diff --git a/docs/docs/tutorials/components.ipynb b/docs/docs/tutorials/components.ipynb
index fb361193..55570c35 100644
--- a/docs/docs/tutorials/components.ipynb
+++ b/docs/docs/tutorials/components.ipynb
@@ -26,6 +26,7 @@
     "from easydynamics.sample_model import DampedHarmonicOscillator\n",
     "from easydynamics.sample_model import DeltaFunction\n",
     "from easydynamics.sample_model import Exponential\n",
+    "from easydynamics.sample_model import ExpressionComponent\n",
     "from easydynamics.sample_model import Gaussian\n",
     "from easydynamics.sample_model import Lorentzian\n",
     "from easydynamics.sample_model import Polynomial\n",
@@ -123,11 +124,37 @@
     "plt.legend()\n",
     "plt.show()"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9a113170",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "expr = ExpressionComponent(\n",
+    "    'A * exp(-(x - x0)**2 / (2*sigma**2)) +B*sin(2*pi*x/period)',\n",
+    "    parameters={'A': 10, 'x0': 0, 'sigma': 1},\n",
+    ")\n",
+    "\n",
+    "expr.A = 5\n",
+    "expr.sigma = 0.5\n",
+    "\n",
+    "expr.period = 2.0\n",
+    "\n",
+    "x = np.linspace(-5, 5, 100)\n",
+    "y = expr.evaluate(x)\n",
+    "\n",
+    "plt.figure()\n",
+    "plt.plot(x, y, label='Expression Component')\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "easydynamics_newbase",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -141,7 +168,7 @@
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    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.12"
+   "version": "3.12.13"
   }
  },
  "nbformat": 4,
diff --git a/pixi.lock b/pixi.lock
index 253a88a7..46922123 100644
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-  sha256: dce0896488562f09a27b9c91b1f58a097457143931f3c4d519690dea54e624c5
+  version: 0.15.8
+  sha256: 0f29b989a55572fb885b77464cf24af05500806ab4edf9a0fd8977f9759d85b1
   requires_python: '>=3.7'
 - pypi: https://files.pythonhosted.org/packages/07/d9/5c57a38ebf73df9f1992ce7c6830efc4b341cba8dfbc546e1a40155e922c/scipp-26.3.1-cp312-cp312-macosx_14_0_x86_64.whl
   name: scipp
@@ -9825,6 +9862,15 @@ packages:
   - pygments ; extra == 'tests'
   - littleutils ; extra == 'tests'
   - cython ; extra == 'tests'
+- pypi: https://files.pythonhosted.org/packages/a2/09/77d55d46fd61b4a135c444fc97158ef34a095e5681d0a6c10b75bf356191/sympy-1.14.0-py3-none-any.whl
+  name: sympy
+  version: 1.14.0
+  sha256: e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5
+  requires_dist:
+  - mpmath>=1.1.0,<1.4
+  - pytest>=7.1.0 ; extra == 'dev'
+  - hypothesis>=6.70.0 ; extra == 'dev'
+  requires_python: '>=3.9'
 - pypi: https://files.pythonhosted.org/packages/99/55/db07de81b5c630da5cbf5c7df646580ca26dfaefa593667fc6f2fe016d2e/tabulate-0.10.0-py3-none-any.whl
   name: tabulate
   version: 0.10.0
@@ -9913,45 +9959,45 @@ packages:
   version: 6.2.0
   sha256: a152bf4f249c847a66497a4a95f63376ed68ac6abf092a2f7cfb29d044ecff44
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/1e/0d/a22bb6c83f83386b0008425a6cd1fa1c14b5f3dd4bad05e98cf3dbbf4a64/tomli-2.4.0-cp311-cp311-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/10/90/d62ce007a1c80d0b2c93e02cab211224756240884751b94ca72df8a875ca/tomli-2.4.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
   name: tomli
-  version: 2.4.0
