diff --git a/lifecycle_anslysis/comparison.py b/lifecycle_anslysis/comparison.py
index 52ce94b..6c2d7af 100644
--- a/lifecycle_anslysis/comparison.py
+++ b/lifecycle_anslysis/comparison.py
@@ -1,8 +1,12 @@
 import numpy as np
+from scipy.optimize import curve_fit
 
 from lifecycle_anslysis.constants import NEW_SYSTEM, OLD_SYSTEM
 from lifecycle_anslysis.system import System
 
+# Define an exponential decay function for fitting
+def exponential_decay(x, A, k):
+    return A * np.exp(-k * x)
 
 def generate_systems_comparison(new_system: System, old_system: System, time_horizon: int, country: str,
                                 utilization: int, opex_calculation: str):
@@ -23,4 +27,47 @@ def generate_systems_comparison(new_system: System, old_system: System, time_hor
     relative_savings = 1 - (old_system_opex / new_system_opex)
     ratio = new_system_opex / old_system_opex
 
+    if not np.any(ratio < 1):
+        stop = False
+        # x_target = ratio.shape[0]
+        ###### Estimate when we will hit the break-even point with an exponential decay model
+
+        # Create an x array as the index of y
+        x = np.arange(ratio.shape[0])
+
+        # Fit the curve to get optimal A and k values
+        params, covariance = curve_fit(exponential_decay, x, ratio, p0=(ratio[0], 0.1))
+
+        # Extract parameters
+        A_fit, k_fit = params
+
+        # Calculate the x-value where y is approximately 1 --> Break-even
+        target_y = 1
+        x_target = int(np.ceil(-np.log(target_y / A_fit) / k_fit))
+        if x_target == ratio.shape[0]:
+            x_target += 1
+        while not stop:
+        
+            new_system_opex = new_system.generate_accumm_projected_opex_emissions(
+                x_target, system_id=NEW_SYSTEM, country=country, utilization=utilization, opex_calculation=opex_calculation)
+            new_system_capex = new_system.calculate_capex_emissions()
+            old_system_opex = old_system.generate_accumm_projected_opex_emissions(
+                x_target, system_id=OLD_SYSTEM, country=country, utilization=utilization, opex_calculation=opex_calculation)
+
+            performance_factor = old_system.performance_indicator / new_system.performance_indicator  ##### --> Assumption: Better performance leads to lower utilization, hence less power draw.
+
+            new_system_opex = new_system_opex * performance_factor
+
+            # new_system_opex[0] = new_system_opex[0] + new_system_capex  ###### --> Add the CAPEX at time 0
+            new_system_opex = np.array([opex + new_system_capex for opex in new_system_opex])
+
+            abs_savings = new_system_opex - old_system_opex
+            relative_savings = 1 - (old_system_opex / new_system_opex)
+            ratio = new_system_opex / old_system_opex
+
+            x_target += 1
+
+            if np.any(np.round(ratio, 1) <= 1):
+                stop = True
+
     return new_system_opex, old_system_opex, abs_savings, relative_savings, ratio
diff --git a/lifecycle_anslysis/plotting.py b/lifecycle_anslysis/plotting.py
index 116dc12..137889d 100644
--- a/lifecycle_anslysis/plotting.py
+++ b/lifecycle_anslysis/plotting.py
@@ -1,3 +1,5 @@
+import os.path
+
 import numpy as np
 from matplotlib import pyplot as plt
 
@@ -5,10 +7,11 @@
 BAR2 = "#abd9e9"
 BAR1 = "#fdae61"
 LINE = "#d7191c"
+LINE2 = "#2c7bb6"
 
 
 def create_projections_plot(system_a_projected_emissions, system_b_projected_emissions, ratio, save_path, step_size=1,
-                            fig_size=None, break_even_label_pos=0):
+                            y_top_lim=None, fig_size=None, break_even_label_pos=15, separate_legend=False):
     plt.rcParams.update({'text.usetex': True
                             , 'pgf.rcfonts': False
                             , 'text.latex.preamble': r"""\usepackage{iftex}
@@ -21,54 +24,165 @@ def create_projections_plot(system_a_projected_emissions, system_b_projected_emi
                                             \fi"""
                          })
 
