Research article
|
01 Apr 2021
Research article |
|
01 Apr 2021
Groundwater level forecasting with artificial neural networks: a comparison of long short-term memory (LSTM), convolutional neural networks (CNNs), and non-linear autoregressive networks with exogenous input (NARX)
Andreas Wunsch , Tanja Liesch , and Stefan Broda
Viewed
Total article views: 11,139 (including HTML, PDF, and XML)
HTML
PDF
XML
Total
Supplement
BibTeX
EndNote
8,049
2,953
137
11,139
697
169
175
HTML: 8,049
PDF: 2,953
XML: 137
Total: 11,139
Supplement: 697
BibTeX: 169
EndNote: 175
Views and downloads (calculated since 23 Nov 2020)
Month
HTML
PDF
XML
Total
Nov 2020
244
64
4
312
Dec 2020
59
32
2
93
Jan 2021
67
26
1
94
Feb 2021
65
28
0
93
Mar 2021
47
30
0
77
Apr 2021
415
156
6
577
May 2021
149
86
0
235
Jun 2021
63
53
2
118
Jul 2021
67
48
3
118
Aug 2021
80
71
2
153
Sep 2021
92
54
0
146
Oct 2021
76
77
4
157
Nov 2021
105
69
4
178
Dec 2021
92
53
2
147
Jan 2022
69
61
0
130
Feb 2022
79
36
3
118
Mar 2022
87
56
1
144
Apr 2022
88
65
2
155
May 2022
89
47
2
138
Jun 2022
93
31
2
126
Jul 2022
111
37
0
148
Aug 2022
127
40
1
168
Sep 2022
79
56
2
137
Oct 2022
82
32
2
116
Nov 2022
89
54
0
143
Dec 2022
62
39
2
103
Jan 2023
64
40
2
106
Feb 2023
82
33
1
116
Mar 2023
150
61
3
214
Apr 2023
80
50
4
134
May 2023
107
58
3
168
Jun 2023
82
55
3
140
Jul 2023
92
55
6
153
Aug 2023
99
41
6
146
Sep 2023
92
87
4
183
Oct 2023
117
88
4
209
Nov 2023
92
64
3
159
Dec 2023
126
40
2
168
Jan 2024
99
56
1
156
Feb 2024
115
57
1
173
Mar 2024
134
48
2
184
Apr 2024
152
46
3
201
May 2024
156
56
5
217
Jun 2024
119
40
2
161
Jul 2024
284
45
5
334
Aug 2024
163
39
4
206
Sep 2024
156
44
1
201
Oct 2024
145
30
1
176
Nov 2024
153
31
4
188
Dec 2024
162
28
1
191
Jan 2025
151
29
4
184
Feb 2025
180
24
1
205
Mar 2025
176
31
0
207
Apr 2025
247
22
1
270
May 2025
287
40
3
330
Jun 2025
333
54
0
387
Jul 2025
207
33
3
243
Aug 2025
215
28
3
246
Sep 2025
326
27
2
355
Oct 2025
197
61
2
260
Nov 2025
33
11
0
44
Cumulative views and downloads
(calculated since 23 Nov 2020)
Month
HTML views
PDF downloads
XML downloads
Nov 2020
244
64
4
312
Dec 2020
303
96
6
405
Jan 2021
370
122
7
499
Feb 2021
435
150
7
592
Mar 2021
482
180
7
669
Apr 2021
897
336
13
1,246
May 2021
1,046
422
13
1,481
Jun 2021
1,109
475
15
1,599
Jul 2021
1,176
523
18
1,717
Aug 2021
1,256
594
20
1,870
Sep 2021
1,348
648
20
2,016
Oct 2021
1,424
725
24
2,173
Nov 2021
1,529
794
28
2,351
Dec 2021
1,621
847
30
2,498
Jan 2022
1,690
908
30
2,628
Feb 2022
1,769
944
33
