diff --git a/cmake/boardcore.cmake b/cmake/boardcore.cmake
index 78cef4792992902811c1dec0563f93166c6aac96..ae888abc8409062fefe9e67817738c6cb9fd7b3f 100644
--- a/cmake/boardcore.cmake
+++ b/cmake/boardcore.cmake
@@ -116,6 +116,7 @@ foreach(OPT_BOARD ${BOARDS})
         ${SBS_BASE}/src/shared/sensors/LPS28DFW/LPS28DFW.cpp
         ${SBS_BASE}/src/shared/sensors/LPS22DF/LPS22DF.cpp
         ${SBS_BASE}/src/shared/sensors/LSM6DSRX/LSM6DSRX.cpp
+        ${SBS_BASE}/src/shared/sensors/SFD/PressureSFD.cpp
 
         # Calibration
         ${SBS_BASE}/src/shared/sensors/calibration/BiasCalibration/BiasCalibration.cpp
diff --git a/src/shared/sensors/SFD/PressureSFD.cpp b/src/shared/sensors/SFD/PressureSFD.cpp
new file mode 100644
index 0000000000000000000000000000000000000000..6740322cd9f4939b2170444d7fec5291cfbbb165
--- /dev/null
+++ b/src/shared/sensors/SFD/PressureSFD.cpp
@@ -0,0 +1,205 @@
+/* Copyright (c) 2023 Skyward Experimental Rocketry
+ * Author: Federico Lolli
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in
+ * all copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+ * THE SOFTWARE.
+ */
+
+#include "PressureSFD.h"
+
+#include <sensors/Sensor.h>
+#include <sensors/SensorData.h>
+
+#include <Eigen/Core>
+
+namespace Boardcore
+{
+
+PressureSFD::PressureSFD(const SFDConfig& config)
+    : sfdAscent(config.sfdAscentConfig), sfdDescent(config.sfdDescentConfig),
+      currentMode(SFDMode::UNSET), k(0), weights({0}),
+      lowPassFilter(config.lowPassConfig), medianFilter(), pressSamplers({0}),
+      disabledSensors({0}), sampleWindow()
+{
+    // fill the weights array
+    std::fill(weights.begin(), weights.end(), 1.0);
+}
+
+void PressureSFD::setPressureSample(std::function<PressureData()> sample,
+                                    int index)
+{
+    pressSamplers[index] = sample;
+}
+
+void PressureSFD::setMode(SFDMode mode)
+{
+    currentMode = mode;
+    // update k (step size)
+    switch (mode)
+    {
+        case SFDMode::ACTIVE_ASCENT:
+            k = K_ACTIVE_ASCENT;
+            break;
+
+        case SFDMode::PASSIVE_ASCENT:
+            k = K_PASSIVE_ASCENT;
+            break;
+
+        case SFDMode::APOGEE_PROXIMITY:
+            k = K_APOGEE_PROXIMITY;
+            break;
+
+        case SFDMode::DESCENT:
+            k = K_DESCENT;
+            break;
+    }
+}
+
+PressureSFDData PressureSFD::sampleImpl()
+{
+    PressureSFDData data;
+    PressureData sample;
+    std::array<float, MASKED_SENSORS> samples;
+
+    // get the samples from the sampler and get the latest timestamp
+    for (int i = 0; i < MASKED_SENSORS; i++)
+    {
+        sample = pressSamplers[i]();
+
+        samples[i] = sample.pressure;
+
+        // update the timestamp based on the last sample
+        if (i == 0)
+            data.timestamp = sample.pressureTimestamp;
+        else
+            data.timestamp = std::max(data.timestamp, sample.pressureTimestamp);
+    }
+
+    // update the sliding window
+    sampleWindow.push(samples);
+
+    // if the windows is full and the mode is set we proceed by using the sfd
+    // classification to exclude nodes otherwise we leave all the nodes enabled
+    if (sampleWindow.isFull() && currentMode != SFDMode::UNSET)
+        setDisabledSensors();
+
+    stepWeights();
+
+    float processed_value;
+
+    processed_value = getWeightedAverage(samples);