+    if system_a_projected_emissions.shape[0] > 10 and step_size == 1:
+        step_size += 1
+
     bar_width = 0.25 * step_size
     font_size = 26
-    fig, ax1 = plt.subplots(figsize=(10,6))
-    ax2 = ax1.twinx()
+    fig, ax1 = plt.subplots(figsize=(10, 6))
+    # ax2 = ax1.twinx()
 
     x_values = list(range(1, system_a_projected_emissions.shape[0] + 1, step_size))
-    system_a_projected_emissions = [system_a_projected_emissions[i - 1] for i in x_values]
-    system_b_projected_emissions = [system_b_projected_emissions[i - 1] for i in x_values]
-    ratio = [ratio[i - 1] for i in x_values]
+    system_a_projected_emissions = [system_a_projected_emissions[i - 1] / 1000 for i in
+                                    x_values]  ### Divinding by 1000 to get thousands of kgs to be consistent with the units in the model
+    system_b_projected_emissions = [system_b_projected_emissions[i - 1] / 1000 for i in
+                                    x_values]  ### Divinding by 1000 to get thousands of kgs to be consistent with the units in the model
+    
 
+    # Fit lines (find slope and intercept) for both curves
+    m1, b1 = np.polyfit(x_values, system_a_projected_emissions, 1)  # Line 1: y = m1*x + b1
+    m2, b2 = np.polyfit(x_values, system_b_projected_emissions, 1)  # Line 2: y = m2*x + b2
+
+    # Find the intersection point analytically
+    # Intersection occurs when m1*x + b1 = m2*x + b2
+    # Solve for x: x = (b2 - b1) / (m1 - m2)
+    intersection_x = (b2 - b1) / (m1 - m2)
+    intersection_y = m1 * intersection_x + b1  # Substitute into either line equation
+
+    x_values.insert(0, 0)
+    system_b_projected_emissions.insert(0, b2)
+    system_a_projected_emissions.insert(0, b1)
     time_horizon_array = np.array(x_values)
 
-    ax1.bar(time_horizon_array - bar_width / 2, system_b_projected_emissions, color=BAR2, label='Current HW',
-            width=bar_width)
+    ratio = [ratio[i - 1] for i in x_values]
+
+    # ax1.bar(time_horizon_array - bar_width / 2, system_b_projected_emissions, color=BAR2, label='Current HW',
+    #         width=bar_width)
+
+    # ax1.bar(time_horizon_array + bar_width / 2, system_a_projected_emissions, color=BAR1, label='New HW',
+    #         width=bar_width)
+    
+    ax1.plot(time_horizon_array, system_b_projected_emissions, color=BAR2, label='Current HW', linewidth=4)
+
+    ax1.plot(time_horizon_array, system_a_projected_emissions, color=BAR1, label='New HW', linewidth=4)
+
+    # Mark the intersection
+    # ax1.axvline(x=intersection_x, color=LINE, linestyle="dashed", alpha=0.7, label='Break-even')  # Vertical line
+    ax1.scatter(intersection_x, intersection_y, color=LINE, zorder=5)  # Mark the point
+
+    ax1.axhline(y=system_a_projected_emissions[0], color=LINE, linestyle="dashed", alpha=0.5)  # Horizonatal line
 
