cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.22002/ss262-r8p43
title: JV918 Legionella thyA ΔdotB

description: Legionella thyA ΔdotB. Lacks dotB ATPase.
description: <strong>Tilt Series Date:</strong> 2017-08-08</p>
<strong>Data Taken By:</strong> Debnath Ghosal</p>
<strong>Species / Specimen:</strong> Legionella pneumophila</p>
<strong>Strain:</strong> Philadelphia-1_Lp02</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 2°, constant angular increment, dosage: 100.0 eV/Å²,  defocus: -7.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Strain sent to us by Joseph P. Vogel, Washington University School of Medicine. Data collected and processed by Debnath Ghosal at F30, Caltech.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Cells were grown in AYE liquid culture with following supplements: ferric nitrate, cysteine hydrochloride and thymidine. Scrape cells off a plate, dissolve in the media, adjust the cell density to 0.6 and make a dilution series. Start O/N culture with all of them and freeze cells next day from the one in early stationary phase that is OD ~ 3.0. This time cell density was ~2.6.</p>
<strong>Sample Preparation:</strong> 8 grids were frozen for this strain at OD~2.9. Vitrobot (MK iv) settings: 100% humidity, 4µl sample, Blot force 6, blot time 3 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200. Add gold to cells prior to freezing: 1ul of gold to 4 ul of cells, freeze.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-08-08-100/rawdata/</p>20170808_JV918b0103.mrc,  Tilt Series (Pixel Size 0.39 nm), 1.7 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-08-08-100/rawdata/20170808_JV918b0103.mrc"
        > <i class="download icon"></i> Download </a></p>

        20170808_JV918b0103_full.rec,  Reconstruction (Pixel Size 1.56 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-08-08-100/3dimage_87695/20170808_JV918b0103_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.6084/m9.figshare.29998807
title: Simulation Data for "Model Predictive Control of Anaerobic Digestion Processes Using a Long Short-Term Memory Network Predictor"

description: This dataset contains the synthetic simulation data supporting the findings of the article "Model Predictive Control of Anaerobic Digestion Processes Using a Long Short-Term Memory Network Predictor". The data were generated to develop, validate, and test a Model Predictive Control (MPC) framework that uses a Long Short-Term Memory (LSTM) network as its internal predictive model for controlling methane flow rate in anaerobic digestion (AD) processes.The dataset is organized to <b>facilitate the replication of our methodology and the verification of our main conclusions</b>. It is structured into four main components, covering both the AM2 and ADM1 process emulators:<b>1. Training, Validation, and Test Datasets:</b> Time-series data generated from the AM2 and ADM1 emulators. These files include the manipulated variables (dilution rate for AM2, influent flow rate for ADM1) and the corresponding output (methane flow rate), with stochastic AR(1) disturbances applied to the influent to simulate realistic process variability.2. Data Quantity Analysis Results:Data used to evaluate the impact of the training set size on the LSTM predictor's accuracy (as shown in Figure 10 of the article). This allows for the analysis of the learning curve and performance plateau.<b>3. Closed-Loop Control Simulation Data:</b> The complete results from the closed-loop LSTM-MPC performance tests. This includes the reference setpoint, the measured plant output (methane flow), and the control action calculated by the MPC at each step for both the AM2 and ADM1 scenarios.4. Alternative Controller Comparison Data:Performance and computational time metrics used for the comparative analysis presented in Section 3.4.2 (Table 1). This includes the results for LSTM-MPC, GRU-MPC, ATTN-MPC, NARX-MPC, ARX-MPC, and a conventional PI controller.
DOI: 10.6084/m9.figshare.29998807.v1
title: Simulation Data for "Model Predictive Control of Anaerobic Digestion Processes Using a Long Short-Term Memory Network Predictor"