2,746
Mar 2022
1,856
1,000
34
2,890
Apr 2022
1,944
1,065
36
3,045
May 2022
2,033
1,112
38
3,183
Jun 2022
2,126
1,143
40
3,309
Jul 2022
2,237
1,180
40
3,457
Aug 2022
2,364
1,220
41
3,625
Sep 2022
2,443
1,276
43
3,762
Oct 2022
2,525
1,308
45
3,878
Nov 2022
2,614
1,362
45
4,021
Dec 2022
2,676
1,401
47
4,124
Jan 2023
2,740
1,441
49
4,230
Feb 2023
2,822
1,474
50
4,346
Mar 2023
2,972
1,535
53
4,560
Apr 2023
3,052
1,585
57
4,694
May 2023
3,159
1,643
60
4,862
Jun 2023
3,241
1,698
63
5,002
Jul 2023
3,333
1,753
69
5,155
Aug 2023
3,432
1,794
75
5,301
Sep 2023
3,524
1,881
79
5,484
Oct 2023
3,641
1,969
83
5,693
Nov 2023
3,733
2,033
86
5,852
Dec 2023
3,859
2,073
88
6,020
Jan 2024
3,958
2,129
89
6,176
Feb 2024
4,073
2,186
90
6,349
Mar 2024
4,207
2,234
92
6,533
Apr 2024
4,359
2,280
95
6,734
May 2024
4,515
2,336
100
6,951
Jun 2024
4,634
2,376
102
7,112
Jul 2024
4,918
2,421
107
7,446
Aug 2024
5,081
2,460
111
7,652
Sep 2024
5,237
2,504
112
7,853
Oct 2024
5,382
2,534
113
8,029
Nov 2024
5,535
2,565
117
8,217
Dec 2024
5,697
2,593
118
8,408
Jan 2025
5,848
2,622
122
8,592
Feb 2025
6,028
2,646
123
8,797
Mar 2025
6,204
2,677
123
9,004
Apr 2025
6,451
2,699
124
9,274
May 2025
6,738
2,739
127
9,604
Jun 2025
7,071
2,793
127
9,991
Jul 2025
7,278
2,826
130
10,234
Aug 2025
7,493
2,854
133
10,480
Sep 2025
7,819
2,881
135
10,835
Oct 2025
8,016
2,942
137
11,095
Nov 2025
8,049
2,953
137
11,139
Total article views: 9,922 (including HTML, PDF, and XML)
HTML
PDF
XML
Total
Supplement
BibTeX
EndNote
7,503
2,292
127
9,922
489
155
165
HTML: 7,503
PDF: 2,292
XML: 127
Total: 9,922
Supplement: 489
BibTeX: 155
EndNote: 165
Views and downloads (calculated since 01 Apr 2021)
Month
HTML
PDF
XML
Total
Apr 2021
400
142
6
548
May 2021
148
64
0
212
Jun 2021
62
38
2
102
Jul 2021
67
28
3
98
Aug 2021
75
49
2
126
Sep 2021
91
42
0
133
Oct 2021
74
66
4
144
Nov 2021
104
58
4
166
Dec 2021
87
41
2
130
Jan 2022
68
46
0
114
Feb 2022
77
28
3
108
Mar 2022
86
46
1
133
Apr 2022
88
36
2
126
May 2022
89
31
2
122
Jun 2022
91
31
2
124
Jul 2022
111
27
0
138
Aug 2022
127
27
1
155
Sep 2022
78
35
2
115
Oct 2022
81
24
2
107
Nov 2022
88
43
0
131
Dec 2022
60
35
2
97
Jan 2023
64
34
2
100
Feb 2023
82
25
1
108
Mar 2023
150
57
3
210
Apr 2023
80
48
4
132
May 2023
106
52
3
161
Jun 2023
82
53
3
138
Jul 2023
90
49
6
145
Aug 2023
99
37
6
142
Sep 2023
92
83
4
179
Oct 2023
117
61
4
182
Nov 2023
91
44
3
138
Dec 2023
125
34
2
161
Jan 2024
99
48
1
148
Feb 2024
115
53
1
169
Mar 2024
134
42
1
177
Apr 2024
152
44
3
199