-  sha256: d3d1654e11d724760cdb37a3d7691f0be9db5fbdaef59c9f532aabf87006dbaa
+  version: 2.4.1
+  sha256: 136443dbd7e1dee43c68ac2694fde36b2849865fa258d39bf822c10e8068eac5
   requires_python: '>=3.8'
-- pypi: https://files.pythonhosted.org/packages/3c/43/7389a1869f2f26dba52404e1ef13b4784b6b37dac93bac53457e3ff24ca3/tomli-2.4.0-cp312-cp312-macosx_10_13_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/24/22/4daacd05391b92c55759d55eaee21e1dfaea86ce5c571f10083360adf534/tomli-2.4.1-cp312-cp312-win_amd64.whl
   name: tomli
-  version: 2.4.0
-  sha256: 920b1de295e72887bafa3ad9f7a792f811847d57ea6b1215154030cf131f16b1
+  version: 2.4.1
+  sha256: 52c8ef851d9a240f11a88c003eacb03c31fc1c9c4ec64a99a0f922b93874fda9
   requires_python: '>=3.8'
-- pypi: https://files.pythonhosted.org/packages/3c/d9/3dc2289e1f3b32eb19b9785b6a006b28ee99acb37d1d47f78d4c10e28bf8/tomli-2.4.0-cp311-cp311-macosx_10_9_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/42/59/71461df1a885647e10b6bb7802d0b8e66480c61f3f43079e0dcd315b3954/tomli-2.4.1-cp311-cp311-win_amd64.whl
   name: tomli
-  version: 2.4.0
-  sha256: b5ef256a3fd497d4973c11bf142e9ed78b150d36f5773f1ca6088c230ffc5867
+  version: 2.4.1
+  sha256: 5ee18d9ebdb417e384b58fe414e8d6af9f4e7a0ae761519fb50f721de398dd4e
   requires_python: '>=3.8'
-- pypi: https://files.pythonhosted.org/packages/51/32/ef9f6845e6b9ca392cd3f64f9ec185cc6f09f0a2df3db08cbe8809d1d435/tomli-2.4.0-cp311-cp311-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/48/c1/f41d9cb618acccca7df82aaf682f9b49013c9397212cb9f53219e3abac37/tomli-2.4.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
   name: tomli
-  version: 2.4.0
-  sha256: 5572e41282d5268eb09a697c89a7bee84fae66511f87533a6f88bd2f7b652da9
+  version: 2.4.1
+  sha256: 5a881ab208c0baf688221f8cecc5401bd291d67e38a1ac884d6736cbcd8247e9
   requires_python: '>=3.8'
-- pypi: https://files.pythonhosted.org/packages/69/13/c07a9177d0b3bab7913299b9278845fc6eaaca14a02667c6be0b0a2270c8/tomli-2.4.0-cp312-cp312-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/6d/f7/675db52c7e46064a9aa928885a9b20f4124ecb9bc2e1ce74c9106648d202/tomli-2.4.1-cp311-cp311-macosx_11_0_arm64.whl
   name: tomli
-  version: 2.4.0
-  sha256: 685306e2cc7da35be4ee914fd34ab801a6acacb061b6a7abca922aaf9ad368da
+  version: 2.4.1
+  sha256: 4ab97e64ccda8756376892c53a72bd1f964e519c77236368527f758fbc36a53a
   requires_python: '>=3.8'
-- pypi: https://files.pythonhosted.org/packages/b3/40/e1b65986dbc861b7e986e8ec394598187fa8aee85b1650b01dd925ca0be8/tomli-2.4.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/c1/ba/42f134a3fe2b370f555f44b1d72feebb94debcab01676bf918d0cb70e9aa/tomli-2.4.1-cp312-cp312-macosx_10_13_x86_64.whl
   name: tomli
-  version: 2.4.0
-  sha256: 5e3f639a7a8f10069d0e15408c0b96a2a828cfdec6fca05296ebcdcc28ca7c76
+  version: 2.4.1
+  sha256: c742f741d58a28940ce01d58f0ab2ea3ced8b12402f162f4d534dfe18ba1cd6a
   requires_python: '>=3.8'
-- pypi: https://files.pythonhosted.org/packages/d2/6d/02ff5ab6c8868b41e7d4b987ce2b5f6a51d3335a70aa144edd999e055a01/tomli-2.4.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/dc/c7/62d7a17c26487ade21c5422b646110f2162f1fcc95980ef7f63e73c68f14/tomli-2.4.1-cp312-cp312-macosx_11_0_arm64.whl
   name: tomli
-  version: 2.4.0
-  sha256: 1c8a885b370751837c029ef9bc014f27d80840e48bac415f3412e6593bbc18c1
+  version: 2.4.1