+    processed_value = medianFilter.filter(processed_value);
+    processed_value = lowPassFilter.filter(processed_value);
+
+    samples               = sampleWindow.last();
+    data.filteredPressure = processed_value;
+
+    return data;
+}
+
+void PressureSFD::setDisabledSensors()
+{
+    // get the samples for each sensor from the sliding window (transpose)
+    SFDVectorIn sensor_window;
+    std::array<SFDVectorIn, MASKED_SENSORS> sensor_samples;
+    const auto& full_samples = sampleWindow.all();
+
+    // fill eigen vectors with samples stored in window
+    for (int i = 0; i < MASKED_SENSORS; i++)
+    {
+        sensor_window = SFDVectorIn::Zero();
+        for (size_t j = 0; j < WIN_LEN; j++)
+        {
+            sensor_window(j) = full_samples[j][i];
+        }
+        sensor_samples[i] = sensor_window;
+    }
+
+    unsigned int skipped = 0;
+    switch (currentMode)
+    {
+        case SFDMode::ACTIVE_ASCENT:
+        case SFDMode::PASSIVE_ASCENT:
+        case SFDMode::APOGEE_PROXIMITY:
+            for (int i = 0; i < MASKED_SENSORS; i++)
+            {
+                if (disabledSensors[i])
+                {
+                    skipped++;
+                    continue;
+                }
+                // TODO: check if the score is correct (true means faulty)
+                if (sfdAscent.classify(sensor_samples[i]))
+                {
+                    disabledSensors[i] = true;
+                    skipped++;
+                }
+            }
+            break;
+
+        case SFDMode::DESCENT:
+            for (int i = 0; i < MASKED_SENSORS; i++)
+            {
+                if (disabledSensors[i])
+                {
+                    skipped++;
+                    continue;
+                }
+                // TODO: check if the score is correct (true means faulty)
+                if (sfdDescent.classify(sensor_samples[i]))
+                {
+                    disabledSensors[i] = true;
+                    skipped++;
+                }
+            }
+            break;
+    }
+
+    // reset all sensors if all of them are faulty
+    if (skipped == MASKED_SENSORS)
+    {
+        for (int i = 0; i < MASKED_SENSORS; i++)
+        {
+            disabledSensors[i] = false;
+        }
+    }
+}
+
+void PressureSFD::stepWeights()
+{
+    for (int i = 0; i < MASKED_SENSORS; i++)
+    {
+        if (disabledSensors[i])
+            weights[i] = std::max(weights[i] - k, MIN_WEIGHT);
+        else
+            weights[i] = std::min(weights[i] + k, MAX_WEIGHT);
+    }
+}
+
+float PressureSFD::getWeightedAverage(std::array<float, MASKED_SENSORS> samples)
+{
+    float weighted_sum = 0, weights_sum = 0;
+    for (int i = 0; i < MASKED_SENSORS; i++)
+    {
+        weighted_sum += samples[i] * weights[i];
+        weights_sum += weights[i];
+    }
+    return weighted_sum / weights_sum;
+}
+
+}  // namespace Boardcore
diff --git a/src/shared/sensors/SFD/PressureSFD.h b/src/shared/sensors/SFD/PressureSFD.h
new file mode 100644
index 0000000000000000000000000000000000000000..070966abf8798cec791fe04321798022904ddd3f
--- /dev/null
+++ b/src/shared/sensors/SFD/PressureSFD.h
@@ -0,0 +1,103 @@
+/* Copyright (c) 2023 Skyward Experimental Rocketry
+ * Author: Federico Lolli
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in
+ * all copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+ * THE SOFTWARE.
