Toward enhanced understanding and projections of climate extremes using physics-guided data mining techniques

Ganguly, A. R.; Kodra, E. A.; Agrawal, A.; Banerjee, A.; Boriah, S.; Chatterjee, Sn.; Chatterjee, So.; Choudhary, A.; Das, D.; Faghmous, J.; Ganguli, P.; Ghosh, S.; Hayhoe, K.; Hays, C.; Hendrix, W.; Fu, Q.; Kawale, J.; Kumar, D.; Kumar, V.; Liao, W.; Liess, S.; Mawalagedara, R.; Mithal, V.; Oglesby, R.; Salvi, K.; Snyder, P. K.; Steinhaeuser, K.; Wang, D.; Wuebbles, D.

doi:10.5194/npg-21-777-2014

Articles | Volume 21, issue 4

https://doi.org/10.5194/npg-21-777-2014

© Author(s) 2014. This work is distributed under
the Creative Commons Attribution 3.0 License.

Special issue:

Physics-driven data mining in climate change and weather...

https://doi.org/10.5194/npg-21-777-2014

© Author(s) 2014. This work is distributed under
the Creative Commons Attribution 3.0 License.

Articles | Volume 21, issue 4

Research article

|

28 Jul 2014

Research article |

| 28 Jul 2014

Toward enhanced understanding and projections of climate extremes using physics-guided data mining techniques

A. R. Ganguly, E. A. Kodra, A. Agrawal, A. Banerjee, S. Boriah, Sn. Chatterjee, So. Chatterjee, A. Choudhary, D. Das, J. Faghmous, P. Ganguli, S. Ghosh, K. Hayhoe, C. Hays, W. Hendrix, Q. Fu, J. Kawale, D. Kumar, V. Kumar, W. Liao, S. Liess, R. Mawalagedara, V. Mithal, R. Oglesby, K. Salvi, P. K. Snyder, K. Steinhaeuser, D. Wang, and D. Wuebbles

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Total article views: 9,813 (including HTML, PDF, and XML)

HTML	PDF	XML	Total	BibTeX	EndNote
5,475	3,981	357	9,813	358	420

HTML: 5,475
PDF: 3,981
XML: 357
Total: 9,813
BibTeX: 358
EndNote: 420

Views and downloads (calculated since 14 Feb 2014)

