emission time series CSV files can be created by hand, or can be generated from regional average CSV files that Ecospace can auto\u2010save on demand with a utility provided with the Biomass<\/p>\n<p>Emitter plug\u2010in according to the following workflow:<\/p>\n<ol>\n<li>In EwE, load the model for the dedicated MPA, load Ecospace, and enable auto\u2010saving of Region Averaged CSV files;<\/li>\n<li>Define regions for every MPA in the Ecospace model (Menu &gt; Ecospace &gt; Define Regions);<\/li>\n<li>Run Ecospace with protection measures ENABLED (e.g., all relevant MPAs are configured to enforce some kind of protection scheme onto at least one fleet in the model for at least one month of the year);<\/li>\n<li>If you wish to generate Relative Biomass Emission time series, continue with step 5. If you wish to generate Absolute Biomass Emission time series, skip to step 8;<\/li>\n<li>Change the Region Averages folder name so that it starts or ends with \u201cafter\u201d (e.g., Subregional_01667dd_region_averages_after);<\/li>\n<li>Disable all MPAs, and run Ecospace with protection measures DISABLED;<\/li>\n<li>Change the Region Averages folder name so that it starts or ends with \u201cbefore\u201d (e.g., Subregional_01667dd_region_averages_before);<\/li>\n<li>In EwE, load the model where emissions need to be sent to. Load Ecospace, and launch the Biomass Emitter Time Series Builder (either by clicking in the Biomass Emitter plug\u2010in settings page, or by selecting EwE &gt; Menu &gt; Tools &gt; Biomass Emitter Time Series Builder). This brings up a form as shown in Figure 5;<\/li>\n<\/ol>\n<figure id=\"attachment_821\" aria-describedby=\"caption-attachment-821\" style=\"width: 371px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-821\" src=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-5.jpg\" alt=\"\" width=\"371\" height=\"381\" srcset=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-5.jpg 444w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-5-292x300.jpg 292w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-5-65x67.jpg 65w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-5-225x231.jpg 225w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Biomass-emitter-guide-5-350x359.jpg 350w\" sizes=\"auto, (max-width: 371px) 100vw, 371px\" \/><figcaption id=\"caption-attachment-821\" class=\"wp-caption-text\"><strong>Figure 5<\/strong> \u2010 Biomass Emitters time series builder interface for generating relative (left or top) or absolute (right or bottom) time series.<\/figcaption><\/figure>\n<ol start=\"9\">\n<li>Drop the single region averages folder for creating Absolute Biomass Emission time series, or both the \u201cbefore\u201d and \u201cafter\u201d folders for creating Relative Biomass Emission time series, onto the target area in the time series builder utility;<\/li>\n<li>Select which target area the emissions need to be sent to. This can be either a region number or the sequential number of an MPA;<\/li>\n<li>Select an output folder and file name, and click Save.<\/li>\n<\/ol>\n<p>When dropping the folders with region averaged CSV files, the time series builder performs a number of checks:<\/p>\n<ul>\n<li>Only monthly averaged biomass files for specific regions are processed (e.g., files with names such as \u201cEcospace_Average_Region_*_Biomass.csv\u201d. Files for annual averages, files not specific to a region, and non\u2010biomass averages are ignored;<\/li>\n<li>Group names from the fine MPA model (as written into the column headers in the region average biomass CSV files) are resolved to groups with the same name in the coarser model for which the emission time series are being created. Group name checks are not case sensitive, but spelling must be identical;<\/li>\n<li>For relative time series, both before and after folders are checked if they contain averages for the same regions. Only then can relative time series be computed.<\/li>\n<\/ul>\n<p>Figure 6 shows the biomass emitter time series builder, ready to generate relative biomass emission time series, where source regions are mapped to desired target emission regions.<\/p>\n<figure id=\"attachment_823\" aria-describedby=\"caption-attachment-823\" style=\"width: 635px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-823 size-full\" src=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-16.png\" alt=\"\" width=\"635\" height=\"654\" srcset=\"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-16.png 635w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-16-291x300.png 291w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-16-65x67.png 65w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-16-225x232.png 225w, https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-content\/uploads\/sites\/2056\/2023\/10\/Picture1-16-350x360.png 350w\" sizes=\"auto, (max-width: 635px) 100vw, 635px\" \/><figcaption id=\"caption-attachment-823\" class=\"wp-caption-text\"><strong>Figure 6 <\/strong>&#8211; Biomass emitter time series builder interface, ready to create a relative time series file where source data from region 1 in the original MPA model will be mapped to region or mpa 7 in the target model, and data from region 2 to target region 8.<\/figcaption><\/figure>\n<div>\n<p>Note that the EwE status panel shows a history of generated emission time series files.<\/p>\n<p>Also note that when the biomass emitter time series builder is launched from the EwE menu, it will act as a stand\u2010alone utility used for generating any number of emission time series files for a EwE model in general. When launched from the biomass emitter plug\u2010in, the time series builder will launch to deliver one specific emission file that can be directly integrated into the emitter plug\u2010in.<\/p>\n<h1>References<\/h1>\n<p>The biomass emitter was built under 2015\u20102019 DG Mare funded project SafeNet: Sustainable fisheries in EU Mediterranean waters through network of Marine Protected Areas.<\/p>\n<\/div>\n<hr class=\"before-footnotes clear\" \/><div class=\"footnotes\"><ol><li id=\"footnote-808-1\">B\u00e1rbara Horta e Costa, Joachim Claudet, Gustavo Franco, Karim Erzini, Anthony Caro, Emanuel J. Gon\u00e7alves. 2016. A regulation-based classification system for Marine Protected Areas (MPAs), Marine Policy 72: \u00a0192-198, <a href=\"https:\/\/doi.org\/10.1016\/j.marpol.2016.06.021\">https:\/\/doi.org\/10.1016\/j.marpol.2016.06.021<\/a> <a href=\"#return-footnote-808-1\" class=\"return-footnote\" aria-label=\"Return to footnote 1\">&crarr;<\/a><\/li><\/ol><\/div>","protected":false},"author":1909,"menu_order":3,"template":"","meta":{"pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":["jeroensteenbeek","martacoll"],"pb_section_license":""},"chapter-type":[],"contributor":[62,63],"license":[],"class_list":["post-808","chapter","type-chapter","status-publish","hentry","contributor-jeroensteenbeek","contributor-martacoll"],"part":803,"_links":{"self":[{"href":"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-json\/pressbooks\/v2\/chapters\/808","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-json\/wp\/v2\/users\/1909"}],"version-history":[{"count":25,"href":"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-json\/pressbooks\/v2\/chapters\/808\/revisions"}],"predecessor-version":[{"id":1770,"href":"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-json\/pressbooks\/v2\/chapters\/808\/revisions\/1770"}],"part":[{"href":"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-json\/pressbooks\/v2\/parts\/803"}],"metadata":[{"href":"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-json\/pressbooks\/v2\/chapters\/808\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-json\/wp\/v2\/media?parent=808"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-json\/pressbooks\/v2\/chapter-type?post=808"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-json\/wp\/v2\/contributor?post=808"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/pressbooks.bccampus.ca\/eweguide\/wp-json\/wp\/v2\/license?post=808"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}