+  sha256: 7f86fd587c4ed9dd76f318225e7d9b29cfc5a9d43de44e5754db8d1128487085
   requires_python: '>=3.8'
-- pypi: https://files.pythonhosted.org/packages/e9/05/2f9bf110b5294132b2edf13fe6ca6ae456204f3d749f623307cbb7a946f2/tomli-2.4.0-cp312-cp312-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/f4/11/db3d5885d8528263d8adc260bb2d28ebf1270b96e98f0e0268d32b8d9900/tomli-2.4.1-cp311-cp311-macosx_10_9_x86_64.whl
   name: tomli
-  version: 2.4.0
-  sha256: 7d6d9a4aee98fac3eab4952ad1d73aee87359452d1c086b5ceb43ed02ddb16b8
+  version: 2.4.1
+  sha256: f8f0fc26ec2cc2b965b7a3b87cd19c5c6b8c5e5f436b984e85f486d652285c30
   requires_python: '>=3.8'
 - pypi: https://files.pythonhosted.org/packages/2c/23/f6c6112a04d28eed765e374435fb1a9198f73e1ec4b4024184f21faeb1ad/tornado-6.5.5-cp39-abi3-win_amd64.whl
   name: tornado
diff --git a/pyproject.toml b/pyproject.toml
index f761197a..1f9bf2c3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -32,6 +32,7 @@ dependencies = [
   'ipywidgets',  # Widgets (needed for interactive matplotlib backends)
   'ipympl',      # Matplotlib Jupyter widget backend (%matplotlib widget)
   'IPython',     # Interactive Python shell
+  'sympy',       # Symbolic mathematics (used for expression components)
 ]
 
 [project.optional-dependencies]
diff --git a/src/easydynamics/sample_model/__init__.py b/src/easydynamics/sample_model/__init__.py
index 69bddf9c..9cb2b108 100644
--- a/src/easydynamics/sample_model/__init__.py
+++ b/src/easydynamics/sample_model/__init__.py
@@ -6,6 +6,7 @@
 from .components import DampedHarmonicOscillator
 from .components import DeltaFunction
 from .components import Exponential
+from .components import ExpressionComponent
 from .components import Gaussian
 from .components import Lorentzian
 from .components import Polynomial
@@ -29,4 +30,5 @@
     'ResolutionModel',
     'BackgroundModel',
     'InstrumentModel',
+    'ExpressionComponent',
 ]
diff --git a/src/easydynamics/sample_model/components/__init__.py b/src/easydynamics/sample_model/components/__init__.py
index 3d18a9b2..54bec057 100644
--- a/src/easydynamics/sample_model/components/__init__.py
+++ b/src/easydynamics/sample_model/components/__init__.py
@@ -4,6 +4,7 @@
 from .damped_harmonic_oscillator import DampedHarmonicOscillator
 from .delta_function import DeltaFunction
 from .exponential import Exponential
+from .expression_component import ExpressionComponent
 from .gaussian import Gaussian
 from .lorentzian import Lorentzian
 from .polynomial import Polynomial
@@ -17,4 +18,5 @@
     'DampedHarmonicOscillator',
     'Polynomial',
     'Exponential',
+    'ExpressionComponent',
 ]
diff --git a/src/easydynamics/sample_model/components/expression_component.py b/src/easydynamics/sample_model/components/expression_component.py
new file mode 100644
index 00000000..dcc9e445
--- /dev/null
+++ b/src/easydynamics/sample_model/components/expression_component.py
@@ -0,0 +1,304 @@
+# SPDX-FileCopyrightText: 2026 EasyScience contributors
+# SPDX-License-Identifier: BSD-3-Clause
+
+from __future__ import annotations
+
+import numpy as np
+import scipp as sc
+import sympy as sp
+from easyscience.variable import Parameter
+
+from easydynamics.utils.utils import Numeric
+
+from .model_component import ModelComponent
+
+
+class ExpressionComponent(ModelComponent):
+    """Model component defined by a symbolic expression.