May 2024
156
52
5
213
Jun 2024
117
33
2
152
Jul 2024
283
31
5
319
Aug 2024
160
36
4
200
Sep 2024
155
35
1
191
Oct 2024
144
24
1
169
Nov 2024
153
24
4
181
Dec 2024
162
26
0
188
Jan 2025
151
25
4
180
Feb 2025
179
21
1
201
Mar 2025
176
31
0
207
Apr 2025
247
19
1
267
May 2025
285
37
3
325
Jun 2025
330
51
0
381
Jul 2025
205
30
3
238
Aug 2025
215
24
3
242
Sep 2025
326
25
1
352
Oct 2025
197
57
2
256
Nov 2025
32
10
0
42
Cumulative views and downloads
(calculated since 01 Apr 2021)
Month
HTML views
PDF downloads
XML downloads
Apr 2021
400
142
6
May 2021
548
206
6
Jun 2021
610
244
8
Jul 2021
677
272
11
Aug 2021
752
321
13
Sep 2021
843
363
13
Oct 2021
917
429
17
Nov 2021
1,021
487
21
Dec 2021
1,108
528
23
Jan 2022
1,176
574
23
Feb 2022
1,253
602
26
Mar 2022
1,339
648
27
Apr 2022
1,427
684
29
May 2022
1,516
715
31
Jun 2022
1,607
746
33
Jul 2022
1,718
773
33
Aug 2022
1,845
800
34
Sep 2022
1,923
835
36
Oct 2022
2,004
859
38
Nov 2022
2,092
902
38
Dec 2022
2,152
937
40
Jan 2023
2,216
971
42
Feb 2023
2,298
996
43
Mar 2023
2,448
1,053
46
Apr 2023
2,528
1,101
50
May 2023
2,634
1,153
53
Jun 2023
2,716
1,206
56
Jul 2023
2,806
1,255
62
Aug 2023
2,905
1,292
68
Sep 2023
2,997
1,375
72
Oct 2023
3,114
1,436
76
Nov 2023
3,205
1,480
79
Dec 2023
3,330
1,514
81
Jan 2024
3,429
1,562
82
Feb 2024
3,544
1,615
83
Mar 2024
3,678
1,657
84
Apr 2024
3,830
1,701
87
May 2024
3,986
1,753
92
Jun 2024
4,103
1,786
94
Jul 2024
4,386
1,817
99
Aug 2024
4,546
1,853
103
Sep 2024
4,701
1,888
104
Oct 2024
4,845
1,912
105
Nov 2024
4,998
1,936
109
Dec 2024
5,160
1,962
109
Jan 2025
5,311
1,987
113
Feb 2025
5,490
2,008
114
Mar 2025
5,666
2,039
114
Apr 2025
5,913
2,058
115
May 2025
6,198
2,095
118
Jun 2025
6,528
2,146
118
Jul 2025
6,733
2,176
121
Aug 2025
6,948
2,200
124
Sep 2025
7,274
2,225
125
Oct 2025
7,471
2,282
127
Nov 2025
7,503
2,292
127
Total article views: 1,217 (including HTML, PDF, and XML)
HTML
PDF
XML
Total
Supplement
BibTeX
EndNote
546
661
10
1,217
208
14
10
HTML: 546
PDF: 661
XML: 10
Total: 1,217
Supplement: 208
BibTeX: 14
EndNote: 10
Views and downloads (calculated since 23 Nov 2020)
Month
HTML
PDF
XML
Total
Nov 2020
244
64
4
312
Dec 2020
59
32
2
93
Jan 2021
67
26
1
94
Feb 2021
65
28
0
93
Mar 2021
47
30
0
77
Apr 2021
15
14
0
29
May 2021
1
22
0
23
Jun 2021
1
15
0
16
Jul 2021
20
0
20
Aug 2021
5
22
0
27
Sep 2021
1
12
0
13
Oct 2021
2
11
0
13
Nov 2021
1
11
0
12
Dec 2021
5
12
0
17
Jan 2022
1
15
0
16
Feb 2022
2
8
0
10
Mar 2022
1
10
0
11
Apr 2022
29
0
29
May 2022
16
0
16
