Restrictive lung disease is characterized by a reduced lung volume due to an inability of the lungs to expand fully, often caused by conditions that affect the lung tissue or the chest wall. This leads to decreased total lung capacity and can result in symptoms such as shortness of breath and decreased exercise tolerance.