-    ax1.bar(time_horizon_array + bar_width / 2, system_a_projected_emissions, color=BAR1, label='New HW',
-            width=bar_width)
+    ax1.annotate(
+        "New HW's embodied carbon", 
+        xy=(time_horizon_array[-5], system_a_projected_emissions[0]), 
+        xytext=(time_horizon_array[-5], system_a_projected_emissions[0] + (system_a_projected_emissions[0] + system_a_projected_emissions[1])/15), 
+        # arrowprops=dict(arrowstyle="->", color=LINE),
+        fontsize=font_size-3,
+        color=LINE
+    )
+    
+    if intersection_x > time_horizon_array[-1]:
+        y_top_lim = intersection_y + abs(min(system_a_projected_emissions) - min(system_b_projected_emissions))/2
+    if intersection_x > 1 and intersection_x < 2:
+        x_text_coord = intersection_x + 0.3
+        y_text_coord = intersection_y - abs(min(system_a_projected_emissions) - min(system_b_projected_emissions))
+    else:
+        x_text_coord = intersection_x - 3.1
+        y_text_coord = intersection_y + abs(min(system_a_projected_emissions) - min(system_b_projected_emissions))/25
 
-    ax2.plot(time_horizon_array, ratio, linestyle='-', color=LINE, marker='^', linewidth=2, markersize=10)
-    ax2.set_ylabel('Ratio', color=LINE, fontsize=font_size, fontweight='bold')
-    ax2.tick_params(axis='y', colors=LINE)
+    ax1.annotate(
+        f"{intersection_x:.1f} years", 
+        xy=(intersection_x, intersection_y), 
+        xytext=(x_text_coord, y_text_coord), 
+        # arrowprops=dict(arrowstyle="->", color=LINE),
+        fontsize=font_size-3,
+        color=LINE
+    )
 
-    line = ax2.lines[0]
-    for x_value, y_value in zip(line.get_xdata(), line.get_ydata()):
-        label = "{:.2f}".format(y_value)
-        ax2.annotate(label, (x_value, y_value), xytext=(0, 5),
-                     textcoords="offset points", ha='center', va='bottom', color=LINE, fontsize=20)
-    ax2.axhline(1, color=LINE, linestyle='dashed', linewidth=2)
-    ax2.annotate('Break-even', (1.5, 1), xytext=(break_even_label_pos, 5),
-                 textcoords="offset points", ha='center', va='bottom', color=LINE, fontsize=20, fontweight='bold')
+    for idx, i in enumerate(time_horizon_array):
 
-    ax1.set_ylabel('Accumulated CO$_2$ Kg.', fontsize=font_size)
-    ax1.set_xlabel('Year', fontsize=font_size)
+        if i < round(intersection_x) - 1 and idx != 0 and ratio[idx]>1:
+
+            # Annotate with arrow and ratio text
+            
+            ax1.annotate(
+                '',
+                xy=(i, system_a_projected_emissions[idx]),  # Arrow tip (upper line)
+                xytext=(i, system_b_projected_emissions[idx]),  # Arrow base (bottom line)
+                arrowprops=dict(arrowstyle='<->', color=LINE),
+                fontsize=font_size - 5,
+                color=LINE,
+                ha='center'
+            )
+
+            # Add text next to the arrow at the midpoint
+            ax1.text(
+                i + 0.1, (system_b_projected_emissions[idx] + system_a_projected_emissions[idx])/2,
+                f'{ratio[idx]:.1f}x',
+                fontsize=font_size - 3,
+                ha='left',
+                va='center',
+                color=LINE
+            )
+
+
+
+    # ax2.plot(time_horizon_array, ratio, linestyle='-', color=LINE, marker='.', linewidth=2, markersize=20)
+    # ax2.set_ylabel('Ratio', color=LINE, fontsize=font_size, fontweight='bold')
+    # ax2.tick_params(axis='y', colors=LINE)
+
+    # line = ax2.lines[0]
+    # for x_value, y_value in zip(line.get_xdata(), line.get_ydata()):
+    #     label = "{:.2f}".format(y_value)
+    #     ax2.annotate(label, (x_value, y_value), xytext=(15, 5),
+    #                  textcoords="offset points", ha='center', va='bottom', color=LINE, fontsize=font_size)
+    # ax2.axhline(1, color=LINE, linestyle='dashed', linewidth=2, label="Break-even")
+
+    ax1.set_ylabel('Acc. CO$_2$ [Tons]', fontsize=font_size)
+    ax1.set_xlabel('Duration [Years]', fontsize=font_size)
     ax1.set_xticks(time_horizon_array)
     ax1.tick_params(axis='x', labelsize=font_size)
     ax1.tick_params(axis='y', labelsize=font_size)
-    ax2.tick_params(axis='y', labelsize=font_size)
-    ax2.set_ylim(bottom=0)
-    ax2.set_ylim(top=np.max(ratio) + np.std(ratio))
+    if y_top_lim is not None:
+        ax1.set_ylim(top=y_top_lim)
+    ax1.set_xlim(left=0)
+    ax1.set_ylim(bottom=0)
+    x_tick_labels = ax1.get_xticklabels()
+    x_tick_labels[0].set_visible(False)
+    # ax2.tick_params(axis='y', labelsize=font_size)
+    # ax2.set_ylim(bottom=0)
+    # ax2.set_ylim(top=np.max(ratio) + np.std(ratio))
+
+    # Get handles and labels from both axes
+    handles1, labels1 = ax1.get_legend_handles_labels()
+    # handles2, labels2 = ax2.get_legend_handles_labels()
 