+
+    Example:
+        expr = ExpressionComponent(
+            "A * exp(-(x - x0)**2 / (2*sigma**2))",
+            parameters={"A": 10, "x0": 0, "sigma": 1},
+        )
+
+        expr.A = 5
+        y = expr.evaluate(x)
+    """
+
+    # -------------------------
+    # Allowed symbolic functions
+    # -------------------------
+    _ALLOWED_FUNCS = {
+        # Exponentials & logs
+        'exp': sp.exp,
+        'log': sp.log,
+        'ln': sp.log,
+        'sqrt': sp.sqrt,
+        # Trigonometric
+        'sin': sp.sin,
+        'cos': sp.cos,
+        'tan': sp.tan,
+        'sinc': sp.sinc,
+        'cot': sp.cot,
+        'sec': sp.sec,
+        'csc': sp.csc,
+        'asin': sp.asin,
+        'acos': sp.acos,
+        'atan': sp.atan,
+        # Hyperbolic
+        'sinh': sp.sinh,
+        'cosh': sp.cosh,
+        'tanh': sp.tanh,
+        # Misc
+        'abs': sp.Abs,
+        'sign': sp.sign,
+        'floor': sp.floor,
+        'ceil': sp.ceiling,
+        # Special functions
+        'erf': sp.erf,
+    }
+
+    # -------------------------
+    # Allowed constants
+    # -------------------------
+    _ALLOWED_CONSTANTS = {
+        'pi': sp.pi,
+        'E': sp.E,
+    }
+
+    _RESERVED_NAMES = {'x'}
+
+    def __init__(
+        self,
+        expression: str,
+        parameters: dict[str, Numeric] | None = None,
+        unit: str | sc.Unit = 'meV',
+        display_name: str | None = 'Expression',
+        unique_name: str | None = None,
+    ) -> None:
+        """Initialize the ExpressionComponent.
+
+        Args:
+            expression (str): The symbolic expression as a string.
+                Must contain 'x' as the independent variable.
+            parameters (dict[str, Numeric] | None, default=None):
+                Dictionary of parameter names and their initial values.
+                Defaults to None (no parameters).
+            unit (str | sc.Unit, default="meV"): Unit of the output.
+            display_name (str | None, default="Expression"): Display name for the component.
+            unique_name (str | None, default=None): Unique name for the component.
+
+        Raises:
+            ValueError: If the expression is invalid or does not contain 'x'.
+            TypeError: If any parameter value is not numeric.
+        """
+        super().__init__(unit=unit, display_name=display_name, unique_name=unique_name)
+
+        if 'np.' in expression:
+            raise ValueError(
+                'NumPy syntax (np.*) is not supported. '
+                "Use functions like 'exp', 'sin', etc. directly."
+            )
+
+        self._expression_str = expression
+
+        locals_dict = {}
+        locals_dict.update(self._ALLOWED_FUNCS)
+        locals_dict.update(self._ALLOWED_CONSTANTS)
+
+        try:
+            self._expr = sp.sympify(expression, locals=locals_dict)
+        except Exception as e:
+            raise ValueError(f'Invalid expression: {expression}') from e
+
+        # Extract symbols from the expression
+        symbols = self._expr.free_symbols
+        symbol_names = sorted(str(s) for s in symbols)
+
+        if 'x' not in symbol_names:
+            raise ValueError("Expression must contain 'x' as independent variable")
+
+        # Reject unknown functions early so invalid expressions fail at init,
+        # not later during numerical evaluation.