description: This dataset contains the synthetic simulation data supporting the findings of the article "Model Predictive Control of Anaerobic Digestion Processes Using a Long Short-Term Memory Network Predictor". The data were generated to develop, validate, and test a Model Predictive Control (MPC) framework that uses a Long Short-Term Memory (LSTM) network as its internal predictive model for controlling methane flow rate in anaerobic digestion (AD) processes.The dataset is organized to <b>facilitate the replication of our methodology and the verification of our main conclusions</b>. It is structured into four main components, covering both the AM2 and ADM1 process emulators:<b>1. Training, Validation, and Test Datasets:</b> Time-series data generated from the AM2 and ADM1 emulators. These files include the manipulated variables (dilution rate for AM2, influent flow rate for ADM1) and the corresponding output (methane flow rate), with stochastic AR(1) disturbances applied to the influent to simulate realistic process variability.2. Data Quantity Analysis Results:Data used to evaluate the impact of the training set size on the LSTM predictor's accuracy (as shown in Figure 10 of the article). This allows for the analysis of the learning curve and performance plateau.<b>3. Closed-Loop Control Simulation Data:</b> The complete results from the closed-loop LSTM-MPC performance tests. This includes the reference setpoint, the measured plant output (methane flow), and the control action calculated by the MPC at each step for both the AM2 and ADM1 scenarios.4. Alternative Controller Comparison Data:Performance and computational time metrics used for the comparative analysis presented in Section 3.4.2 (Table 1). This includes the results for LSTM-MPC, GRU-MPC, ATTN-MPC, NARX-MPC, ARX-MPC, and a conventional PI controller.
DOI: 10.22002/8fjx4-tn211
title: JV5443

description: JV5443 Legionella (Super-deletion+CDHFG), no Thy
description: <strong>Tilt Series Date:</strong> 2016-08-09</p>
<strong>Data Taken By:</strong> Debnath Ghosal</p>
<strong>Species / Specimen:</strong> Legionella pneumophila</p>
<strong>Strain:</strong> Philadelphia-1_Lp02</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.50°, constant angular increment, dosage: 100.0 eV/Å²,  defocus: -6.0 μm,  magnification: 26000x. </p>
<strong>Microscope:</strong> Janelia Titan</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Strain sent to us by Joseph P. Vogel, Washington University School of Medicine. Data collected and processed by Debnath Ghosal at Janelia Krios.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Cells were grown in AYE liquid culture with following supplements: ferric nitrate and cysteine hydrochloride  (no thymidine). Scrape cells off a plate, dissolve in the media, adjust the cell density to 0.6 and make a dilution series. Start O/N culture with all of them and freeze cells next day from the one in early stationary phase that is OD ~ 3.0.</p>
<strong>Sample Preparation:</strong> 8 grids were frozen for the JV5443 strain at OD~3.2. Vitrobot (MK iv) settings: 100% humidity, 4µl sample, Blot force 6, blot time 3 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200. Add gold to cells prior to freezing: 1ul of gold to 4 ul of cells, freeze.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2016-08-09-14/rawdata/</p>JV5443a0065.mrc,  Tilt Series (Pixel Size 0.42 nm), 2.3 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2016-08-09-14/rawdata/JV5443a0065.mrc"
        > <i class="download icon"></i> Download </a></p>

        JV5443a0065_full.rec,  Reconstruction (Pixel Size 1.68 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2016-08-09-14/3dimage_77601/JV5443a0065_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/pkxd8-vpv23
title: JV5460

description: JV5460 Legionella (Superdeletion+CDH)
description: <strong>Tilt Series Date:</strong> 2016-08-13</p>
<strong>Data Taken By:</strong> Debnath Ghosal</p>
<strong>Species / Specimen:</strong> Legionella pneumophila</p>
<strong>Strain:</strong> Philadelphia-1_Lp02</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.50°, constant angular increment, dosage: 100.0 eV/Å²,  defocus: -6.0 μm,  magnification: 26000x. </p>
<strong>Microscope:</strong> Janelia Titan</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Strain sent to us by Joseph P. Vogel, Washington University School of Medicine. Data collected and processed by Debnath Ghosal at Janelia Krios.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Cells were grown in AYE liquid culture with following supplements: ferric nitrate and cysteine hydrochloride (no thymidine). Scrape cells off a plate, dissolve in the media, adjust the cell density to 0.6 and make a dilution series. Start O/N culture with all of them and freeze cells next day from the one in early stationary phase that is OD ~ 3.0.</p>
<strong>Sample Preparation:</strong> 8 grids were frozen for the JV5460 strain at OD~2.9. Vitrobot (MK iv) settings: 100% humidity, 4µl sample, Blot force 6, blot time 3 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200. Add gold to cells prior to freezing: 1ul of gold to 4 ul of cells, freeze.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2016-08-13-78/rawdata/</p>atlas7n0026.mrc,  Tilt Series (Pixel Size 0.42 nm), 2.3 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2016-08-13-78/rawdata/atlas7n0026.mrc"
        > <i class="download icon"></i> Download </a></p>