-    ax1.set_title('Projected CO$_2$ Emissions', fontsize=font_size)
+    # Combine them
+    handles = handles1
+    labels = labels1
 
-    # Move the legend above the plot
-    ax1.legend(loc='upper center', ncol=2, fontsize=font_size, frameon=False,
-               bbox_to_anchor=(0.5, 1.3))  # Adjust vertical position
+    if not separate_legend:
+        # Move the legend above the plot
+        # Add a combined legend to the figure
+        fig.legend(handles, labels, loc="upper center", ncol=3, fontsize=font_size, bbox_to_anchor=(0.53, 1.14))
+        # ax1.legend(loc='upper center', ncol=3, fontsize=font_size,
+        # bbox_to_anchor=(0.5, 1.2))  # Adjust vertical position
 
+    
     plt.tight_layout()
+    print(save_path)
     plt.savefig(f"{save_path}.png", bbox_inches='tight')
     plt.savefig(f"{save_path}.svg", bbox_inches='tight')
 
-    plt.show()
+    if separate_legend:
+        # Separate legend figure
+        legend_fig = plt.figure(figsize=(8, 1))
+        legend_ax = legend_fig.add_subplot(111)
+        legend_ax.axis("off")
+        separate_legend = legend_ax.legend(handles, labels, loc="center", ncol=3, fontsize=font_size, frameon=True)
+
+        # Save the separate legend figure
+        legend_fig.savefig(os.path.join(os.path.dirname(save_path), "legend.png"), bbox_inches="tight")
+        legend_fig.savefig(os.path.join(os.path.dirname(save_path), "legend.svg"), bbox_inches="tight")
+
+    # plt.show()
diff --git a/lifecycle_anslysis/scenarios/sorting_intel_model/plots/country-germany-utilization-30-workload-sorting.png b/lifecycle_anslysis/scenarios/sorting_intel_model/plots/country-germany-utilization-30-workload-sorting.png
index 4a47f35..5995fe9 100644
Binary files a/lifecycle_anslysis/scenarios/sorting_intel_model/plots/country-germany-utilization-30-workload-sorting.png and b/lifecycle_anslysis/scenarios/sorting_intel_model/plots/country-germany-utilization-30-workload-sorting.png differ
diff --git a/lifecycle_anslysis/scenarios/sorting_intel_model/plots/country-germany-utilization-30-workload-sorting.svg b/lifecycle_anslysis/scenarios/sorting_intel_model/plots/country-germany-utilization-30-workload-sorting.svg
index 45c76b1..dae9ca1 100644
--- a/lifecycle_anslysis/scenarios/sorting_intel_model/plots/country-germany-utilization-30-workload-sorting.svg
+++ b/lifecycle_anslysis/scenarios/sorting_intel_model/plots/country-germany-utilization-30-workload-sorting.svg
@@ -1,12 +1,12 @@
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     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2024-11-07T17:42:34.010868</dc:date>
+    <dc:date>2024-11-15T11:42:10.876436</dc:date>
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diff --git a/lifecycle_anslysis/scenarios/sorting_intel_model/sorting_intel.py b/lifecycle_anslysis/scenarios/sorting_intel_model/sorting_intel.py
index 19dfadf..185327d 100644
--- a/lifecycle_anslysis/scenarios/sorting_intel_model/sorting_intel.py
+++ b/lifecycle_anslysis/scenarios/sorting_intel_model/sorting_intel.py
@@ -6,14 +6,14 @@
 from lifecycle_anslysis.system import System
 