Month	HTML	PDF	XML	Total
Feb 2014	278	127	4	409
Mar 2014	101	86	2	189
Apr 2014	61	49	10	120
May 2014	40	31	4	75
Jun 2014	77	34	1	112
Jul 2014	146	111	12	269
Aug 2014	102	115	9	226
Sep 2014	92	86	7	185
Oct 2014	73	72	5	150
Nov 2014	78	69	4	151
Dec 2014	69	95	2	166
Jan 2015	30	47	1	78
Feb 2015	47	33	0	80
Mar 2015	52	32	1	85
Apr 2015	57	38	1	96
May 2015	33	48	0	81
Jun 2015	54	27	2	83
Jul 2015	54	33	0	87
Aug 2015	35	37	0	72
Sep 2015	47	39	0	86
Oct 2015	39	35	0	74
Nov 2015	44	34	1	79
Dec 2015	24	33	0	57
Jan 2016	37	44	0	81
Feb 2016	17	37	0	54
Mar 2016	127	32	2	161
Apr 2016	53	25	0	78
May 2016	24	28	0	52
Jun 2016	14	14	0	28
Jul 2016	14	14	3	31
Aug 2016	17	24	0	41
Sep 2016	22	19	0	41
Oct 2016	13	9	1	23
Nov 2016	16	6	0	22
Dec 2016	9	16	3	28
Jan 2017	27	11	0	38
Feb 2017	33	10	5	48
Mar 2017	39	27	7	73
Apr 2017	53	23	4	80
May 2017	53	23	12	88
Jun 2017	46	25	10	81
Jul 2017	27	31	1	59
Aug 2017	16	26	3	45
Sep 2017	18	33	1	52
Oct 2017	24	37	2	63
Nov 2017	24	35	1	60
Dec 2017	28	43	7	78
Jan 2018	40	38	12	90
Feb 2018	32	31	9	72
Mar 2018	26	40	3	69
Apr 2018	55	47	7	109
May 2018	44	49	4	97
Jun 2018	35	41	10	86
Jul 2018	32	51	4	87
Aug 2018	45	49	4	98
Sep 2018	34	33	4	71
Oct 2018	63	45	7	115
Nov 2018	41	47	7	95
Dec 2018	27	32	3	62
Jan 2019	41	41	4	86
Feb 2019	42	22	3	67
Mar 2019	40	27	4	71
Apr 2019	44	35	3	82
May 2019	27	32	6	65
Jun 2019	32	36	1	69
Jul 2019	28	43	3	74
Aug 2019	24	30	1	55
Sep 2019	34	55	1	90
Oct 2019	25	28	1	54
Nov 2019	25	30	0	55
Dec 2019	17	29	0	46
Jan 2020	28	21	6	55
Feb 2020	20	18	2	40
Mar 2020	17	20	3	40
Apr 2020	40	15	2	57
May 2020	29	13	1	43
Jun 2020	31	15	0	46
Jul 2020	29	22	15	66
Aug 2020	12	11	7	30
Sep 2020	19	6	0	25
Oct 2020	29	21	0	50
Nov 2020	39	12	0	51
Dec 2020	33	14	0	47
Jan 2021	31	19	1	51
Feb 2021	15	7	0	22
Mar 2021	17	16	0	33
Apr 2021	22	10	0	32
May 2021	19	12	0	31
Jun 2021	14	12	0	26
Jul 2021	10	10	0	20
Aug 2021	25	17	0	42
Sep 2021	29	18	1	48
Oct 2021	23	49	1	73
Nov 2021	19	39	4	62
Dec 2021	23	17	2	42
Jan 2022	19	16	1	36
Feb 2022	19	13	1	33
Mar 2022	15	9	1	25
Apr 2022	18	6	0	24
May 2022	14	8	1	23
Jun 2022	17	14	2	33
Jul 2022	11	12	0	23
Aug 2022	22	10	0	32
Sep 2022	9	6	0	15
Oct 2022	47	13	0	60
Nov 2022	32	10	0	42
Dec 2022	51	13	2	66
Jan 2023	20	10	0	30
Feb 2023	27	14	1	42
Mar 2023	24	12	1	37
Apr 2023	13	22	0	35
May 2023	17	14	0	31
Jun 2023	27	14	1	42
Jul 2023	32	9	1	42
Aug 2023	44	3	2	49
Sep 2023	26	5	1	32
Oct 2023	37	11	1	49
Nov 2023	31	5	0	36
Dec 2023	31	5	2	38
Jan 2024	11	17	1	29
Feb 2024	8	8	0	16
Mar 2024	14	19	2	35
Apr 2024	35	9	5	49
May 2024	35	8	4	47
Jun 2024	49	18	1	68
Jul 2024	30	14	3	47
Aug 2024	55	8	7	70
Sep 2024	27	15	3	45
Oct 2024	35	30	2	67
Nov 2024	29	12	2	43
Dec 2024	29	18	1	48
Jan 2025	20	16	3	39
Feb 2025	39	8	0	47
Mar 2025	35	20	0	55
Apr 2025	38	15	0	53
May 2025	42	13	0	55
Jun 2025	68	31	1	100
Jul 2025	67	23	1	91
Aug 2025	67	13	3	83
Sep 2025	71	19	3	93
Oct 2025	56	32	2	90
Nov 2025	37	29	2	68
Dec 2025	46	38	3	87
Jan 2026	48	27	8	83
Feb 2026	38	29	5	72
Mar 2026	33	10	3	46

Cumulative views and downloads (calculated since 14 Feb 2014)