+        allowed_function_names = set(self._ALLOWED_FUNCS) | {
+            func.__name__ for func in self._ALLOWED_FUNCS.values()
+        }
+
+        # Walk all function-call nodes in the parsed expression (e.g. sin(x), foo(x)).
+        # Keep only function names that are not in our allowlist.
+        unknown_function_names: set[str] = set()
+        function_atoms = self._expr.atoms(sp.Function)
+        for function_atom in function_atoms:
+            function_name = function_atom.func.__name__
+            if function_name not in allowed_function_names:
+                unknown_function_names.add(function_name)
+
+        unknown_functions = sorted(unknown_function_names)
+
+        if unknown_functions:
+            raise ValueError(
+                f'Unsupported function(s) in expression: {", ".join(unknown_functions)}'
+            )
+
+        # Create parameters
+        if parameters is not None and not isinstance(parameters, dict):
+            raise TypeError(
+                f'Parameters must be None or a dictionary, got {type(parameters).__name__}'
+            )
+
+        if parameters is not None:
+            for name, value in parameters.items():
+                if not isinstance(value, Numeric):
+                    raise TypeError(f"Parameter '{name}' must be numeric")
+        parameters = parameters or {}
+        self._parameters: dict[str, Parameter] = {}
+
+        self._symbol_names = symbol_names
+        for name in self._symbol_names:
+            if name in self._RESERVED_NAMES:
+                continue
+
+            value = parameters.get(name, 1.0)
+
+            self._parameters[name] = Parameter(
+                name=name,
+                value=value,
+                unit=self._unit,
+            )
+
+        # Create numerical function
+        ordered_symbols = [sp.Symbol(name) for name in self._symbol_names]
+
+        self._func = sp.lambdify(
+            ordered_symbols,
+            self._expr,
+            modules=['numpy'],
+        )
+
+        # -------------------------
+        # Properties
+        # -------------------------
+
+    @property
+    def expression(self) -> str:
+        """Return the original expression string."""
+        return self._expression_str
+
+    @expression.setter
+    def expression(self, _new_expr: str) -> None:
+        """Prevent changing the expression after initialization.
+
+        Args:
+            _new_expr (str): New expression string (ignored).
+
+        Raises:
+            AttributeError: Always raised to prevent changing the expression.
+        """
+        raise AttributeError('Expression cannot be changed after initialization')
+
+    def evaluate(
+        self,
+        x: Numeric | list | np.ndarray | sc.Variable | sc.DataArray,
+    ) -> np.ndarray:
+        """Evaluate the expression for given x values.
+
+        Args:
+            x (Numeric | list | np.ndarray | sc.Variable | sc.DataArray):
+                Input values for the independent variable.
+
+        Returns:
+            np.ndarray: Evaluated results.
+        """
+        x = self._prepare_x_for_evaluate(x)
+
+        args = []
+        for name in self._symbol_names:
+            if name == 'x':
+                args.append(x)
+            else:
+                args.append(self._parameters[name].value)
+
+        return self._func(*args)
+
+    def get_all_variables(self) -> list[Parameter]:
+        """Return all parameters.
+
+        Returns:
+            list[Parameter]: List of all parameters in the expression.
+        """
+        return list(self._parameters.values())
+
+    def convert_unit(self, _new_unit: str | sc.Unit) -> None:
+        """Convert the unit of the expression.
+
+        Unit conversion is not implemented for ExpressionComponent.
+
+        Args:
+            _new_unit (str | sc.Unit): The new unit to convert to (ignored).
+
+        Raises:
+            NotImplementedError: Always raised to indicate unit conversion is not supported.
+        """
+
+        raise NotImplementedError('Unit conversion is not implemented for ExpressionComponent')
+
+    # -------------------------
+    # dunder methods
+    # -------------------------
+
+    def __getattr__(self, name: str) -> Parameter:
+        """Allow access to parameters as attributes.
+
+        Args:
+            name (str): Name of the parameter to access.
+
+        Returns:
+            Parameter: The parameter with the given name.
+
+        Raises:
+            AttributeError: If the parameter does not exist.