+ */
+
+#pragma once
+
+#include <algorithms/Filters/AdjustableMedFilter.h>
+#include <algorithms/Filters/LowPass.h>
+#include <algorithms/SFD/SFDAscent.h>
+#include <algorithms/SFD/SFDCommon.h>
+#include <algorithms/SFD/SFDDescent.h>
+#include <sensors/Sensor.h>
+#include <sensors/SensorData.h>
+#include <utils/SlidingWindow.h>
+
+#include "PressureSFDData.h"
+
+namespace Boardcore
+{
+
+enum class SFDMode
+{
+    UNSET,
+    ACTIVE_ASCENT,
+    PASSIVE_ASCENT,
+    APOGEE_PROXIMITY,
+    DESCENT
+};
+
+class PressureSFD : public Sensor<PressureSFDData>
+{
+public:
+    static constexpr int MASKED_SENSORS = 2;
+    static constexpr int WIN_LEN        = MASKED_SENSORS * LEN_CHUNK;
+
+    // TODO: set these values
+    static constexpr float K_ACTIVE_ASCENT    = 0;
+    static constexpr float K_PASSIVE_ASCENT   = 0;
+    static constexpr float K_APOGEE_PROXIMITY = 0;
+    static constexpr float K_DESCENT          = 0;
+    static constexpr float MAX_WEIGHT         = 1;
+    static constexpr float MIN_WEIGHT         = 0;
+
+    using SVMAscVec  = Eigen::Vector<float, SFDAscent::NUM_FEATURES>;
+    using SVMDescVec = Eigen::Vector<float, SFDDescent::NUM_FEATURES>;
+
+    struct SFDConfig
+    {
+        SFDAscent::SFDAscentConfig sfdAscentConfig;
+        SFDDescent::SFDDescentConfig sfdDescentConfig;
+        LowPass::LowPassConfig lowPassConfig;
+    };
+
+    explicit PressureSFD(const SFDConfig& config);
+
+    bool init() override { return true; }
+    bool selfTest() override { return true; }
+
+    void setPressureSample(std::function<PressureData()> sample, int index);
+
+    void setMode(SFDMode mode);
+
+private:
+    void setDisabledSensors();
+    void stepWeights();
+    float getWeightedAverage(std::array<float, MASKED_SENSORS> samples);
+    PressureSFDData sampleImpl() override;
+
+    SFDAscent sfdAscent;
+    SFDDescent sfdDescent;
+    SFDMode currentMode;
+
+    float k;
+    std::array<float, MASKED_SENSORS> weights;
+
+    LowPass lowPassFilter;
+    AdjustableMedFilter<WIN_LEN> medianFilter;
+
+    std::array<std::function<PressureData()>, MASKED_SENSORS> pressSamplers;
+    std::array<bool, MASKED_SENSORS> disabledSensors;
+
+    SlidingWindow<std::array<float, MASKED_SENSORS>, WIN_LEN> sampleWindow;
+};
+
+}  // namespace Boardcore
diff --git a/src/shared/sensors/SFD/PressureSFDData.h b/src/shared/sensors/SFD/PressureSFDData.h
new file mode 100644
index 0000000000000000000000000000000000000000..50a271f211f5164355623e0c5f480a694b10ac6c
--- /dev/null
+++ b/src/shared/sensors/SFD/PressureSFDData.h
@@ -0,0 +1,40 @@
+/* Copyright (c) 2023 Skyward Experimental Rocketry
+ * Author: Federico Lolli
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in
+ * all copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+ * THE SOFTWARE.
+ */
+
+#pragma once
+
+#include <sensors/SensorData.h>
+
+#include <array>
+
+struct PressureSFDData
+{
+    uint64_t timestamp     = 0;
+    float filteredPressure = 0;
+
+    static std::string header() { return "timestamp,filteredPressure"; }
+
+    void print(std::ostream& os) const
+    {
+        os << timestamp << "," << filteredPressure << "\n";
+    }
+};