 # assumptions
-time_horizon = 20
+time_horizon = 17
 
 ##############################
 # Systems
 ##############################
 
 # shared specs
-lifetime = 20
+lifetime = 10
 dram_capacity = 8 * 64
 ssd_capacity = 2 * 1600
 hdd_capacity = 0
@@ -58,4 +58,4 @@
                     opex_calculation=GUPTA_MODEL)
 
             fig_size = (10, 5)
-            create_projections_plot(new_system_opex, old_system_opex, ratio, save_path, step_size=2, fig_size=fig_size)
+            create_projections_plot(new_system_opex, old_system_opex, ratio, save_path, step_size=1, fig_size=fig_size)
diff --git a/lifecycle_anslysis/scenarios/specint_amd_model_vs_hpe/plots/HPE-country-germany-utilization-30-workload-specint.png b/lifecycle_anslysis/scenarios/specint_amd_model_vs_hpe/plots/HPE-country-germany-utilization-30-workload-specint.png
index 2b39e7d..0f84685 100644
Binary files a/lifecycle_anslysis/scenarios/specint_amd_model_vs_hpe/plots/HPE-country-germany-utilization-30-workload-specint.png and b/lifecycle_anslysis/scenarios/specint_amd_model_vs_hpe/plots/HPE-country-germany-utilization-30-workload-specint.png differ
diff --git a/lifecycle_anslysis/scenarios/specint_amd_model_vs_hpe/plots/HPE-country-germany-utilization-30-workload-specint.svg b/lifecycle_anslysis/scenarios/specint_amd_model_vs_hpe/plots/HPE-country-germany-utilization-30-workload-specint.svg
index cb46d25..b423d3d 100644
--- a/lifecycle_anslysis/scenarios/specint_amd_model_vs_hpe/plots/HPE-country-germany-utilization-30-workload-specint.svg
+++ b/lifecycle_anslysis/scenarios/specint_amd_model_vs_hpe/plots/HPE-country-germany-utilization-30-workload-specint.svg
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new file mode 100644
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diff --git a/lifecycle_anslysis/scenarios/specint_amd_model_vs_hpe/specint_amd.py b/lifecycle_anslysis/scenarios/specint_amd_model_vs_hpe/specint_amd.py
index 4caa165..e4bdf06 100644
--- a/lifecycle_anslysis/scenarios/specint_amd_model_vs_hpe/specint_amd.py
+++ b/lifecycle_anslysis/scenarios/specint_amd_model_vs_hpe/specint_amd.py
@@ -6,7 +6,7 @@
 from lifecycle_anslysis.system import System
 