        atlas7n0026_full.rec,  Reconstruction (Pixel Size 1.68 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2016-08-13-78/3dimage_78105/atlas7n0026_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/8czg3-bx585
title: JV918 Legionella thyA ΔdotB

description: Legionella thyA ΔdotB. Lacks dotB ATPase.
description: <strong>Tilt Series Date:</strong> 2017-08-08</p>
<strong>Data Taken By:</strong> Debnath Ghosal</p>
<strong>Species / Specimen:</strong> Legionella pneumophila</p>
<strong>Strain:</strong> Philadelphia-1_Lp02</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 2°, constant angular increment, dosage: 100.0 eV/Å²,  defocus: -7.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Strain sent to us by Joseph P. Vogel, Washington University School of Medicine. Data collected and processed by Debnath Ghosal at F30, Caltech.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Cells were grown in AYE liquid culture with following supplements: ferric nitrate, cysteine hydrochloride and thymidine. Scrape cells off a plate, dissolve in the media, adjust the cell density to 0.6 and make a dilution series. Start O/N culture with all of them and freeze cells next day from the one in early stationary phase that is OD ~ 3.0. This time cell density was ~2.6.</p>
<strong>Sample Preparation:</strong> 8 grids were frozen for this strain at OD~2.9. Vitrobot (MK iv) settings: 100% humidity, 4µl sample, Blot force 6, blot time 3 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200. Add gold to cells prior to freezing: 1ul of gold to 4 ul of cells, freeze.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-08-08-93/rawdata/</p>20170808_JV918b0096.mrc,  Tilt Series (Pixel Size 0.39 nm), 1.7 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-08-08-93/rawdata/20170808_JV918b0096.mrc"
        > <i class="download icon"></i> Download </a></p>

        20170808_JV918b0096_full.rec,  Reconstruction (Pixel Size 1.56 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-08-08-93/3dimage_87681/20170808_JV918b0096_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/zyamc-e6214
title: JV1644 Legionella thyA ΔdotO

description: JV1644 Legionella thyA ΔdotO. Lacks dotO ATPase.
description: <strong>Tilt Series Date:</strong> 2016-06-14</p>
<strong>Data Taken By:</strong> Debnath Ghosal</p>
<strong>Species / Specimen:</strong> Legionella pneumophila</p>
<strong>Strain:</strong> Philadelphia-1_Lp02</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.5°, constant angular increment, dosage: 120.0 eV/Å²,  defocus: -6.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Strain sent to us by Joseph P. Vogel, Washington University School of Medicine. Data collected and processed by Debnath Ghosal at F30, Caltech.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Cells were grown in AYE liquid culture with following supplements: ferric nitrate, cysteine hydrochloride and thymidine. Scrape cells off a plate, dissolve in the media, adjust the cell density to 0.6 and make a dilution series. Start O/N culture with all of them and freeze cells next day from the one in early stationary phase that is OD ~ 3.0.</p>
<strong>Sample Preparation:</strong> 8 grids were frozen for the JV1644 strain at OD~2.9. Vitrobot (MK iv) settings: 100% humidity, 4µl sample, Blot force 6, blot time 3 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200. Add gold to cells prior to freezing: 1ul of gold to 4 ul of cells, freeze.</p>
description: Files available via S3 at ps://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2016-06-14-112/rawdata/</p>JV1644_150620164th0035.mrc,  Tilt Series (Pixel Size 3.9 nm), 2.3 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2016-06-14-112/rawdata/JV1644_150620164th0035.mrc"
        > <i class="download icon"></i> Download </a></p>

