| 1 |  |  | # -*- coding: utf-8 -*- | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2 |  |  | """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3 |  |  | Created on Mon Aug 17 11:08:15 2015 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 4 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 5 |  |  | This is a collection of helper functions which work on there own an can be | 
            
                                                                                                            
                            
            
                                    
            
            
                | 6 |  |  | used by various classes. If there are too many helper-functions, they will | 
            
                                                                                                            
                            
            
                                    
            
            
                | 7 |  |  | be sorted in different modules. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 8 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 9 |  |  | All special import should be in try/except loops to avoid import errors. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 10 |  |  | """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 11 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 12 |  |  | import pandas as pd | 
            
                                                                                                            
                            
            
                                    
            
            
                | 13 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 14 |  |  | de_en = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 15 |  |  |     'Braunkohle': 'lignite', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 16 |  |  |     'Steinkohle': 'hard_coal', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 17 |  |  |     'Erdgas': 'natural_gas', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 18 |  |  |     'Öl': 'oil', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 19 |  |  |     'Solarstrom': 'solar_power', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 20 |  |  |     'Windkraft': 'wind_power', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 21 |  |  |     'Biomasse': 'biomass', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 22 |  |  |     'Wasserkraft': 'hydro_power', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 23 |  |  |     'Gas': 'methan', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 24 |  |  |     'Mineralölprodukte': 'mineral_oil', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 25 |  |  |     'Abfall': 'waste', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 26 |  |  |     'Sonstige Energieträger\n(nicht erneuerbar) ': 'waste', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 27 |  |  |     'Pumpspeicher': 'pumped_storage', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 28 |  |  | } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 29 |  |  |  | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 30 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 31 |  |  | def translator(x): | 
            
                                                                        
                            
            
                                    
            
            
                | 32 |  |  |     return de_en[x] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 33 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 34 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 35 |  |  | def get_all_power_plants(conn, geometry): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 36 |  |  |     return pd.concat( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 37 |  |  |         [get_bnetza_pps(conn, geometry), get_energymap_pps(conn, geometry)], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 38 |  |  |         ignore_index=True, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 39 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 40 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 41 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 42 |  |  | def get_energymap_pps(conn, geometry1, geometry2=None, tsum=True): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 43 |  |  |     # TODO@Günni | 
            
                                                                                                            
                            
            
                                    
            
            
                | 44 |  |  |     sql = """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 45 |  |  |         SELECT anlagentyp, anuntertyp, p_nenn_kwp | 
            
                                                                                                            
                            
            
                                    
            
            
                | 46 |  |  |         FROM oemof_test.energy_map as ee | 
            
                                                                                                            
                            
            
                                    
            
            
                | 47 |  |  |         WHERE st_contains(ST_GeomFromText('{wkt}',4326), ee.geom) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 48 |  |  |         """.format( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 49 |  |  |         wkt=geometry1.wkt | 
            
                                                                                                            
                            
            
                                    
            
            
                | 50 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 51 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 52 |  |  |     if geometry2 is None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 53 |  |  |         sql += ';' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 54 |  |  |     else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 55 |  |  |         sql += '''AND st_contains(ST_GeomFromText('{wkt}',4326), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 56 |  |  |             ee.geom);'''.format( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 57 |  |  |             wkt=geometry2.wkt | 
            
                                                                                                            
                            
            
                                    
            
            
                | 58 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 59 |  |  |     df_full = pd.DataFrame( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 60 |  |  |         conn.execute(sql).fetchall(), columns=['type', 'subtype', 'cap'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 61 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 62 |  |  |     df = pd.DataFrame(columns=['type', 'cap']) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 63 |  |  |     if tsum: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 64 |  |  |         typelist = df_full.type.unique() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 65 |  |  |         for i in range(len(typelist)): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 66 |  |  |             cap_sum = df_full[df_full.type == typelist[i]].cap.sum() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 67 |  |  |             df.loc[i] = [typelist[i], cap_sum] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 68 |  |  |     else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 69 |  |  |         df = df_full | 
            
                                                                                                            
                            
            
                                    
            
            
                | 70 |  |  |     df['type'] = df['type'].apply(translator) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 71 |  |  |     return df | 
            
                                                                                                            
                            
            
                                    
            
            
                | 72 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 73 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 74 |  |  | def get_bnetza_pps(conn, geometry): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 75 |  |  |     # TODO@Günni | 
            
                                                                                                            
                            
            
                                    
            
            
                | 76 |  |  |     sql = """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 77 |  |  |         SELECT auswertung, ersatzbrennstoff, el_nennleistung | 
            
                                                                                                            
                            
            
                                    
            
            
                | 78 |  |  |         FROM oemof_test.geo_power_plant_bnetza_2014 as pp | 
            
                                                                                                            
                            
            
                                    
            
            
                | 79 |  |  |         WHERE st_contains( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 80 |  |  |         ST_GeomFromText('{wkt}',4326), ST_Transform(pp.geom, 4326)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 81 |  |  |         """.format( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 82 |  |  |         wkt=geometry.wkt | 
            
                                                                                                            
                            
            
                                    
            
            
                | 83 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 84 |  |  |     df = pd.DataFrame( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 85 |  |  |         conn.execute(sql).fetchall(), columns=['type', 'subtype', 'cap'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 86 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 87 |  |  |     df['type'] = df['type'].apply(translator) | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 88 |  |  |     return df | 
            
                                                        
            
                                    
            
            
                | 89 |  |  |  |