 # assumptions
-time_horizon = 10
+time_horizon = 17
 
 ##############################
 # Systems
@@ -22,8 +22,8 @@
 old_system = System(
     # cm^2; # Die size from: https://www.techpowerup.com/cpu-specs/epyc-7502p.c2260
     die_size=74 / 100,
-    # according to https://www.spec.org/cpu2006/results/ and https://www.spec.org/cpu2017/results/
-    performance_indicator=285.44,
+    # according to https://www.spec.org/cpu2017/results/res2020q2/cpu2017-20200413-21933.pdf
+    performance_indicator=217,
     cpu_tdp=180,
     lifetime=lifetime,
     dram_capacity=dram_capacity,
@@ -34,8 +34,8 @@
 # AMD 9334, 2.7 GHz
 new_system = System(
     die_size=4 * 72 / 100,  # cm^2,
-    # according to https://www.spec.org/cpu2006/results/ and https://www.spec.org/cpu2017/results/
-    performance_indicator=470.4,
+    # according to https://www.spec.org/cpu2017/results/res2023q1/cpu2017-20230130-33834.pdf
+    performance_indicator=363,
     cpu_tdp=210,
     lifetime=lifetime,
     dram_capacity=dram_capacity,
diff --git a/lifecycle_anslysis/scenarios/specint_amd_model_vs_hpe/specint_amd_no_legend.py b/lifecycle_anslysis/scenarios/specint_amd_model_vs_hpe/specint_amd_no_legend.py
new file mode 100644
index 0000000..ae38395
--- /dev/null
+++ b/lifecycle_anslysis/scenarios/specint_amd_model_vs_hpe/specint_amd_no_legend.py
@@ -0,0 +1,95 @@
+import os
+
+from lifecycle_anslysis.comparison import generate_systems_comparison
+from lifecycle_anslysis.constants import GERMANY, SWEDEN, HPE_POWER_ADVISOR, GUPTA_MODEL
+from lifecycle_anslysis.plotting import create_projections_plot
+from lifecycle_anslysis.system import System
+
+# assumptions
+time_horizon = 17
+
+##############################
+# Systems
+##############################
+
+# shared specs
+lifetime = 10
+dram_capacity = 8 * 64
+ssd_capacity = 2 * 1600
+hdd_capacity = 0
+
+# AMD EPYC 7502P, 2.5GHz
+old_system = System(
+    # cm^2; # Die size from: https://www.techpowerup.com/cpu-specs/epyc-7502p.c2260
+    die_size=74 / 100,
+    # according to https://www.spec.org/cpu2017/results/res2020q2/cpu2017-20200413-21933.pdf
+    performance_indicator=217,
+    cpu_tdp=180,
+    lifetime=lifetime,
+    dram_capacity=dram_capacity,
+    ssd_capacity=ssd_capacity,
+    hdd_capacity=hdd_capacity,
+)
+
+# AMD 9334, 2.7 GHz
+new_system = System(
+    die_size=4 * 72 / 100,  # cm^2,
+    # according to https://www.spec.org/cpu2017/results/res2023q1/cpu2017-20230130-33834.pdf
+    performance_indicator=363,
+    cpu_tdp=210,
+    lifetime=lifetime,
+    dram_capacity=dram_capacity,
+    ssd_capacity=ssd_capacity,
+    hdd_capacity=hdd_capacity,
+)
+
+fixed_y_axis_lim = {
+    (SWEDEN, 30): 0.7
+}
+
+if __name__ == '__main__':
+    # plot comparison plots
+    save_root_path = "./plots_no_legend"
+    os.makedirs(save_root_path, exist_ok=True)
+    for country in [GERMANY, SWEDEN]:
+        for utilization in [30, 60, 90]:
+            fig_size = (10, 5)
+
+            save_path = os.path.join(save_root_path,
+                                     f"HPE-country-{country}-utilization-{utilization}-workload-specint")