        JV1644_150620164th0035.rec,  Reconstruction (Pixel Size 15.6 nm), 890.9 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2016-06-14-112/3dimage_75796/JV1644_150620164th0035.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/wgwr4-b0q61
title: Agro_AD1408_from plate_20150831

description: Agro_AD1408_GFP-VirB11 (Kan+AS plates, Mes pH5.8). Add 400 ul of induction media to one of the induction plates (containing lawn of Agrobacterium AD1408) and wash the plate by gently rolling the liquid. I had 20ug/ml Kan to keep the cells happier. Add gold to this: 1ul of gold to 4 ul of cells and freeze.
description: <strong>Tilt Series Date:</strong> 2015-08-31</p>
<strong>Data Taken By:</strong> Debnath Ghosal</p>
<strong>Species / Specimen:</strong> Agrobacterium tumefaciens</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-50.0°, 50.0°), step: 1.0°, constant angular increment, dosage: 170.0 eV/Å²,  defocus: -10.0 μm,  magnification: 22500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> UCSFTomo</p>
<strong>Collaborators and Roles:</strong> Strain constructed by Anath Das. Data collected and processed by Debnath Ghosal using Caltech tomography pipeline. This data was collected at the Janelia Krios.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Grow AD1408 cells on AB solid medium (pH 7) at 30C. For induction, use one single colony and spread on induction plates (AB Mes pH 5.8) containing Kan (20ug/ml)+AS (200µM). Grow at 19C for 48 hr. Add 400 ul of induction media to one of the induction plates (containing lawn of Agrobacterium AD1408) and wash the plate by gently rolling the liquid. Add gold to this: 1ul of gold to 4 ul of cells, freeze.</p>
<strong>Sample Preparation:</strong> Vitrobot (MK iv) settings: 100% humidity, 4µl sample, Blot force 6, blot time 3 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2015-08-31-61/3dimage_61150/</p>AD1408_plate_new10013_part101_48.rec,  Reconstruction (Pixel Size 1.92 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2015-08-31-61/3dimage_61150/AD1408_plate_new10013_part101_48.rec"
        > <i class="download icon"></i> Download </a></p>

        AD1408_plate_new10013.mrc,  Tilt Series (Pixel Size 0.48 nm), 2.9 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2015-08-31-61/rawdata/AD1408_plate_new10013.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/m9aph-qc712
title: JV6781_ΔdotLOB

description: ΔdotLOB (Deletion of Dot/Icm ATPases dotL, dotO, dotB)
description: <strong>Tilt Series Date:</strong> 2017-07-17</p>
<strong>Data Taken By:</strong> Debnath Ghosal</p>
<strong>Species / Specimen:</strong> Legionella pneumophila</p>
<strong>Strain:</strong> Philadelphia-1_Lp02</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 2°, constant angular increment, dosage: 100.0 eV/Å²,  defocus: -7.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Strain sent to us by Joseph P. Vogel, Washington University School of Medicine. Data collected and processed by Debnath Ghosal at F30, Caltech.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Cells were grown in AYE liquid culture with following supplements: ferric nitrate, cysteine hydrochloride and thymidine. Scrape cells off a plate, dissolve in the media, adjust the cell density to 0.6 and make a dilution series. Start O/N culture with all of them and freeze cells next day from the one in early stationary phase that is OD ~ 3.0. This time cell density was ~2.6</p>
<strong>Sample Preparation:</strong> 6 grids were frozen for this strain at OD~ 2.6, cell density was increased to 2x by centrifugation. Vitrobot (MK iv) settings: 100% humidity, 4µl sample, Blot force 6, blot time 4 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200. Add gold to cells prior to freezing: 1ul of gold to 4 ul of cells, freeze.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-07-17-32/rawdata/</p>20170717_JV67810036.mrc,  Tilt Series (Pixel Size 0.39 nm), 1.7 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-07-17-32/rawdata/20170717_JV67810036.mrc"
        > <i class="download icon"></i> Download </a></p>

        20170717_JV67810036_full.rec,  Reconstruction (Pixel Size 1.56 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2017-07-17-32/3dimage_86943/20170717_JV67810036_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.15468/dl.zprwgc
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lonchura oryzivora",
 "Country is Singapore",
 "HasCoordinate is true"
 ]
}

 The dataset includes 30 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006406-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.