Jun 2022
2
0
2
Jul 2022
10
0
10
Aug 2022
13
0
13
Sep 2022
1
21
0
22
Oct 2022
1
8
0
9
Nov 2022
1
11
0
12
Dec 2022
2
4
0
6
Jan 2023
6
0
6
Feb 2023
8
0
8
Mar 2023
4
0
4
Apr 2023
2
0
2
May 2023
1
6
0
7
Jun 2023
2
0
2
Jul 2023
2
6
0
8
Aug 2023
4
0
4
Sep 2023
4
0
4
Oct 2023
27
0
27
Nov 2023
1
20
0
21
Dec 2023
1
6
0
7
Jan 2024
8
0
8
Feb 2024
4
0
4
Mar 2024
6
1
7
Apr 2024
2
0
2
May 2024
4
0
4
Jun 2024
2
7
0
9
Jul 2024
1
14
0
15
Aug 2024
3
3
0
6
Sep 2024
1
9
0
10
Oct 2024
1
6
0
7
Nov 2024
7
0
7
Dec 2024
2
1
3
Jan 2025
4
0
4
Feb 2025
1
3
0
4
Mar 2025
0
Apr 2025
3
0
3
May 2025
2
3
0
5
Jun 2025
3
3
0
6
Jul 2025
2
3
0
5
Aug 2025
4
0
4
Sep 2025
2
1
3
Oct 2025
4
0
4
Nov 2025
1
1
0
2
Cumulative views and downloads
(calculated since 23 Nov 2020)
Month
HTML views
PDF downloads
XML downloads
Nov 2020
244
64
4
Dec 2020
303
96
6
Jan 2021
370
122
7
Feb 2021
435
150
7
Mar 2021
482
180
7
Apr 2021
497
194
7
May 2021
498
216
7
Jun 2021
499
231
7
Jul 2021
499
251
7
Aug 2021
504
273
7
Sep 2021
505
285
7
Oct 2021
507
296
7
Nov 2021
508
307
7
Dec 2021
513
319
7
Jan 2022
514
334
7
Feb 2022
516
342
7
Mar 2022
517
352
7
Apr 2022
517
381
7
May 2022
517
397
7
Jun 2022
519
397
7
Jul 2022
519
407
7
Aug 2022
519
420
7
Sep 2022
520
441
7
Oct 2022
521
449
7
Nov 2022
522
460
7
Dec 2022
524
464
7
Jan 2023
524
470
7
Feb 2023
524
478
7
Mar 2023
524
482
7
Apr 2023
524
484
7
May 2023
525
490
7
Jun 2023
525
492
7
Jul 2023
527
498
7
Aug 2023
527
502
7
Sep 2023
527
506
7
Oct 2023
527
533
7
Nov 2023
528
553
7
Dec 2023
529
559
7
Jan 2024
529
567
7
Feb 2024
529
571
7
Mar 2024
529
577
8
Apr 2024
529
579
8
May 2024
529
583
8
Jun 2024
531
590
8
Jul 2024
532
604
8
Aug 2024
535
607
8
Sep 2024
536
616
8
Oct 2024
537
622
8
Nov 2024
537
629
8
Dec 2024
537
631
9
Jan 2025
537
635
9
Feb 2025
538
638
9
Mar 2025
538
638
9
Apr 2025
538
641
9
May 2025
540
644
9
Jun 2025
543
647
9
Jul 2025
545
650
9
Aug 2025
545
654
9
Sep 2025
545
656
10
Oct 2025
545
660
10
Nov 2025
546
661
10
Viewed (geographical distribution)
Total article views: 11,139 (including HTML, PDF, and XML)
Thereof 10,652 with geography defined
and 487 with unknown origin.
Total article views: 9,922 (including HTML, PDF, and XML)
Thereof 9,536 with geography defined
and 386 with unknown origin.
Total article views: 1,217 (including HTML, PDF, and XML)
Thereof 1,116 with geography defined
and 101 with unknown origin.
Total:
0
HTML:
0
PDF:
0
XML:
0
Total:
0
HTML:
0
PDF:
0
XML:
0
Total:
0
HTML:
0
PDF:
0
XML:
0
Latest update: 08 Nov 2025