+            hpe_new_system_opex, hpe_old_system_opex, hpe_abs_savings, hpe_relative_savings, hpe_ratio = \
+                generate_systems_comparison(
+                    new_system=new_system,
+                    old_system=old_system,
+                    time_horizon=time_horizon,
+                    country=country,
+                    utilization=utilization,
+                    opex_calculation=HPE_POWER_ADVISOR)
+            create_projections_plot(hpe_new_system_opex, hpe_old_system_opex, hpe_ratio, save_path, fig_size=fig_size)
+
+            if (country, utilization) in fixed_y_axis_lim:
+                create_projections_plot(hpe_new_system_opex, hpe_old_system_opex, hpe_ratio, save_path,
+                                        fig_size=fig_size, y_top_lim=fixed_y_axis_lim[(country, utilization)],
+                                        separate_legend=True)
+            else:
+                create_projections_plot(hpe_new_system_opex, hpe_old_system_opex, hpe_ratio, save_path,
+                                        fig_size=fig_size, separate_legend=True)
+
+            save_path = os.path.join(save_root_path,
+                                     f"MODEL-country-{country}-utilization-{utilization}-workload-specint")
+            model_new_system_opex, model_old_system_opex, model_abs_savings, model_relative_savings, model_ratio = \
+                generate_systems_comparison(
+                    new_system=new_system,
+                    old_system=old_system,
+                    time_horizon=time_horizon,
+                    country=country,
+                    utilization=utilization,
+                    opex_calculation=GUPTA_MODEL)
+
+            if (country, utilization) in fixed_y_axis_lim:
+                create_projections_plot(model_new_system_opex, model_old_system_opex, model_ratio, save_path,
+                                        fig_size=fig_size, y_top_lim=fixed_y_axis_lim[(country, utilization)],
+                                        separate_legend=True)
+            else:
+                create_projections_plot(model_new_system_opex, model_old_system_opex, model_ratio, save_path,
+                                        fig_size=fig_size, separate_legend=True)
diff --git a/lifecycle_anslysis/scenarios/specint_intel_model/plots/country-germany-utilization-30-workload-specint.png b/lifecycle_anslysis/scenarios/specint_intel_model/plots/country-germany-utilization-30-workload-specint.png
index 80fe4b7..a0cbf06 100644
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index 73c8ed8..1df989f 100644
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diff --git a/lifecycle_anslysis/scenarios/specint_intel_model/specint_intel.py b/lifecycle_anslysis/scenarios/specint_intel_model/specint_intel.py
index ef2fafe..a911641 100644
--- a/lifecycle_anslysis/scenarios/specint_intel_model/specint_intel.py
+++ b/lifecycle_anslysis/scenarios/specint_intel_model/specint_intel.py
@@ -6,7 +6,7 @@
 from lifecycle_anslysis.system import System
 