+        """
+        if '_parameters' in self.__dict__ and name in self._parameters:
+            return self._parameters[name]
+        raise AttributeError(f"{self.__class__.__name__} has no attribute '{name}'")
+
+    def __setattr__(self, name: str, value: Numeric) -> None:
+        """Allow setting parameter values as attributes.
+
+        Args:
+            name (str): Name of the parameter to set.
+            value (Numeric): New value for the parameter.
+
+        Raises:
+            TypeError: If the value is not numeric.
+        """
+        if '_parameters' in self.__dict__ and name in self._parameters:
+            param = self._parameters[name]
+
+            if not isinstance(value, Numeric):
+                raise TypeError(f'{name} must be numeric')
+
+            param.value = value
+        else:
+            # For other attributes, use default behavior
+            super().__setattr__(name, value)
+
+    def __dir__(self) -> list[str]:
+        """Include parameter names in dir() output for better IDE
+        support.
+
+        Returns:
+            list[str]: List of attribute names, including parameters.
+        """
+        return super().__dir__() + list(self._parameters.keys())
+
+    def __repr__(self) -> str:
+        param_str = ', '.join(f'{k}={v.value}' for k, v in self._parameters.items())
+        return (
+            f'{self.__class__.__name__}(\n'
+            f"  expr='{self._expression_str}',\n"
+            f'  unit={self._unit},\n'
+            f'  parameters={{ {param_str} }}\n'
+            f')'
+        )
diff --git a/tests/unit/easydynamics/sample_model/components/test_expression_component.py b/tests/unit/easydynamics/sample_model/components/test_expression_component.py
new file mode 100644
index 00000000..4a7a43fd
--- /dev/null
+++ b/tests/unit/easydynamics/sample_model/components/test_expression_component.py
@@ -0,0 +1,174 @@
+# SPDX-FileCopyrightText: 2026 EasyScience contributors
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+import pytest
+from easyscience.variable import Parameter
+
+from easydynamics.sample_model import ExpressionComponent
+
+
+class TestExpressionComponent:
+    @pytest.fixture
+    def expr(self):
+        return ExpressionComponent(
+            'A * exp(-(x - x0)**2 / (2*sigma**2))',
+            parameters={'A': 2.0, 'x0': 0.5, 'sigma': 0.6},
+            unit='meV',
+            display_name='TestExpression',
+        )
+
+    def test_init_valid(self, expr: ExpressionComponent):
+        # WHEN THEN EXPECT
+        assert expr.display_name == 'TestExpression'
+        assert expr.unit == 'meV'
+
+        assert expr.A.value == 2.0
+        assert expr.x0.value == 0.5
+        assert expr.sigma.value == 0.6
+
+    def test_init_without_parameters(self):
+        # WHEN THEN
+        expr = ExpressionComponent('A * x', parameters=None)
+
+        # EXPECT
+        assert expr.A.value == 1.0  # default
+
+    def test_invalid_expression_raises(self):
+        # WHEN THEN EXPECT
+        with pytest.raises(ValueError, match='Invalid expression'):
+            ExpressionComponent('invalid syntax $$')
+
+    def test_expression_without_x_raises(self):
+        # WHEN THEN EXPECT
+        with pytest.raises(ValueError, match="must contain 'x'"):
+            ExpressionComponent('A + 1')
+
+    def test_numpy_syntax_not_allowed(self):
+        # WHEN THEN EXPECT
+        with pytest.raises(ValueError, match='NumPy syntax'):
+            ExpressionComponent('np.exp(x)')
+
+    def test_invalid_function_raises(self):
+        # WHEN THEN EXPECT
+        with pytest.raises(ValueError, match='Unsupported function'):
+            ExpressionComponent('A * unknown_func(x)')
+
+    @pytest.mark.parametrize(
+        'parameters',
+        [
+            'not a dict',