Month	HTML	PDF	XML	Total
Feb 2014	278	127	4	409
Mar 2014	101	86	2	189
Apr 2014	61	49	10	120
May 2014	40	31	4	75
Jun 2014	77	34	1	112
Jul 2014	146	111	12	269
Aug 2014	102	115	9	226
Sep 2014	92	86	7	185
Oct 2014	73	72	5	150
Nov 2014	78	69	4	151
Dec 2014	69	95	2	166
Jan 2015	30	47	1	78
Feb 2015	47	33	0	80
Mar 2015	52	32	1	85
Apr 2015	57	38	1	96
May 2015	33	48	0	81
Jun 2015	54	27	2	83
Jul 2015	54	33	0	87
Aug 2015	35	37	0	72
Sep 2015	47	39	0	86
Oct 2015	39	35	0	74
Nov 2015	44	34	1	79
Dec 2015	24	33	0	57
Jan 2016	37	44	0	81
Feb 2016	17	37	0	54
Mar 2016	127	32	2	161
Apr 2016	53	25	0	78
May 2016	24	28	0	52
Jun 2016	14	14	0	28
Jul 2016	14	14	3	31
Aug 2016	17	24	0	41
Sep 2016	22	19	0	41
Oct 2016	13	9	1	23
Nov 2016	16	6	0	22
Dec 2016	9	16	3	28
Jan 2017	27	11	0	38
Feb 2017	33	10	5	48
Mar 2017	39	27	7	73
Apr 2017	53	23	4	80
May 2017	53	23	12	88
Jun 2017	46	25	10	81
Jul 2017	27	31	1	59
Aug 2017	16	26	3	45
Sep 2017	18	33	1	52
Oct 2017	24	37	2	63
Nov 2017	24	35	1	60
Dec 2017	28	43	7	78
Jan 2018	40	38	12	90
Feb 2018	32	31	9	72
Mar 2018	26	40	3	69
Apr 2018	55	47	7	109
May 2018	44	49	4	97
Jun 2018	35	41	10	86
Jul 2018	32	51	4	87
Aug 2018	45	49	4	98
Sep 2018	34	33	4	71
Oct 2018	63	45	7	115
Nov 2018	41	47	7	95
Dec 2018	27	32	3	62
Jan 2019	41	41	4	86
Feb 2019	42	22	3	67
Mar 2019	40	27	4	71
Apr 2019	44	35	3	82
May 2019	27	32	6	65
Jun 2019	32	36	1	69
Jul 2019	28	43	3	74
Aug 2019	24	30	1	55
Sep 2019	34	55	1	90
Oct 2019	25	28	1	54
Nov 2019	25	30	0	55
Dec 2019	17	29	0	46
Jan 2020	28	21	6	55
Feb 2020	20	18	2	40
Mar 2020	17	20	3	40
Apr 2020	40	15	2	57
May 2020	29	13	1	43
Jun 2020	31	15	0	46
Jul 2020	29	22	15	66
Aug 2020	12	11	7	30
Sep 2020	19	6	0	25
Oct 2020	29	21	0	50
Nov 2020	39	12	0	51
Dec 2020	33	14	0	47
Jan 2021	31	19	1	51
Feb 2021	15	7	0	22
Mar 2021	17	16	0	33
Apr 2021	22	10	0	32
May 2021	19	12	0	31
Jun 2021	14	12	0	26
Jul 2021	10	10	0	20
Aug 2021	25	17	0	42
Sep 2021	29	18	1	48
Oct 2021	23	49	1	73
Nov 2021	19	39	4	62
Dec 2021	23	17	2	42
Jan 2022	19	16	1	36
Feb 2022	19	13	1	33
Mar 2022	15	9	1	25
Apr 2022	18	6	0	24
May 2022	14	8	1	23
Jun 2022	17	14	2	33
Jul 2022	11	12	0	23
Aug 2022	22	10	0	32
Sep 2022	9	6	0	15
Oct 2022	47	13	0	60
Nov 2022	32	10	0	42
Dec 2022	51	13	2	66
Jan 2023	20	10	0	30
Feb 2023	27	14	1	42
Mar 2023	24	12	1	37
Apr 2023	13	22	0	35
May 2023	17	14	0	31
Jun 2023	27	14	1	42
Jul 2023	32	9	1	42
Aug 2023	44	3	2	49
Sep 2023	26	5	1	32
Oct 2023	37	11	1	49
Nov 2023	31	5	0	36
Dec 2023	31	5	2	38
Jan 2024	11	17	1	29
Feb 2024	8	8	0	16
Mar 2024	14	19	2	35
Apr 2024	35	9	5	49
May 2024	35	8	4	47
Jun 2024	49	18	1	68
Jul 2024	30	14	3	47
Aug 2024	55	8	7	70
Sep 2024	27	15	3	45
Oct 2024	35	30	2	67
Nov 2024	29	12	2	43
Dec 2024	29	18	1	48
Jan 2025	20	16	3	39
Feb 2025	39	8	0	47
Mar 2025	35	20	0	55
Apr 2025	38	15	0	53
May 2025	42	13	0	55
Jun 2025	68	31	1	100
Jul 2025	67	23	1	91
Aug 2025	67	13	3	83
Sep 2025	71	19	3	93
Oct 2025	56	32	2	90
Nov 2025	37	29	2	68
Dec 2025	46	38	3	87
Jan 2026	48	27	8	83
Feb 2026	38	29	5	72
Mar 2026	33	10	3	46

Latest update: 19 Mar 2026