 # assumptions
-time_horizon = 10
+time_horizon = 9
 
 ##############################
 # Systems
@@ -21,7 +21,7 @@
 # Intel 8352Y, release 2021
 old_system = System(
     die_size=660 / 100,  # cm^2,
-    performance_indicator=746.88,
+    performance_indicator=210,
     cpu_tdp=205,
     lifetime=lifetime,
     dram_capacity=dram_capacity,
@@ -32,7 +32,7 @@
 # Intel Platinum 8480CL, release 2023
 new_system = System(
     die_size=(4 * 477) / 100,  # cm^2,
-    performance_indicator=1649.2,
+    performance_indicator=445,
     cpu_tdp=350,
     lifetime=lifetime,
     dram_capacity=dram_capacity,
diff --git a/lifecycle_anslysis/scenarios/utilization/power_utilization.py b/lifecycle_anslysis/scenarios/utilization/power_utilization.py
new file mode 100644
index 0000000..12f2449
--- /dev/null
+++ b/lifecycle_anslysis/scenarios/utilization/power_utilization.py
@@ -0,0 +1,93 @@
+import os.path
+
+import numpy as np
+from matplotlib import pyplot as plt
+from matplotlib.axes import Axes
+
+plt.rcParams.update({'text.usetex': True
+                            , 'pgf.rcfonts': False
+                            , 'text.latex.preamble': r"""\usepackage{iftex}
+                                            \ifxetex
+                                                \usepackage[libertine]{newtxmath}
+                                                \usepackage[tt=false]{libertine}
+                                                \setmonofont[StylisticSet=3]{inconsolata}
+                                            \else
+                                                \RequirePackage[tt=false, type1=true]{libertine}
+                                            \fi"""
+                         })
+
+def create_utilization_plots(intercept:float, ax:Axes, color):
+
+    def generate_normalized_power_usage(intercept):
+
+        #### Source: https://ieeexplore.ieee.org/document/4404806/?arnumber=4404806&tag=1
+        ### See Fig 2
+        power_slope = (100 - intercept) / (100 - 0)
+        utilization_range = list(range(0, 110, 25))
+
+        return [(intercept + utilization * power_slope) for utilization in utilization_range]
+    
+    npc = generate_normalized_power_usage(intercept)
+    utilization_range = list(range(0, 110, 25))
+
+    ax.plot(utilization_range, npc, color=color, label=f'$\\textsf{{P}}_0$: {intercept}', linewidth=1.5)
+
+# Define the capped exponential growth function
+def capped_exponential(x, L, a, k):
+    return L - (L - a) * np.exp(-k * x)
+
+fig, ax = plt.subplots(figsize=(2, 1))
+
+intercept_range = [i for i in range(0, 110, 25)]
+colors = ['#fd8d3c','#fc4e2a','#e31a1c','#bd0026','#800026']
+
+for id, intercept in enumerate(intercept_range):
+    color = colors[id]
+    create_utilization_plots(intercept, ax, color)
+
+save_root_path = "lifecycle_anslysis/scenarios/utilization/plots/"
+os.makedirs(save_root_path, exist_ok=True)
+# save_path = os.path.join(save_root_path, f"utilization_power_usage")
+
+# ax.set_title('A) Linear Model', fontsize = 25)
+ax.set_xlabel('Utilization [\%]', fontsize = 10)
+ax.set_ylabel('NPC [\%]', fontsize = 10)
+# Place legend outside the Axes on the right
+ax.legend(loc='upper right', bbox_to_anchor=(1.7, 1.175), fontsize=10, frameon=True)
+ax.tick_params(axis='x', labelsize=10)  # Set x-axis tick label size
+ax.tick_params(axis='y', labelsize=10)  # Set y-axis tick label size
+fig.savefig(os.path.join(os.path.dirname(save_root_path), "utilization_power.png"), bbox_inches="tight")
+fig.savefig(os.path.join(os.path.dirname(save_root_path), "utilization_power.svg"), bbox_inches="tight")
+
+# # Set parameters
+# L = 100      # Cap (upper bound)
+# a = 50       # Initial value
+# k_values = np.arange(0.03, 1, round((1-0.045)/4, 2))  # Different values of k
+# colors = ['#fd8d3c','#fc4e2a','#e31a1c','#bd0026','#800026']
+
+# # Generate x values
+# x = np.linspace(0, 110, 25)
+
+# # Plot the curves for different k values
+# # plt.figure(figsize=(10, 6))
+# for idk, k in enumerate(k_values):
+#     y = capped_exponential(x, L, a, k)
+#     ax[1].plot(x, y, label=f'$\\textsf{{k}}= {round(k, 2)}$', color=colors[idk], linewidth=3)
+
+# # Customize the plot
+# ax[1].set_title('B) Exponential Growth Model', fontsize = 25)
+# ax[1].set_xlabel('Utilization [\%]', fontsize = 25)
+# # ax[1].set_ylabel('Normalized Power Usage [\%]', fontsize = 20)
+# ax[1].legend(fontsize = 19)
+# ax[0].set_xlim(-1,105)
+# ax[1].set_xlim(-1,105)
+# ax[0].set_ylim(-1,105)
+# ax[1].set_ylim(-1,105)
+# ax[0].tick_params(axis='x', labelsize=25)  # Set x-axis tick label size
+# ax[0].tick_params(axis='y', labelsize=25)  # Set y-axis tick label size
+# ax[1].tick_params(axis='x', labelsize=25)  # Set x-axis tick label size
+# ax[1].tick_params(axis='y', labelsize=25)  # Set y-axis tick label size
+# plt.tight_layout()
+# # plt.grid(True)
+# plt.savefig(os.path.join(os.path.dirname(save_root_path), "power_models.png"), bbox_inches="tight")
+# plt.savefig(os.path.join(os.path.dirname(save_root_path), "power_models.svg"), bbox_inches="tight")
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