+            123,
+            1.23,
+        ],
+    )
+    def test_parameters_type_validation(self, parameters):
+        # WHEN THEN EXPECT
+        with pytest.raises(TypeError, match='Parameters must be None or a dictionary'):
+            ExpressionComponent('A * x', parameters=parameters)
+
+    def test_parameter_value_type_validation(self):
+        # WHEN THEN EXPECT
+        with pytest.raises(TypeError, match='must be numeric'):
+            ExpressionComponent('A * x', parameters={'A': 'invalid'})
+
+    def test_evaluate(self, expr: ExpressionComponent):
+        # WHEN
+        x = np.array([0.0, 0.5, 1.0])
+
+        # THEN
+        result = expr.evaluate(x)
+
+        # EXPECT
+        expected = 2.0 * np.exp(-((x - 0.5) ** 2) / (2 * 0.6**2))
+        np.testing.assert_allclose(result, expected, rtol=1e-5)
+
+    def test_parameter_setter(self, expr: ExpressionComponent):
+        # WHEN THEN
+        expr.A = 3.0
+
+        # EXPECT
+        assert expr.A.value == 3.0
+        assert isinstance(expr.A, Parameter)
+
+    def test_parameter_getter_invalid_name(self, expr: ExpressionComponent):
+        # WHEN THEN EXPECT
+        with pytest.raises(AttributeError, match="has no attribute 'invalid_param'"):
+            _invalid_param = expr.invalid_param
+
+    def test_parameter_setter_invalid(self, expr: ExpressionComponent):
+        # WHEN THEN EXPECT
+        with pytest.raises(TypeError, match='must be numeric'):
+            expr.A = 'invalid'
+
+    def test_get_all_variables(self, expr: ExpressionComponent):
+        # WHEN
+        params = expr.get_all_variables()
+
+        # THEN
+        assert all(isinstance(p, Parameter) for p in params)
+
+        # EXPECT
+        names = {p.name for p in params}
+        assert names == {'A', 'x0', 'sigma'}
+
+    def test_expression_property(self, expr: ExpressionComponent):
+        # WHEN THEN EXPECT
+        assert expr.expression == 'A * exp(-(x - x0)**2 / (2*sigma**2))'
+
+    def test_expression_is_read_only(self, expr: ExpressionComponent):
+        # WHEN THEN EXPECT
+        with pytest.raises(AttributeError, match='cannot be changed'):
+            expr.expression = 'x'
+
+    def test_convert_unit_not_implemented(self, expr: ExpressionComponent):
+        # WHEN THEN EXPECT
+        with pytest.raises(NotImplementedError, match='not implemented'):
+            expr.convert_unit('microeV')
+
+    def test_missing_parameter_defaults(self):
+        # WHEN THEN
+        expr = ExpressionComponent('A * x + B', parameters={'A': 2.0})
+
+        # EXPECT
+        assert expr.A.value == 2.0
+        assert expr.B.value == 1.0  # default
+
+    def test_dir_includes_parameters(self, expr: ExpressionComponent):
+        # WHEN THEN
+        attributes = dir(expr)
+
+        # EXPECT
+        assert 'A' in attributes
+        assert 'x0' in attributes
+        assert 'sigma' in attributes
+
+    def test_repr(self, expr: ExpressionComponent):
+        # WHEN THEN
+        repr_str = repr(expr)
+
+        # EXPECT
+        assert 'ExpressionComponent' in repr_str
+        assert 'expr=' in repr_str
+        assert 'parameters=' in repr_str
+        assert 'A=2.0' in repr_str
+
+    def test_evaluate_scalar_input(self, expr: ExpressionComponent):
+        # WHEN
+        x = 0.5
+        result = expr.evaluate(x)
+
+        # THEN
+        expected = 2.0 * np.exp(-((x - 0.5) ** 2) / (2 * 0.6**2))
+        assert np.isclose(result, expected)
+
+    def test_reserved_name_not_parameter(self):
+        # WHEN
+        expr = ExpressionComponent('x + A', parameters={'A': 2.0})
+
+        # THEN
+        params = expr.get_all_variables()
+        names = {p.name for p in params}
+
+        assert 'A' in names
+        assert 'x' not in names  # x is reserved